diff --git a/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv b/archive/md exp pts/md2 exp pts.csv similarity index 100% rename from outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv rename to archive/md exp pts/md2 exp pts.csv diff --git a/archive/md exp pts/md3 exp pts.csv b/archive/md exp pts/md3 exp pts.csv new file mode 100644 index 0000000..1c5aa97 --- /dev/null +++ b/archive/md exp pts/md3 exp pts.csv @@ -0,0 +1,462 @@ 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Siebeking,0.0,0.0,0.0,0.0,0.0,-2903563.0,0.0,1.258606885508407,0.0,0.0,0.0,0.0,0.0,0.0,10.0062,0.0 +13448,8,Adil,Aouchiche,10689447.0,64.0,2.0,2.0,2.0,10325.0,127.0,0,3,https://kickbase.b-cdn.net/content/file/8ac09c4f6e974d80a4bc1aff9ad6768d.png,24.0,2,11.0,28.0,"[{""hasPlayed"": true, ""points"": 84}, {""hasPlayed"": true, ""points"": 43}]",1,Adil Aouchiche,-113792.0,-113792.0,-156427.0,-236076.0,-1843271.0,-3190383.0,6.69,1.258606885508407,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,84.253005 diff --git a/archive/notebooks/calculate_team_recent_form.ipynb b/archive/notebooks/calculate_team_recent_form.ipynb index 635ed91..493d1de 100644 --- a/archive/notebooks/calculate_team_recent_form.ipynb +++ b/archive/notebooks/calculate_team_recent_form.ipynb @@ -18,6 +18,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# 1. Imports\n", "import json\n", "from datetime import datetime, timezone\n", @@ -39,7 +49,11 @@ " \"Required packages are missing. Install undetected-chromedriver, \"\n", " \"selenium, beautifulsoup4, and pandas in this Jupyter kernel, \"\n", " \"then restart the kernel.\"\n", - " ) from exc\n" + " ) from exc\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -63,7 +77,6 @@ " raise ValueError(\"Matchday must be a positive integer.\")\n", "\n", "# Edit these values if your local Chrome setup or preferred limits differ.\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: HEADLESS.\n", "HEADLESS = False\n", "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n", @@ -211,11 +224,7 @@ "driver = None\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=CHROME_MAJOR_VERSION,\n", - " use_subprocess=True,\n", - " )\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", "except Exception as exc:\n", " if driver is not None:\n", diff --git a/archive/notebooks/extract_sofascore_match_ids.ipynb b/archive/notebooks/extract_sofascore_match_ids.ipynb index 12d5431..48f1fbe 100644 --- a/archive/notebooks/extract_sofascore_match_ids.ipynb +++ b/archive/notebooks/extract_sofascore_match_ids.ipynb @@ -28,6 +28,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# Import the libraries required by this notebook step.\n", "import json\n", "from pathlib import Path\n", @@ -49,14 +59,17 @@ "# Set workflow configuration value: OUTPUT_PATH_TEMPLATE.\n", "OUTPUT_PATH_TEMPLATE = \"match_ids_{match_day}.json\"\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n", "WAIT_TIMEOUT_SECONDS = 30\n", "\n", "\n", "# Define Extraction Error to keep related behaviour explicit.\n", "class ExtractionError(RuntimeError):\n", - " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"" + " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -78,10 +91,7 @@ " try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=CHROME_MAJOR_VERSION,\n", - " )\n", + " driver = uc.Chrome(options=options, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " except Exception as exc:\n", " raise ExtractionError(\n", " f\"Could not start Chrome {CHROME_MAJOR_VERSION}: {exc}\"\n", diff --git a/archive/recovered_checkpoints/04_extract_team_recent_form_recovered_checkpoint_20260810.ipynb b/archive/recovered_checkpoints/04_extract_team_recent_form_recovered_checkpoint_20260810.ipynb index 599a934..9ba3436 100644 --- a/archive/recovered_checkpoints/04_extract_team_recent_form_recovered_checkpoint_20260810.ipynb +++ b/archive/recovered_checkpoints/04_extract_team_recent_form_recovered_checkpoint_20260810.ipynb @@ -21,6 +21,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# 1. Imports\n", "import json\n", "from datetime import datetime, timezone\n", @@ -42,7 +52,11 @@ " \"Required packages are missing. Install undetected-chromedriver, \"\n", " \"selenium, beautifulsoup4, and pandas in this Jupyter kernel, \"\n", " \"then restart the kernel.\"\n", - " ) from exc\n" + " ) from exc\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -53,7 +67,6 @@ "outputs": [], "source": [ "# 2. Parameters, Paths, and Snapshot Key\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: HEADLESS.\n", "HEADLESS = False\n", "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n", @@ -174,11 +187,7 @@ "driver = None\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=CHROME_MAJOR_VERSION,\n", - " use_subprocess=True,\n", - " )\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", "except Exception as exc:\n", " if driver is not None:\n", diff --git a/archive/recovered_checkpoints/05_create_bundesliga_snapshot_recovered_checkpoint_20260810.ipynb b/archive/recovered_checkpoints/05_create_bundesliga_snapshot_recovered_checkpoint_20260810.ipynb index 2b0bea9..075c3d4 100644 --- a/archive/recovered_checkpoints/05_create_bundesliga_snapshot_recovered_checkpoint_20260810.ipynb +++ b/archive/recovered_checkpoints/05_create_bundesliga_snapshot_recovered_checkpoint_20260810.ipynb @@ -64,6 +64,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# Import the libraries required by this notebook step.\n", "import difflib\n", "import json\n", @@ -93,7 +103,6 @@ " ) from exc\n", "\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: COMPETITION.\n", "COMPETITION = \"Bundesliga\"\n", "# Set workflow configuration value: SEASON.\n", @@ -121,7 +130,11 @@ ")\n", "\n", "# Set this to a Path only if the kernel does not start in the notebook directory.\n", - "NOTEBOOK_DIR_OVERRIDE = None\n" + "NOTEBOOK_DIR_OVERRIDE = None\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -401,7 +414,7 @@ "try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " driver = uc.Chrome(version_main=150)\n", + " driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", " except Exception as exc:\n", " raise RuntimeError(\n", diff --git a/archive/recovered_checkpoints/08_extract_best_players_from_prev_matches_recovered_checkpoint_20260810.ipynb b/archive/recovered_checkpoints/08_extract_best_players_from_prev_matches_recovered_checkpoint_20260810.ipynb index 3cc9507..fd35209 100644 --- a/archive/recovered_checkpoints/08_extract_best_players_from_prev_matches_recovered_checkpoint_20260810.ipynb +++ b/archive/recovered_checkpoints/08_extract_best_players_from_prev_matches_recovered_checkpoint_20260810.ipynb @@ -19,6 +19,17 @@ "# Import the libraries required by this notebook step.\n", "from __future__ import annotations\n", "\n", + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", + "\n", "import csv\n", "import json\n", "import math\n", @@ -49,7 +60,6 @@ " ) from exc\n", "\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: HEADLESS.\n", "HEADLESS = False\n", "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n", @@ -85,7 +95,11 @@ " or isinstance(setting_value, bool)\n", " or setting_value < 1\n", " ):\n", - " raise ValueError(f\"{setting_name} must be a positive integer.\")\n" + " raise ValueError(f\"{setting_name} must be a positive integer.\")\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -637,11 +651,7 @@ " driver = None\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=150,\n", - " use_subprocess=True,\n", - " )\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", " print(\n", " \"One reusable undetected Chrome session is ready \"\n", diff --git a/archive/recovered_checkpoints/extract_sofascore_match_ids_recovered_checkpoint_20260810.ipynb b/archive/recovered_checkpoints/extract_sofascore_match_ids_recovered_checkpoint_20260810.ipynb index 0606913..0081faf 100644 --- a/archive/recovered_checkpoints/extract_sofascore_match_ids_recovered_checkpoint_20260810.ipynb +++ b/archive/recovered_checkpoints/extract_sofascore_match_ids_recovered_checkpoint_20260810.ipynb @@ -28,6 +28,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# Import the libraries required by this notebook step.\n", "import json\n", "from pathlib import Path\n", @@ -47,14 +57,17 @@ "# Set workflow configuration value: OUTPUT_PATH.\n", "OUTPUT_PATH = Path(\"match_ids.json\")\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n", "WAIT_TIMEOUT_SECONDS = 30\n", "\n", "\n", "# Define Extraction Error to keep related behaviour explicit.\n", "class ExtractionError(RuntimeError):\n", - " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"" + " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -76,10 +89,7 @@ " try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=CHROME_MAJOR_VERSION,\n", - " )\n", + " driver = uc.Chrome(options=options, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " except Exception as exc:\n", " raise ExtractionError(\n", " f\"Could not start Chrome {CHROME_MAJOR_VERSION}: {exc}\"\n", diff --git a/archive/recovered_checkpoints/extract_sofascore_match_ids_team_ids_recovered_checkpoint_20260810.ipynb b/archive/recovered_checkpoints/extract_sofascore_match_ids_team_ids_recovered_checkpoint_20260810.ipynb index 3ab315e..3fa343d 100644 --- a/archive/recovered_checkpoints/extract_sofascore_match_ids_team_ids_recovered_checkpoint_20260810.ipynb +++ b/archive/recovered_checkpoints/extract_sofascore_match_ids_team_ids_recovered_checkpoint_20260810.ipynb @@ -25,6 +25,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# Import the libraries required by this notebook step.\n", "import json\n", "from pathlib import Path\n", @@ -46,14 +56,17 @@ "# Set workflow configuration value: OUTPUT_PATH_TEMPLATE.\n", "OUTPUT_PATH_TEMPLATE = \"match_ids_{match_day}.json\"\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n", "WAIT_TIMEOUT_SECONDS = 30\n", "\n", "\n", "# Define Extraction Error to keep related behaviour explicit.\n", "class ExtractionError(RuntimeError):\n", - " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"" + " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -74,10 +87,7 @@ " try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=CHROME_MAJOR_VERSION,\n", - " )\n", + " driver = uc.Chrome(options=options, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " except Exception as exc:\n", " raise ExtractionError(\n", " f\"Could not start Chrome {CHROME_MAJOR_VERSION}: {exc}\"\n", diff --git a/archive/recovered_checkpoints/extract_sofascore_odds_recovered_checkpoint_20260810.ipynb b/archive/recovered_checkpoints/extract_sofascore_odds_recovered_checkpoint_20260810.ipynb index 35db8d2..d4d2963 100644 --- a/archive/recovered_checkpoints/extract_sofascore_odds_recovered_checkpoint_20260810.ipynb +++ b/archive/recovered_checkpoints/extract_sofascore_odds_recovered_checkpoint_20260810.ipynb @@ -17,6 +17,16 @@ "metadata": {}, "outputs": [], "source": [ + "import sys\n", + "from pathlib import Path\n", + "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n", + "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n", + " if (_chrome_root / \"chrome_runtime.py\").is_file():\n", + " sys.path.insert(0, str(_chrome_root))\n", + " break\n", + "else:\n", + " raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n", + "\n", "# Imports\n", "import json\n", "from fractions import Fraction\n", @@ -34,7 +44,11 @@ " raise ImportError(\n", " \"Browser dependencies are missing. Install them in this Jupyter kernel with \"\n", " \"'%pip install undetected-chromedriver selenium', then restart the kernel.\"\n", - " ) from exc" + " ) from exc\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -47,7 +61,6 @@ "matchday = 1 # Change this value to process another Bundesliga matchday.\n", "\n", "# Notebook constants\n", - "CHROME_MAJOR_VERSION = 150\n", "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n", "PAGE_LOAD_TIMEOUT_SECONDS = 30\n", "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n", @@ -215,11 +228,7 @@ "driver = None\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " version_main=CHROME_MAJOR_VERSION,\n", - " use_subprocess=True,\n", - " )\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", " driver.execute_cdp_cmd(\"Network.enable\", {})\n", "except Exception as exc:\n", diff --git a/chrome_runtime.py b/chrome_runtime.py index 6b13f59..b6b9082 100644 --- a/chrome_runtime.py +++ b/chrome_runtime.py @@ -1,13 +1,42 @@ -"""Compatibility helper for older browser notebooks. - -Passing ``None`` as ``version_main`` tells undetected-chromedriver to select -the installed Chrome version itself. This performs no Chrome or registry -probing, so it cannot create additional Chrome windows. -""" +"""Read the installed Chrome version without launching a browser.""" from __future__ import annotations -def detect_chrome_major_version() -> None: - """Return ``None`` to select undetected-chromedriver's automatic mode.""" - return None +import os +import re +import subprocess +import sys + + +def detect_chrome_major_version(browser_executable_path: str | None = None) -> int: + """Select a driver matching Chrome, rather than the latest driver release. + + Windows executable metadata avoids launching Chrome with ``--version``, + which can open an unwanted browser window on Windows. + """ + if browser_executable_path is None: + from undetected_chromedriver import find_chrome_executable + + browser_executable_path = find_chrome_executable() + if not browser_executable_path: + raise RuntimeError("Chrome was not found. Install Chrome or specify its executable path.") + + if sys.platform == "win32": + environment = os.environ.copy() + environment["KICKBASE_CHROME_EXECUTABLE"] = str(browser_executable_path) + result = subprocess.run( + ["powershell.exe", "-NoProfile", "-NonInteractive", "-Command", + "(Get-Item -LiteralPath $env:KICKBASE_CHROME_EXECUTABLE).VersionInfo.ProductVersion"], + capture_output=True, text=True, check=True, timeout=15, + env=environment, creationflags=subprocess.CREATE_NO_WINDOW, + ) + else: + result = subprocess.run( + [str(browser_executable_path), "--version"], + capture_output=True, text=True, check=True, timeout=15, + ) + match = re.search(r"\b(\d+)\.\d+\.\d+\.\d+\b", result.stdout) + if not match: + raise RuntimeError("Could not read Chrome's version. Set CHROME_MAJOR_VERSION manually.") + return int(match.group(1)) diff --git a/data/kickbase_lineup_screenshots/agentic_ai_prompt.txt b/data/kickbase_lineup_screenshots/agentic_ai_prompt.txt new file mode 100644 index 0000000..5b69040 --- /dev/null +++ b/data/kickbase_lineup_screenshots/agentic_ai_prompt.txt @@ -0,0 +1,20 @@ +Save the Kickbase lineup screenshots attached to this message into this local +workspace for later JSON transcription. Do not extract player data, analyze +the screenshots, create JSON, browse the web, or describe a proposed workflow. + +The Bundesliga matchday is: **** + +Complete this task now: + +1. Validate that the supplied matchday is a positive integer, `N`. +2. Create `data/kickbase_lineup_screenshots/md/` if it does not exist. +3. Save every attached Kickbase lineup screenshot into that directory in its + original image format. Do not overwrite an existing screenshot: choose a + new deterministic filename such as `screenshot_01.png`, incrementing the + number as needed. +4. Verify every saved file exists, is non-empty, and is a readable image. +5. Return the local directory path and the exact filenames saved. + +If the matchday is invalid or no readable screenshots were supplied, explain +the issue and stop without creating unrelated files. The saved images will be +processed later by `data/kickbase_lineup_screenshots/prompt.txt`. diff --git a/data/kickbase_lineup_screenshots/md2/bayer leverkusen.jpeg b/data/kickbase_lineup_screenshots/md2/bayer leverkusen.jpeg deleted file mode 100644 index 7acf6d0..0000000 Binary files a/data/kickbase_lineup_screenshots/md2/bayer leverkusen.jpeg and /dev/null differ diff --git "a/data/kickbase_lineup_screenshots/md2/bayern m\303\274nchen.jpeg" "b/data/kickbase_lineup_screenshots/md2/bayern m\303\274nchen.jpeg" deleted file mode 100644 index 6f7cffc..0000000 Binary files "a/data/kickbase_lineup_screenshots/md2/bayern m\303\274nchen.jpeg" and /dev/null differ diff --git a/data/kickbase_lineup_screenshots/md2/borussia dortmund.jpeg b/data/kickbase_lineup_screenshots/md2/borussia dortmund.jpeg deleted file mode 100644 index d185b8f..0000000 Binary files a/data/kickbase_lineup_screenshots/md2/borussia dortmund.jpeg and /dev/null differ diff --git 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diff --git a/data/kickbase_lineup_screenshots/prompt.txt b/data/kickbase_lineup_screenshots/prompt.txt index 1fd8a41..345894f 100644 --- a/data/kickbase_lineup_screenshots/prompt.txt +++ b/data/kickbase_lineup_screenshots/prompt.txt @@ -41,10 +41,11 @@ The pitch is vertically oriented: competing option(s). Add each competing option after the primary XI with the same `formation_row` and `slot_index` as the incumbent and a `starting_probability_rank` of `2`, `3`, etc. in its shown order. -6. If the same named alternative competes for more than one starter, keep it - only once per team, assigned to the first corresponding replacement slot in - top-to-bottom, left-to-right order. Do not duplicate its identity merely to - represent multiple possible slots. +6. If the same named alternative competes for more than one starter, emit that + displayed name once for every corresponding replacement slot. Each emitted + player object keeps that incumbent's `formation_row`, `slot_index`, and + shown replacement rank; do not deduplicate a candidate merely because its + displayed name repeats. 7. If a name, orange dot, or replacement text is unreadable, retain only what can be read. Do not invent the missing value. Mention the ambiguity in the final concise note, but keep the JSON valid. @@ -75,7 +76,7 @@ LigaInsider, RotoWire, Kicker, and Kickbase lineup outputs: "primary_player_count": 0, "player_count": 0, "fixture_reference": "outputs/sofascore/match_ids/match_ids_0.json", - "transcription_note": "Only text visibly displayed in the submitted Kickbase screenshots is stored for player identity. Repeated replacement candidates are stored once per team." + "transcription_note": "Only text visibly displayed in the submitted Kickbase screenshots is stored for player identity. Repeated replacement candidates are stored for every visible competing slot." }, "matches": [ { @@ -116,7 +117,27 @@ Every player object must contain all of these keys, in this shape: Use the canonical fixture order and include every fixture, even if a screenshot for one side is missing. For a missing side, emit its normal team object with an empty `players` array. Set `match_time` from the fixture reference when it -is available; otherwise use the clearly visible Kickbase label. Count only -unique player objects actually emitted: `primary_player_count` is the number -with rank `1`, while `player_count` includes alternatives. Do not output prose -in place of JSON or fabricate an XI to make counts reach eleven. +is available; otherwise use the clearly visible Kickbase label. +`primary_player_count` is the number of emitted player objects with rank `1`; +`player_count` is the total number of emitted player objects, including every +alternative occurrence. Do not output prose in place of JSON or fabricate an +XI to make counts reach eleven. + +## Mandatory semantic audit + +After writing the JSON, parse it again and inspect it thoroughly before +returning the saved path. Verify and fix all resolvable semantic errors: + +- JSON validity, required keys and value types, local filename/timestamp, + metadata matchday/reference/counts, and player-count totals. +- Exact canonical fixture order, team names, home/away sides, match times, and + empty player arrays only for screenshot sides that are actually missing. +- Every player name and orange-marker/replacement decision against its readable + screenshot; retain only visible source text and no inferred identity data. +- Formation rows and left-to-right slots, rank-one primary starters, contiguous + alternative ranks per slot, and every repeated named alternative retained at + each visible competing slot. + +Correct any issue found, write the corrected JSON, and repeat this audit until +it passes. Mention only source text that remains genuinely unreadable in the +final concise note. diff --git a/data/reference/kbstats_player_match_baseline.csv b/data/reference/kbstats_player_match_baseline.csv index 98b2497..5dc18fd 100644 --- a/data/reference/kbstats_player_match_baseline.csv +++ b/data/reference/kbstats_player_match_baseline.csv @@ -1,470 +1,463 @@ player_id,games_played,starts,total_points,total_playtime_seconds,snapshot_timestamp,source_snapshot_filename -173,1.0,0.0,35.0,693.0,2026-08-31T09:17:15+00:00,kbstats_players_20260831_111715_+0200.csv -237,1.0,1.0,145.0,5767.0,2026-08-31T09:17:15+00:00,kbstats_players_20260831_111715_+0200.csv -383,0.0,0.0,0.0,0.0,2026-08-31T09:17:15+00:00,kbstats_players_20260831_111715_+0200.csv -1685,1.0,1.0,330.0,5767.0,2026-08-31T09:17:15+00:00,kbstats_players_20260831_111715_+0200.csv -1961,0.0,0.0,0.0,0.0,2026-08-31T09:17:15+00:00,kbstats_players_20260831_111715_+0200.csv 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Lee,2026-08-27T12:35:29+02:00 kicker,mainz,Phillip Tietz,P. Tietz,2026-08-27T12:35:41+02:00 kicker,schalke,Timo Becker,T. Becker,2026-08-28T13:05:02+02:00 kickbase,schalke,Éric Dina Ebimbe,Ebimbe,2026-08-28T13:07:18+02:00 -kickbase,stuttgart,Josha Vagnoman,VAGNONAM,2026-08-28T13:08:21+02:00 +kickbase,stuttgart,Josha Vagnoman,VAGNOMAN,2026-08-28T13:08:21+02:00 kickbase,union,Livan Burcu,BUCU,2026-08-28T13:08:23+02:00 kicker,elversberg,Lukas Emanuel Petkov,L. Petkov,2026-08-28T13:08:45+02:00 kicker,hamburg,Albert Grønbæk,Grönbaek,2026-08-28T13:10:01+02:00 kicker,augsburg,Marius Wolf,M. Wolf,2026-09-03T15:09:34+02:00 kicker,bayern,Hiroki Ito,H. Ito,2026-09-03T15:10:45+02:00 +kicker,frankfurt,Ayoube Amaimouni,Amaimouni-Echghouyab,2026-09-04T13:43:57+02:00 +kickbase,dortmund,Konstantinos Karetsas,KARETAS,2026-09-04T13:44:11+02:00 +kickbase,dortmund,Fábio Silva,SILVA,2026-09-10T13:54:05+02:00 +kicker,bayern,Kim Minjae,M.-J. Kim,2026-09-10T17:50:20+02:00 +kicker,paderborn,Steffen Tigges,S. Tigges,2026-09-10T17:52:27+02:00 +kicker,frankfurt,Mario Götze,M. Götze,2026-09-10T17:52:30+02:00 +kicker,hamburg,David Møller Wolfe,Wolfe,2026-09-10T17:52:32+02:00 +kickbase,gladbach,Moritz Nicolas,NICOLAS,2026-09-11T10:09:27+02:00 +kicker,gladbach,Moritz Nicolas,Nicolas,2026-09-11T10:09:27+02:00 diff --git a/data/reference/player_name_cross_references.csv b/data/reference/player_name_cross_references.csv index 460fa78..ce814ac 100644 --- a/data/reference/player_name_cross_references.csv +++ b/data/reference/player_name_cross_references.csv @@ -94,3 +94,6 @@ ligainsider,bremen,Eren Sami Dinkçi,22008,Eren Dinkci,2026-09-03T15:08:34+02:00 rotowire,bremen,Salim Amani Musah,47879,Salim Musah,2026-09-03T15:08:37+02:00 rotowire,hamburg,David Møller Wolfe,44313,David Moller Wolfe,2026-09-04T11:08:15+02:00 ligainsider,augsburg,Mert Kömür,27169,Mert Koemuer,2026-09-04T11:08:17+02:00 +ligainsider,union,Frederik Rönnow,7943,Frederik Roennow,2026-09-09T13:43:13+02:00 +rotowire,bremen,Eren Sami Dinkçi,34269,Eren Dinkci,2026-09-09T13:43:16+02:00 +rotowire,schalke,Éric Dina Ebimbe,27879,Eric Junior,2026-09-11T10:09:27+02:00 diff --git a/kbstats_points_odds_lineup_score.py b/kbstats_points_odds_lineup_score.py index 9d9f71d..895acc2 100644 --- a/kbstats_points_odds_lineup_score.py +++ b/kbstats_points_odds_lineup_score.py @@ -43,7 +43,7 @@ load_expected_match_points, load_lineup_source, request_matchday, - resolve_kickbase_display_name, + resolve_name_only_lineup_match, resolve_lineup_source_weights, validate_alternative_starting_chance_decay, ) @@ -254,20 +254,16 @@ def _resolve_lineups( continue if source.key in NAME_ONLY_LINEUP_SOURCE_KEYS: override = name_only_override_by_key.get((source.key, team_key, normalized)) - if override is not None: - chosen = candidates.get(normalize_name(override["displayed_name"])) - resolution[(index, source.key)] = ( - chosen, - "override" if chosen is not None else "missing", - ) - continue - chosen = resolve_kickbase_display_name( + override_displayed_name = None if override is None else override["displayed_name"] + chosen, status = resolve_name_only_lineup_match( candidates, + name, {"firstName": context["first_name"], "lastName": context["last_name"]}, kickbase_name_indexes.get(team_key, {"first": {}, "last": {}}), + override_displayed_name, ) if chosen is not None: - resolution[(index, source.key)] = (chosen, "exact") + resolution[(index, source.key)] = (chosen, status or "exact") continue fuzzy = _fuzzy_candidates(name, candidates) if fuzzy: diff --git a/notebooks/01_fixtures_and_teams/01_sofascore_match_ids.ipynb b/notebooks/01_fixtures_and_teams/01_sofascore_match_ids.ipynb index 93ff233..56f9ffd 100644 --- a/notebooks/01_fixtures_and_teams/01_sofascore_match_ids.ipynb +++ b/notebooks/01_fixtures_and_teams/01_sofascore_match_ids.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "id": "dbea64bd", "metadata": {}, "outputs": [], @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "id": "bc625d69", "metadata": {}, "outputs": [ @@ -99,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "id": "db68f7e5", "metadata": {}, "outputs": [], @@ -125,19 +125,22 @@ "# Set workflow configuration value: OUTPUT_PATH_TEMPLATE.\n", "OUTPUT_PATH_TEMPLATE = \"match_ids_{match_day}.json\"\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = None # Let undetected-chromedriver auto-detect Chrome.\n", "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n", "WAIT_TIMEOUT_SECONDS = 30\n", "\n", "\n", "# Define Extraction Error to keep related behaviour explicit.\n", "class ExtractionError(RuntimeError):\n", - " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"\n" + " \"\"\"Raised when match data cannot be retrieved or validated.\"\"\"\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "id": "a4aecb03", "metadata": {}, "outputs": [], @@ -154,9 +157,7 @@ " try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " )\n", + " driver = uc.Chrome(options=options, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " except Exception as exc:\n", " raise ExtractionError(\n", " f\"Could not start Chrome {CHROME_MAJOR_VERSION}: {exc}\"\n", @@ -200,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "id": "7351b3b7", "metadata": {}, "outputs": [], @@ -332,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "id": "0671debf", "metadata": {}, "outputs": [ @@ -340,76 +341,76 @@ "name": "stdin", "output_type": "stream", "text": [ - "Which Bundesliga Matchday do you want to extract data from? 2\n" + "Which Bundesliga Matchday do you want to extract data from? 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "VfB Stuttgart (2677) vs 1. FC Köln (2671): match ID 16434036\n", - "Bayer 04 Leverkusen (2681) vs 1. FC Union Berlin (2547): match ID 16434042\n", - "Borussia M'gladbach (2527) vs SV 07 Elversberg (2598): match ID 16434028\n", - "SC Paderborn 07 (2561) vs SC Freiburg (2538): match ID 16434024\n", - "SV Werder Bremen (2534) vs RB Leipzig (36360): match ID 16434101\n", - "TSG Hoffenheim (2569) vs Borussia Dortmund (2673): match ID 16434019\n", - "FC Schalke 04 (2530) vs FC Bayern München (2672): match ID 16434032\n", - "Hamburger SV (2676) vs 1. FSV Mainz 05 (2556): match ID 16434030\n", - "Eintracht Frankfurt (2674) vs FC Augsburg (2600): match ID 16434021\n", - "Saved 9 match(es) to C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json.\n" + "1. FC Union Berlin (2547) vs FC Schalke 04 (2530): match ID 16434045\n", + "1. FSV Mainz 05 (2556) vs Eintracht Frankfurt (2674): match ID 16434018\n", + "Borussia Dortmund (2673) vs SC Paderborn 07 (2561): match ID 16434037\n", + "FC Augsburg (2600) vs Bayer 04 Leverkusen (2681): match ID 16434031\n", + "SC Freiburg (2538) vs Borussia M'gladbach (2527): match ID 16434040\n", + "TSG Hoffenheim (2569) vs VfB Stuttgart (2677): match ID 16434035\n", + "1. FC Köln (2671) vs SV Werder Bremen (2534): match ID 16434027\n", + "RB Leipzig (36360) vs Hamburger SV (2676): match ID 16434043\n", + "SV 07 Elversberg (2598) vs FC Bayern München (2672): match ID 16434041\n", + "Saved 9 match(es) to C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json.\n" ] }, { "data": { "text/plain": [ - "[{'home_team': 'VfB Stuttgart',\n", - " 'home_team_id': 2677,\n", - " 'away_team': '1. FC Köln',\n", - " 'away_team_id': 2671,\n", - " 'match_id': 16434036},\n", - " {'home_team': 'Bayer 04 Leverkusen',\n", - " 'home_team_id': 2681,\n", - " 'away_team': '1. FC Union Berlin',\n", - " 'away_team_id': 2547,\n", - " 'match_id': 16434042},\n", - " {'home_team': \"Borussia M'gladbach\",\n", - " 'home_team_id': 2527,\n", - " 'away_team': 'SV 07 Elversberg',\n", - " 'away_team_id': 2598,\n", - " 'match_id': 16434028},\n", - " {'home_team': 'SC Paderborn 07',\n", - " 'home_team_id': 2561,\n", - " 'away_team': 'SC Freiburg',\n", - " 'away_team_id': 2538,\n", - " 'match_id': 16434024},\n", - " {'home_team': 'SV Werder Bremen',\n", - " 'home_team_id': 2534,\n", - " 'away_team': 'RB Leipzig',\n", - " 'away_team_id': 36360,\n", - " 'match_id': 16434101},\n", + "[{'home_team': '1. FC Union Berlin',\n", + " 'home_team_id': 2547,\n", + " 'away_team': 'FC Schalke 04',\n", + " 'away_team_id': 2530,\n", + " 'match_id': 16434045},\n", + " {'home_team': '1. FSV Mainz 05',\n", + " 'home_team_id': 2556,\n", + " 'away_team': 'Eintracht Frankfurt',\n", + " 'away_team_id': 2674,\n", + " 'match_id': 16434018},\n", + " {'home_team': 'Borussia Dortmund',\n", + " 'home_team_id': 2673,\n", + " 'away_team': 'SC Paderborn 07',\n", + " 'away_team_id': 2561,\n", + " 'match_id': 16434037},\n", + " {'home_team': 'FC Augsburg',\n", + " 'home_team_id': 2600,\n", + " 'away_team': 'Bayer 04 Leverkusen',\n", + " 'away_team_id': 2681,\n", + " 'match_id': 16434031},\n", + " {'home_team': 'SC Freiburg',\n", + " 'home_team_id': 2538,\n", + " 'away_team': \"Borussia M'gladbach\",\n", + " 'away_team_id': 2527,\n", + " 'match_id': 16434040},\n", " {'home_team': 'TSG Hoffenheim',\n", " 'home_team_id': 2569,\n", - " 'away_team': 'Borussia Dortmund',\n", - " 'away_team_id': 2673,\n", - " 'match_id': 16434019},\n", - " {'home_team': 'FC Schalke 04',\n", - " 'home_team_id': 2530,\n", + " 'away_team': 'VfB Stuttgart',\n", + " 'away_team_id': 2677,\n", + " 'match_id': 16434035},\n", + " {'home_team': '1. FC Köln',\n", + " 'home_team_id': 2671,\n", + " 'away_team': 'SV Werder Bremen',\n", + " 'away_team_id': 2534,\n", + " 'match_id': 16434027},\n", + " {'home_team': 'RB Leipzig',\n", + " 'home_team_id': 36360,\n", + " 'away_team': 'Hamburger SV',\n", + " 'away_team_id': 2676,\n", + " 'match_id': 16434043},\n", + " {'home_team': 'SV 07 Elversberg',\n", + " 'home_team_id': 2598,\n", " 'away_team': 'FC Bayern München',\n", " 'away_team_id': 2672,\n", - " 'match_id': 16434032},\n", - " {'home_team': 'Hamburger SV',\n", - " 'home_team_id': 2676,\n", - " 'away_team': '1. FSV Mainz 05',\n", - " 'away_team_id': 2556,\n", - " 'match_id': 16434030},\n", - " {'home_team': 'Eintracht Frankfurt',\n", - " 'home_team_id': 2674,\n", - " 'away_team': 'FC Augsburg',\n", - " 'away_team_id': 2600,\n", - " 'match_id': 16434021}]" + " 'match_id': 16434041}]" ] }, - "execution_count": 6, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } diff --git a/notebooks/01_fixtures_and_teams/02_fotmob_match_ids.ipynb b/notebooks/01_fixtures_and_teams/02_fotmob_match_ids.ipynb index f23dfe1..ca222b7 100644 --- a/notebooks/01_fixtures_and_teams/02_fotmob_match_ids.ipynb +++ b/notebooks/01_fixtures_and_teams/02_fotmob_match_ids.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "id": "1668dbd4", "metadata": {}, "outputs": [], @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "id": "imports-constants", "metadata": {}, "outputs": [], @@ -107,7 +107,11 @@ "\n", "# Define Fot Mob Extraction Error to keep related behaviour explicit.\n", "class FotMobExtractionError(RuntimeError):\n", - " \"\"\"Raised when FotMob fixture data cannot be retrieved or validated.\"\"\"\n" + " \"\"\"Raised when FotMob fixture data cannot be retrieved or validated.\"\"\"\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -122,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "id": "input-helper", "metadata": {}, "outputs": [], @@ -157,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "id": "validation-helpers", "metadata": {}, "outputs": [], @@ -363,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "id": "browser-retrieval", "metadata": {}, "outputs": [], @@ -378,8 +382,8 @@ " try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " # Omit version_main so undetected-chromedriver selects the installed Chrome version.\n", - " driver = uc.Chrome()\n", + "\n", + " driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(WAIT_TIMEOUT_SECONDS)\n", " except Exception as exc:\n", " raise FotMobExtractionError(\n", @@ -465,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "id": "output-helper", "metadata": {}, "outputs": [], @@ -504,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "id": "run-extraction", "metadata": {}, "outputs": [ @@ -512,7 +516,7 @@ "name": "stdin", "output_type": "stream", "text": [ - "Enter Bundesliga matchday: 1\n" + "Enter Bundesliga matchday: 3\n" ] }, { @@ -546,75 +550,75 @@ " \n", " \n", " 0\n", - " Bayern München\n", - " 9823\n", - " VfB Stuttgart\n", - " 10269\n", - " 5881143\n", + " Union Berlin\n", + " 8149\n", + " Schalke 04\n", + " 10189\n", + " 5881169\n", " \n", " \n", " 1\n", - " Elversberg\n", - " 8232\n", + " Augsburg\n", + " 8406\n", " Bayer Leverkusen\n", " 8178\n", - " 5881146\n", + " 5881161\n", " \n", " \n", " 2\n", - " 1. FC Köln\n", - " 8722\n", - " Hoffenheim\n", - " 8226\n", - " 5881147\n", - " \n", - " \n", - " 3\n", - " Mainz 05\n", - " 9905\n", + " Borussia Dortmund\n", + " 9789\n", " Paderborn\n", " 8460\n", - " 5881149\n", + " 5881162\n", " \n", " \n", - " 4\n", - " RB Leipzig\n", - " 178475\n", + " 3\n", + " Freiburg\n", + " 8358\n", " Borussia Mönchengladbach\n", " 9788\n", - " 5881150\n", + " 5881165\n", + " \n", + " \n", + " 4\n", + " Hoffenheim\n", + " 8226\n", + " VfB Stuttgart\n", + " 10269\n", + " 5881166\n", " \n", " \n", " 5\n", - " Union Berlin\n", - " 8149\n", + " Mainz 05\n", + " 9905\n", " Eintracht Frankfurt\n", " 9810\n", - " 5881151\n", + " 5881167\n", " \n", " \n", " 6\n", - " Borussia Dortmund\n", - " 9789\n", - " Hamburger SV\n", - " 9790\n", - " 5881145\n", + " 1. FC Köln\n", + " 8722\n", + " Werder Bremen\n", + " 8697\n", + " 5881164\n", " \n", " \n", " 7\n", - " Freiburg\n", - " 8358\n", - " Werder Bremen\n", - " 8697\n", - " 5881148\n", + " RB Leipzig\n", + " 178475\n", + " Hamburger SV\n", + " 9790\n", + " 5881168\n", " \n", " \n", " 8\n", - " Augsburg\n", - " 8406\n", - " Schalke 04\n", - " 10189\n", - " 5881144\n", + " Elversberg\n", + " 8232\n", + " Bayern München\n", + " 9823\n", + " 5881163\n", " \n", " \n", "\n", @@ -622,26 +626,26 @@ ], "text/plain": [ " home_team home_team_id away_team away_team_id \\\n", - "0 Bayern München 9823 VfB Stuttgart 10269 \n", - "1 Elversberg 8232 Bayer Leverkusen 8178 \n", - "2 1. FC Köln 8722 Hoffenheim 8226 \n", - "3 Mainz 05 9905 Paderborn 8460 \n", - "4 RB Leipzig 178475 Borussia Mönchengladbach 9788 \n", - "5 Union Berlin 8149 Eintracht Frankfurt 9810 \n", - "6 Borussia Dortmund 9789 Hamburger SV 9790 \n", - "7 Freiburg 8358 Werder Bremen 8697 \n", - "8 Augsburg 8406 Schalke 04 10189 \n", + "0 Union Berlin 8149 Schalke 04 10189 \n", + "1 Augsburg 8406 Bayer Leverkusen 8178 \n", + "2 Borussia Dortmund 9789 Paderborn 8460 \n", + "3 Freiburg 8358 Borussia Mönchengladbach 9788 \n", + "4 Hoffenheim 8226 VfB Stuttgart 10269 \n", + "5 Mainz 05 9905 Eintracht Frankfurt 9810 \n", + "6 1. FC Köln 8722 Werder Bremen 8697 \n", + "7 RB Leipzig 178475 Hamburger SV 9790 \n", + "8 Elversberg 8232 Bayern München 9823 \n", "\n", " match_id \n", - "0 5881143 \n", - "1 5881146 \n", - "2 5881147 \n", - "3 5881149 \n", - "4 5881150 \n", - "5 5881151 \n", - "6 5881145 \n", - "7 5881148 \n", - "8 5881144 " + "0 5881169 \n", + "1 5881161 \n", + "2 5881162 \n", + "3 5881165 \n", + "4 5881166 \n", + "5 5881167 \n", + "6 5881164 \n", + "7 5881168 \n", + "8 5881163 " ] }, "metadata": {}, @@ -651,11 +655,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga matchday: 1\n", - "FotMob fixtures round parameter: 0\n", - "API matchday: 1\n", + "Bundesliga matchday: 3\n", + "FotMob fixtures round parameter: 2\n", + "API matchday: 3\n", "Matches retrieved: 9\n", - "Output saved to: C:\\kickbase project\\outputs\\fotmob\\match_ids\\match_ids_1_fotmob.json\n" + "Output saved to: C:\\kickbase project\\outputs\\fotmob\\match_ids\\match_ids_3_fotmob.json\n" ] } ], diff --git a/notebooks/02_odds/01_sofascore_match_odds.ipynb b/notebooks/02_odds/01_sofascore_match_odds.ipynb index 73a310d..13022b5 100644 --- a/notebooks/02_odds/01_sofascore_match_odds.ipynb +++ b/notebooks/02_odds/01_sofascore_match_odds.ipynb @@ -84,7 +84,11 @@ " raise ImportError(\n", " \"Browser dependencies are missing. Install them in this Jupyter kernel with \"\n", " \"'%pip install undetected-chromedriver selenium', then restart the kernel.\"\n", - " ) from exc\n" + " ) from exc\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -97,7 +101,7 @@ "name": "stdin", "output_type": "stream", "text": [ - "Find odds for matchday: (insert number 1-38) 2\n" + "Find odds for matchday: (insert number 1-38) 3\n" ] } ], @@ -106,7 +110,6 @@ "matchday = int(input(\"Find odds for matchday: (insert number 1-38)\")) # Change this value to process another Bundesliga matchday.\n", "\n", "# Notebook constants\n", - "CHROME_MAJOR_VERSION = None # Let undetected-chromedriver auto-detect Chrome.\n", "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n", "PAGE_LOAD_TIMEOUT_SECONDS = 30\n", "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n", @@ -128,8 +131,8 @@ "output_type": "stream", "text": [ "Project root: C:\\kickbase project\n", - "Input file: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json\n", - "Output file: C:\\kickbase project\\outputs\\sofascore\\odds\\matchday_2_odds.json\n" + "Input file: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json\n", + "Output file: C:\\kickbase project\\outputs\\sofascore\\odds\\matchday_3_odds.json\n" ] } ], @@ -292,27 +295,10 @@ "metadata": {}, "outputs": [ { - "ename": "RuntimeError", - "evalue": "Could not initialize undetected Chrome. Confirm that a compatible Chrome installation is available. Original error: Message: session not created: cannot connect to chrome at 127.0.0.1:50383\nfrom session not created: This version of ChromeDriver only supports Chrome version 150\nCurrent browser version is 152.0.7977.75; For documentation on this error, please visit: https://www.selenium.dev/documentation/webdriver/troubleshooting/errors#sessionnotcreatedexception\nStacktrace:\n\tundetected_chromedriver!GetHandleVerifier [0x7f5843+10883]\n\tundetected_chromedriver!GetHandleVerifier [0x7f5884+108c4]\n\tundetected_chromedriver!(No symbol) [0x5f90e0]\n\tundetected_chromedriver!(No symbol) [0x635a62]\n\tundetected_chromedriver!(No symbol) [0x634a8c]\n\tundetected_chromedriver!(No symbol) [0x62ace5]\n\tundetected_chromedriver!(No symbol) [0x62ab06]\n\tundetected_chromedriver!(No symbol) [0x6716ef]\n\tundetected_chromedriver!(No symbol) [0x670f07]\n\tundetected_chromedriver!(No symbol) [0x665406]\n\tundetected_chromedriver!(No symbol) [0x638659]\n\tundetected_chromedriver!(No symbol) [0x639424]\n\tundetected_chromedriver!GetHandleVerifier [0xa8ced6+2a7f16]\n\tundetected_chromedriver!GetHandleVerifier [0xa8847b+2a34bb]\n\tundetected_chromedriver!GetHandleVerifier [0xaa94eb+2c452b]\n\tundetected_chromedriver!GetHandleVerifier [0x80f566+2a5a6]\n\tundetected_chromedriver!GetHandleVerifier [0x81620d+3124d]\n\tundetected_chromedriver!GetHandleVerifier [0x7fe318+19358]\n\tundetected_chromedriver!GetHandleVerifier [0x7fe4c5+19505]\n\tundetected_chromedriver!GetHandleVerifier [0x7e70af+20ef]\n\tKERNEL32!BaseThreadInitThunk [0x77145d49+19]\n\tntdll!RtlInitializeExceptionChain [0x779de12b+6b]\n\tntdll!RtlGetAppContainerNamedObjectPath [0x779de0b1+231]\n", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mSessionNotCreatedException\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 20\u001b[39m\n\u001b[32m 18\u001b[39m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[32m 19\u001b[39m driver = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m20\u001b[39m raise RuntimeError(\n\u001b[32m 21\u001b[39m \u001b[33m\"Could not initialize undetected Chrome. Confirm that a Chrome \"\u001b[39m\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\undetected_chromedriver\\__init__.py:466\u001b[39m, in \u001b[36mChrome.__init__\u001b[39m\u001b[34m(self, options, user_data_dir, driver_executable_path, browser_executable_path, port, enable_cdp_events, desired_capabilities, advanced_elements, keep_alive, log_level, headless, version_main, patcher_force_close, suppress_welcome, use_subprocess, debug, no_sandbox, user_multi_procs, **kw)\u001b[39m\n\u001b[32m 462\u001b[39m service = selenium.webdriver.chromium.service.ChromiumService(\n\u001b[32m 463\u001b[39m \u001b[38;5;28mself\u001b[39m.patcher.executable_path\n\u001b[32m 464\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m466\u001b[39m \u001b[30;43msuper\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mChrome\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43mself\u001b[39;49m\u001b[30;43m)\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m__init__\u001b[39;49m\u001b[30;43m(\u001b[39;49m\n\u001b[32m 467\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mservice\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mservice\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 468\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43moptions\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43moptions\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 469\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mkeep_alive\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mkeep_alive\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 470\u001b[39m \u001b[30;43m\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 472\u001b[39m \u001b[38;5;28mself\u001b[39m.reactor = \u001b[38;5;28;01mNone\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\chrome\\webdriver.py:45\u001b[39m, in \u001b[36mWebDriver.__init__\u001b[39m\u001b[34m(self, options, service, keep_alive)\u001b[39m\n\u001b[32m 43\u001b[39m options = options \u001b[38;5;28;01mif\u001b[39;00m options \u001b[38;5;28;01melse\u001b[39;00m Options()\n\u001b[32m---> \u001b[39m\u001b[32m45\u001b[39m \u001b[30;43msuper\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43m)\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m__init__\u001b[39;49m\u001b[30;43m(\u001b[39;49m\n\u001b[32m 46\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mbrowser_name\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mDesiredCapabilities\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mCHROME\u001b[39;49m\u001b[30;43m[\u001b[39;49m\u001b[30;43m\"\u001b[39;49m\u001b[30;43mbrowserName\u001b[39;49m\u001b[30;43m\"\u001b[39;49m\u001b[30;43m]\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 47\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mvendor_prefix\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43m\"\u001b[39;49m\u001b[30;43mgoog\u001b[39;49m\u001b[30;43m\"\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 48\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43moptions\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43moptions\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 49\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mservice\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mservice\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 50\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mkeep_alive\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mkeep_alive\u001b[39;49m\u001b[30;43m,\u001b[39;49m\n\u001b[32m 51\u001b[39m \u001b[30;43m\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\chromium\\webdriver.py:66\u001b[39m, in \u001b[36mChromiumDriver.__init__\u001b[39m\u001b[34m(self, browser_name, vendor_prefix, options, service, keep_alive)\u001b[39m\n\u001b[32m 65\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m---> \u001b[39m\u001b[32m66\u001b[39m \u001b[30;43msuper\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43m)\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m__init__\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mcommand_executor\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mexecutor\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43moptions\u001b[39;49m\u001b[30;43m=\u001b[39;49m\u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43moptions\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 67\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\common\\webdriver.py:25\u001b[39m, in \u001b[36mLocalWebDriver.__init__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 24\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, *args, **kwargs):\n\u001b[32m---> \u001b[39m\u001b[32m25\u001b[39m \u001b[30;43msuper\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43m)\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43m__init__\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43m*\u001b[39;49m\u001b[30;43margs\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43m*\u001b[39;49m\u001b[30;43m*\u001b[39;49m\u001b[30;43mkwargs\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 26\u001b[39m \u001b[38;5;28mself\u001b[39m._is_remote = \u001b[38;5;28;01mFalse\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py:300\u001b[39m, in \u001b[36mWebDriver.__init__\u001b[39m\u001b[34m(self, command_executor, keep_alive, file_detector, options, locator_converter, web_element_cls, client_config)\u001b[39m\n\u001b[32m 299\u001b[39m \u001b[38;5;28mself\u001b[39m.start_client()\n\u001b[32m--> \u001b[39m\u001b[32m300\u001b[39m \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mstart_session\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mcapabilities\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 301\u001b[39m \u001b[38;5;28mself\u001b[39m._fedcm = FedCM(\u001b[38;5;28mself\u001b[39m)\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\undetected_chromedriver\\__init__.py:724\u001b[39m, in \u001b[36mChrome.start_session\u001b[39m\u001b[34m(self, capabilities, browser_profile)\u001b[39m\n\u001b[32m 723\u001b[39m capabilities = \u001b[38;5;28mself\u001b[39m.options.to_capabilities()\n\u001b[32m--> \u001b[39m\u001b[32m724\u001b[39m \u001b[30;43msuper\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mselenium\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mwebdriver\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mchrome\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mwebdriver\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mWebDriver\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43mself\u001b[39;49m\u001b[30;43m)\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mstart_session\u001b[39;49m\u001b[30;43m(\u001b[39;49m\n\u001b[32m 725\u001b[39m \u001b[30;43m \u001b[39;49m\u001b[30;43mcapabilities\u001b[39;49m\n\u001b[32m 726\u001b[39m \u001b[30;43m\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py:396\u001b[39m, in \u001b[36mWebDriver.start_session\u001b[39m\u001b[34m(self, capabilities)\u001b[39m\n\u001b[32m 395\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m396\u001b[39m response = \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mexecute\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mCommand\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mNEW_SESSION\u001b[39;49m\u001b[30;43m,\u001b[39;49m\u001b[30;43m \u001b[39;49m\u001b[30;43mcaps\u001b[39;49m\u001b[30;43m)\u001b[39;49m[\u001b[33m\"\u001b[39m\u001b[33mvalue\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 397\u001b[39m \u001b[38;5;28mself\u001b[39m.session_id = response.get(\u001b[33m\"\u001b[39m\u001b[33msessionId\u001b[39m\u001b[33m\"\u001b[39m)\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py:492\u001b[39m, in \u001b[36mWebDriver.execute\u001b[39m\u001b[34m(self, driver_command, params)\u001b[39m\n\u001b[32m 491\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m response:\n\u001b[32m--> \u001b[39m\u001b[32m492\u001b[39m \u001b[30;43mself\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43merror_handler\u001b[39;49m\u001b[30;43m.\u001b[39;49m\u001b[30;43mcheck_response\u001b[39;49m\u001b[30;43m(\u001b[39;49m\u001b[30;43mresponse\u001b[39;49m\u001b[30;43m)\u001b[39;49m\n\u001b[32m 493\u001b[39m response[\u001b[33m\"\u001b[39m\u001b[33mvalue\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[38;5;28mself\u001b[39m._unwrap_value(response.get(\u001b[33m\"\u001b[39m\u001b[33mvalue\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n", - "\u001b[36mFile \u001b[39m\u001b[32mC:\\kickbase project\\.venv\\Lib\\site-packages\\selenium\\webdriver\\remote\\errorhandler.py:232\u001b[39m, in \u001b[36mErrorHandler.check_response\u001b[39m\u001b[34m(self, response)\u001b[39m\n\u001b[32m 231\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m exception_class(message, screen, stacktrace, alert_text)\n\u001b[32m--> \u001b[39m\u001b[32m232\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m exception_class(message, screen, stacktrace)\n", - "\u001b[31mSessionNotCreatedException\u001b[39m: Message: session not created: cannot connect to chrome at 127.0.0.1:50383\nfrom session not created: This version of ChromeDriver only supports Chrome version 150\nCurrent browser version is 152.0.7977.75; For documentation on this error, please visit: https://www.selenium.dev/documentation/webdriver/troubleshooting/errors#sessionnotcreatedexception\nStacktrace:\n\tundetected_chromedriver!GetHandleVerifier [0x7f5843+10883]\n\tundetected_chromedriver!GetHandleVerifier [0x7f5884+108c4]\n\tundetected_chromedriver!(No symbol) [0x5f90e0]\n\tundetected_chromedriver!(No symbol) [0x635a62]\n\tundetected_chromedriver!(No symbol) [0x634a8c]\n\tundetected_chromedriver!(No symbol) [0x62ace5]\n\tundetected_chromedriver!(No symbol) [0x62ab06]\n\tundetected_chromedriver!(No symbol) [0x6716ef]\n\tundetected_chromedriver!(No symbol) [0x670f07]\n\tundetected_chromedriver!(No symbol) [0x665406]\n\tundetected_chromedriver!(No symbol) [0x638659]\n\tundetected_chromedriver!(No symbol) [0x639424]\n\tundetected_chromedriver!GetHandleVerifier [0xa8ced6+2a7f16]\n\tundetected_chromedriver!GetHandleVerifier [0xa8847b+2a34bb]\n\tundetected_chromedriver!GetHandleVerifier [0xaa94eb+2c452b]\n\tundetected_chromedriver!GetHandleVerifier [0x80f566+2a5a6]\n\tundetected_chromedriver!GetHandleVerifier [0x81620d+3124d]\n\tundetected_chromedriver!GetHandleVerifier [0x7fe318+19358]\n\tundetected_chromedriver!GetHandleVerifier [0x7fe4c5+19505]\n\tundetected_chromedriver!GetHandleVerifier [0x7e70af+20ef]\n\tKERNEL32!BaseThreadInitThunk [0x77145d49+19]\n\tntdll!RtlInitializeExceptionChain [0x779de12b+6b]\n\tntdll!RtlGetAppContainerNamedObjectPath [0x779de0b1+231]\n", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[31mRuntimeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 20\u001b[39m\n\u001b[32m 16\u001b[39m driver.quit()\n\u001b[32m 17\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m Exception:\n\u001b[32m 18\u001b[39m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[32m 19\u001b[39m driver = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m20\u001b[39m raise RuntimeError(\n\u001b[32m 21\u001b[39m \u001b[33m\"Could not initialize undetected Chrome. Confirm that a Chrome \"\u001b[39m\n\u001b[32m 22\u001b[39m f\"150-compatible installation is available. Original error: {exc}\"\n\u001b[32m 23\u001b[39m ) \u001b[38;5;28;01mfrom\u001b[39;00m exc\n", - "\u001b[31mRuntimeError\u001b[39m: Could not initialize undetected Chrome. Confirm that a compatible Chrome installation is available. Original error: Message: session not created: cannot connect to chrome at 127.0.0.1:50383\nfrom session not created: This version of ChromeDriver only supports Chrome version 150\nCurrent browser version is 152.0.7977.75; For documentation on this error, please visit: https://www.selenium.dev/documentation/webdriver/troubleshooting/errors#sessionnotcreatedexception\nStacktrace:\n\tundetected_chromedriver!GetHandleVerifier [0x7f5843+10883]\n\tundetected_chromedriver!GetHandleVerifier [0x7f5884+108c4]\n\tundetected_chromedriver!(No symbol) [0x5f90e0]\n\tundetected_chromedriver!(No symbol) [0x635a62]\n\tundetected_chromedriver!(No symbol) [0x634a8c]\n\tundetected_chromedriver!(No symbol) [0x62ace5]\n\tundetected_chromedriver!(No symbol) [0x62ab06]\n\tundetected_chromedriver!(No symbol) [0x6716ef]\n\tundetected_chromedriver!(No symbol) [0x670f07]\n\tundetected_chromedriver!(No symbol) [0x665406]\n\tundetected_chromedriver!(No symbol) [0x638659]\n\tundetected_chromedriver!(No symbol) [0x639424]\n\tundetected_chromedriver!GetHandleVerifier [0xa8ced6+2a7f16]\n\tundetected_chromedriver!GetHandleVerifier [0xa8847b+2a34bb]\n\tundetected_chromedriver!GetHandleVerifier [0xaa94eb+2c452b]\n\tundetected_chromedriver!GetHandleVerifier [0x80f566+2a5a6]\n\tundetected_chromedriver!GetHandleVerifier [0x81620d+3124d]\n\tundetected_chromedriver!GetHandleVerifier [0x7fe318+19358]\n\tundetected_chromedriver!GetHandleVerifier [0x7fe4c5+19505]\n\tundetected_chromedriver!GetHandleVerifier [0x7e70af+20ef]\n\tKERNEL32!BaseThreadInitThunk [0x77145d49+19]\n\tntdll!RtlInitializeExceptionChain [0x779de12b+6b]\n\tntdll!RtlGetAppContainerNamedObjectPath [0x779de0b1+231]\n" + "name": "stdout", + "output_type": "stream", + "text": [ + "Undetected Chrome 152 initialized.\n" ] } ], @@ -321,11 +307,7 @@ "driver = None\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " ", - " use_subprocess=True,\n", - " )\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", " driver.execute_cdp_cmd(\"Network.enable\", {})\n", "except Exception as exc:\n", @@ -346,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "e3990f47", "metadata": {}, "outputs": [], @@ -406,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "71d5e531", "metadata": {}, "outputs": [], @@ -512,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "bf6039fe", "metadata": {}, "outputs": [], @@ -613,10 +595,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "147da623", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/9] 1. FC Union Berlin vs FC Schalke 04 (match_id=16434045)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[2/9] 1. FSV Mainz 05 vs Eintracht Frankfurt (match_id=16434018)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[3/9] Borussia Dortmund vs SC Paderborn 07 (match_id=16434037)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[4/9] FC Augsburg vs Bayer 04 Leverkusen (match_id=16434031)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[5/9] SC Freiburg vs Borussia M'gladbach (match_id=16434040)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[6/9] TSG Hoffenheim vs VfB Stuttgart (match_id=16434035)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[7/9] 1. FC Köln vs SV Werder Bremen (match_id=16434027)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[8/9] RB Leipzig vs Hamburger SV (match_id=16434043)\n", + " Extracted 1 source/bookmaker record(s).\n", + "[9/9] SV 07 Elversberg vs FC Bayern München (match_id=16434041)\n", + " Extracted 1 source/bookmaker record(s).\n", + "Processing complete.\n" + ] + } + ], "source": [ "# Process every match independently so one failure does not stop the matchday.\n", "results: list[dict[str, Any]] = []\n", @@ -668,10 +676,105 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "d2a24aae", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'match_id': 16434045,\n", + " 'home_team': '1. FC Union Berlin',\n", + " 'away_team': 'FC Schalke 04',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116461,\n", + " 'home_win': 2.45,\n", + " 'draw': 3.5,\n", + " 'away_win': 2.8}],\n", + " 'issues': []},\n", + " {'match_id': 16434018,\n", + " 'home_team': '1. FSV Mainz 05',\n", + " 'away_team': 'Eintracht Frankfurt',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116478,\n", + " 'home_win': 1.95,\n", + " 'draw': 4.0,\n", + " 'away_win': 3.4}],\n", + " 'issues': []},\n", + " {'match_id': 16434037,\n", + " 'home_team': 'Borussia Dortmund',\n", + " 'away_team': 'SC Paderborn 07',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116470,\n", + " 'home_win': 1.25,\n", + " 'draw': 6.5,\n", + " 'away_win': 10.0}],\n", + " 'issues': []},\n", + " {'match_id': 16434031,\n", + " 'home_team': 'FC Augsburg',\n", + " 'away_team': 'Bayer 04 Leverkusen',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116467,\n", + " 'home_win': 4.1,\n", + " 'draw': 4.1,\n", + " 'away_win': 1.8}],\n", + " 'issues': []},\n", + " {'match_id': 16434040,\n", + " 'home_team': 'SC Freiburg',\n", + " 'away_team': \"Borussia M'gladbach\",\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116473,\n", + " 'home_win': 1.67,\n", + " 'draw': 4.3333,\n", + " 'away_win': 4.5}],\n", + " 'issues': []},\n", + " {'match_id': 16434035,\n", + " 'home_team': 'TSG Hoffenheim',\n", + " 'away_team': 'VfB Stuttgart',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116475,\n", + " 'home_win': 2.35,\n", + " 'draw': 4.0,\n", + " 'away_win': 2.63}],\n", + " 'issues': []},\n", + " {'match_id': 16434027,\n", + " 'home_team': '1. FC Köln',\n", + " 'away_team': 'SV Werder Bremen',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116484,\n", + " 'home_win': 2.05,\n", + " 'draw': 3.8,\n", + " 'away_win': 3.3}],\n", + " 'issues': []},\n", + " {'match_id': 16434043,\n", + " 'home_team': 'RB Leipzig',\n", + " 'away_team': 'Hamburger SV',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116489,\n", + " 'home_win': 1.36,\n", + " 'draw': 5.0,\n", + " 'away_win': 8.0}],\n", + " 'issues': []},\n", + " {'match_id': 16434041,\n", + " 'home_team': 'SV 07 Elversberg',\n", + " 'away_team': 'FC Bayern München',\n", + " 'bookmakers': [{'bookmaker': None,\n", + " 'bookmaker_source_id': 200116498,\n", + " 'home_win': 13.0,\n", + " 'draw': 9.0,\n", + " 'away_win': 1.17}],\n", + " 'issues': []}]\n", + "\n", + "Summary\n", + " Total input matches: 9\n", + " Matches with odds: 9\n", + " Matches without odds: 0\n", + " Matches with issues: 0\n", + " Source/bookmaker records: 9\n" + ] + } + ], "source": [ "# Inspect the collected result and a concise summary.\n", "pprint(results, sort_dicts=False)\n", @@ -691,10 +794,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "bee4597d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved 9 match result(s) to C:\\kickbase project\\outputs\\sofascore\\odds\\matchday_3_odds.json.\n" + ] + } + ], "source": [ "# Save matchday_{matchday}_odds.json as readable UTF-8 JSON.\n", "try:\n", @@ -710,10 +821,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "5ec141fc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chrome driver closed.\n" + ] + } + ], "source": [ "# Close the Chrome driver after saving the results.\n", "if driver is not None:\n", diff --git a/notebooks/02_odds/02_fotmob_match_odds.ipynb b/notebooks/02_odds/02_fotmob_match_odds.ipynb index 98ebfec..4d03920 100644 --- a/notebooks/02_odds/02_fotmob_match_odds.ipynb +++ b/notebooks/02_odds/02_fotmob_match_odds.ipynb @@ -115,7 +115,11 @@ "ENDPOINT_TEMPLATE = (\n", " \"https://www.fotmob.com/api/data/matchOdds\"\n", " \"?matchId={match_id}&ccode3=DEU&bettingProvider=Tipico_Germany\"\n", - ")\n" + ")\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -138,7 +142,7 @@ "name": "stdin", "output_type": "stream", "text": [ - "Enter Bundesliga matchday: 2\n" + "Enter Bundesliga matchday: 3\n" ] }, { @@ -146,8 +150,8 @@ "output_type": "stream", "text": [ "Project root: C:\\kickbase project\n", - "Input file: C:\\kickbase project\\outputs\\fotmob\\match_ids\\match_ids_2_fotmob.json\n", - "Output file: C:\\kickbase project\\outputs\\fotmob\\odds\\matchday_2_odds_fotmob.json\n" + "Input file: C:\\kickbase project\\outputs\\fotmob\\match_ids\\match_ids_3_fotmob.json\n", + "Output file: C:\\kickbase project\\outputs\\fotmob\\odds\\matchday_3_odds_fotmob.json\n" ] } ], @@ -746,23 +750,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "[1/9] VfB Stuttgart vs 1. FC Köln (match_id=5881159)\n", + "[1/9] Union Berlin vs Schalke 04 (match_id=5881169)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[2/9] Bayer Leverkusen vs Union Berlin (match_id=5881152)\n", + "[2/9] Augsburg vs Bayer Leverkusen (match_id=5881161)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[3/9] Borussia Mönchengladbach vs Elversberg (match_id=5881153)\n", + "[3/9] Borussia Dortmund vs Paderborn (match_id=5881162)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[4/9] Hoffenheim vs Borussia Dortmund (match_id=5881156)\n", + "[4/9] Freiburg vs Borussia Mönchengladbach (match_id=5881165)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[5/9] Paderborn vs Freiburg (match_id=5881157)\n", + "[5/9] Hoffenheim vs VfB Stuttgart (match_id=5881166)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[6/9] Werder Bremen vs RB Leipzig (match_id=5881160)\n", + "[6/9] Mainz 05 vs Eintracht Frankfurt (match_id=5881167)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[7/9] Schalke 04 vs Bayern München (match_id=5881158)\n", + "[7/9] 1. FC Köln vs Werder Bremen (match_id=5881164)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[8/9] Hamburger SV vs Mainz 05 (match_id=5881155)\n", + "[8/9] RB Leipzig vs Hamburger SV (match_id=5881168)\n", " Extracted Tipico full-time 1X2 odds.\n", - "[9/9] Eintracht Frankfurt vs Augsburg (match_id=5881154)\n", + "[9/9] Elversberg vs Bayern München (match_id=5881163)\n", " Extracted Tipico full-time 1X2 odds.\n", "Chrome driver closed.\n", "Processing complete.\n" @@ -783,8 +787,8 @@ "try:\n", " # Handle expected failures with a clear, actionable message.\n", " try:\n", - " # Omit version_main so undetected-chromedriver downloads a driver compatible with the installed Chrome.\n", - " driver = uc.Chrome(options=options, use_subprocess=True)\n", + "\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", " driver.execute_cdp_cmd(\"Network.enable\", {})\n", " except Exception as exc:\n", @@ -865,96 +869,96 @@ "name": "stdout", "output_type": "stream", "text": [ - "[{'match_id': 5881159,\n", - " 'home_team': 'VfB Stuttgart',\n", - " 'away_team': '1. FC Köln',\n", + "[{'match_id': 5881169,\n", + " 'home_team': 'Union Berlin',\n", + " 'away_team': 'Schalke 04',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 1.47,\n", - " 'draw': 5.2,\n", - " 'away_win': 5.7}],\n", + " 'home_win': 2.4,\n", + " 'draw': 3.4,\n", + " 'away_win': 2.9}],\n", " 'issues': []},\n", - " {'match_id': 5881152,\n", - " 'home_team': 'Bayer Leverkusen',\n", - " 'away_team': 'Union Berlin',\n", + " {'match_id': 5881161,\n", + " 'home_team': 'Augsburg',\n", + " 'away_team': 'Bayer Leverkusen',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 1.42,\n", - " 'draw': 5.2,\n", - " 'away_win': 6.2}],\n", + " 'home_win': 4.1,\n", + " 'draw': 4.2,\n", + " 'away_win': 1.75}],\n", " 'issues': []},\n", - " {'match_id': 5881153,\n", - " 'home_team': 'Borussia Mönchengladbach',\n", - " 'away_team': 'Elversberg',\n", + " {'match_id': 5881162,\n", + " 'home_team': 'Borussia Dortmund',\n", + " 'away_team': 'Paderborn',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 1.8,\n", - " 'draw': 4.0,\n", - " 'away_win': 4.0}],\n", + " 'home_win': 1.22,\n", + " 'draw': 7.2,\n", + " 'away_win': 10.5}],\n", " 'issues': []},\n", - " {'match_id': 5881156,\n", - " 'home_team': 'Hoffenheim',\n", - " 'away_team': 'Borussia Dortmund',\n", + " {'match_id': 5881165,\n", + " 'home_team': 'Freiburg',\n", + " 'away_team': 'Borussia Mönchengladbach',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 3.0,\n", - " 'draw': 3.8,\n", - " 'away_win': 2.2}],\n", + " 'home_win': 1.65,\n", + " 'draw': 4.3,\n", + " 'away_win': 4.6}],\n", " 'issues': []},\n", - " {'match_id': 5881157,\n", - " 'home_team': 'Paderborn',\n", - " 'away_team': 'Freiburg',\n", + " {'match_id': 5881166,\n", + " 'home_team': 'Hoffenheim',\n", + " 'away_team': 'VfB Stuttgart',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 3.6,\n", - " 'draw': 3.6,\n", - " 'away_win': 2.0}],\n", + " 'home_win': 2.35,\n", + " 'draw': 4.2,\n", + " 'away_win': 2.55}],\n", " 'issues': []},\n", - " {'match_id': 5881160,\n", - " 'home_team': 'Werder Bremen',\n", - " 'away_team': 'RB Leipzig',\n", + " {'match_id': 5881167,\n", + " 'home_team': 'Mainz 05',\n", + " 'away_team': 'Eintracht Frankfurt',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 4.0,\n", + " 'home_win': 1.9,\n", " 'draw': 4.0,\n", - " 'away_win': 1.8}],\n", + " 'away_win': 3.6}],\n", " 'issues': []},\n", - " {'match_id': 5881158,\n", - " 'home_team': 'Schalke 04',\n", - " 'away_team': 'Bayern München',\n", + " {'match_id': 5881164,\n", + " 'home_team': '1. FC Köln',\n", + " 'away_team': 'Werder Bremen',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 16.0,\n", - " 'draw': 8.5,\n", - " 'away_win': 1.15}],\n", + " 'home_win': 2.05,\n", + " 'draw': 3.8,\n", + " 'away_win': 3.3}],\n", " 'issues': []},\n", - " {'match_id': 5881155,\n", - " 'home_team': 'Hamburger SV',\n", - " 'away_team': 'Mainz 05',\n", + " {'match_id': 5881168,\n", + " 'home_team': 'RB Leipzig',\n", + " 'away_team': 'Hamburger SV',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 2.9,\n", - " 'draw': 3.4,\n", - " 'away_win': 2.4}],\n", + " 'home_win': 1.4,\n", + " 'draw': 5.2,\n", + " 'away_win': 6.7}],\n", " 'issues': []},\n", - " {'match_id': 5881154,\n", - " 'home_team': 'Eintracht Frankfurt',\n", - " 'away_team': 'Augsburg',\n", + " {'match_id': 5881163,\n", + " 'home_team': 'Elversberg',\n", + " 'away_team': 'Bayern München',\n", " 'bookmakers': [{'bookmaker': 'Tipico',\n", " 'bookmaker_source_id': 171,\n", - " 'home_win': 1.95,\n", - " 'draw': 4.0,\n", - " 'away_win': 3.5}],\n", + " 'home_win': 13.0,\n", + " 'draw': 8.5,\n", + " 'away_win': 1.17}],\n", " 'issues': []}]\n", "\n", "Summary\n", - " Bundesliga matchday: 2\n", + " Bundesliga matchday: 3\n", " Total input matches: 9\n", " Matches with Tipico odds: 9\n", " Matches without odds: 0\n", " Matches with issues: 0\n", " Tipico bookmaker records: 9\n", - "Saved 9 match result(s) to C:\\kickbase project\\outputs\\fotmob\\odds\\matchday_2_odds_fotmob.json.\n" + "Saved 9 match result(s) to C:\\kickbase project\\outputs\\fotmob\\odds\\matchday_3_odds_fotmob.json.\n" ] } ], diff --git a/notebooks/03_team_data/01_sofascore_recent_form.ipynb b/notebooks/03_team_data/01_sofascore_recent_form.ipynb index 69ef2f2..e5ef978 100644 --- a/notebooks/03_team_data/01_sofascore_recent_form.ipynb +++ b/notebooks/03_team_data/01_sofascore_recent_form.ipynb @@ -90,7 +90,11 @@ " \"Required packages are missing. Install undetected-chromedriver, \"\n", " \"selenium, beautifulsoup4, and pandas in this Jupyter kernel, \"\n", " \"then restart the kernel.\"\n", - " ) from exc\n" + " ) from exc\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -103,15 +107,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Execution timestamp: 2026-09-04T10:43:32.643242+02:00\n", + "Execution timestamp: 2026-09-11T09:39:44.057729+02:00\n", "Team input file: C:\\kickbase project\\outputs\\sofascore\\reference\\bundesliga_teams.json\n", - "Snapshot output file: C:\\kickbase project\\outputs\\sofascore\\team_form\\team_form_2026-09-04_10-43-32_643242+0200.json\n" + "Snapshot output file: C:\\kickbase project\\outputs\\sofascore\\team_form\\team_form_2026-09-11_09-39-44_057729+0200.json\n" ] } ], "source": [ "# 2. Parameters, Paths, and Snapshot Key\n", - "CHROME_MAJOR_VERSION = None # Let undetected-chromedriver auto-detect Chrome.\n", "# Set workflow configuration value: HEADLESS.\n", "HEADLESS = False\n", "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n", @@ -230,7 +233,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "One reusable undetected Chrome instance is ready (major version None, headless=False).\n" + "One reusable undetected Chrome instance is ready (major version 152, headless=False).\n" ] } ], @@ -246,10 +249,7 @@ "driver = None\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome(\n", - " options=options,\n", - " use_subprocess=True,\n", - " )\n", + " driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", "except Exception as exc:\n", " if driver is not None:\n", @@ -606,7 +606,7 @@ "[8/18] SC Paderborn 07 (team_id=2561)\n", " Loading page 0: https://www.sofascore.com/api/v1/team/2561/events/last/0\n", " Reached MAX_PAGES=1 for SC Paderborn 07.\n", - " Warning: SC Paderborn 07 has only 3 valid Bundesliga match(es); expected 5.\n", + " Warning: SC Paderborn 07 has only 4 valid Bundesliga match(es); expected 5.\n", "[9/18] RB Leipzig (team_id=36360)\n", " Loading page 0: https://www.sofascore.com/api/v1/team/36360/events/last/0\n", "[10/18] Borussia M'gladbach (team_id=2527)\n", @@ -614,7 +614,7 @@ "[11/18] SV 07 Elversberg (team_id=2598)\n", " Loading page 0: https://www.sofascore.com/api/v1/team/2598/events/last/0\n", " Reached MAX_PAGES=1 for SV 07 Elversberg.\n", - " Warning: SV 07 Elversberg has only 1 valid Bundesliga match(es); expected 5.\n", + " Warning: SV 07 Elversberg has only 2 valid Bundesliga match(es); expected 5.\n", "[12/18] Bayer 04 Leverkusen (team_id=2681)\n", " Loading page 0: https://www.sofascore.com/api/v1/team/2681/events/last/0\n", "[13/18] Borussia Dortmund (team_id=2673)\n", @@ -630,7 +630,7 @@ "[18/18] FC Schalke 04 (team_id=2530)\n", " Loading page 0: https://www.sofascore.com/api/v1/team/2530/events/last/0\n", " Reached MAX_PAGES=1 for FC Schalke 04.\n", - " Warning: FC Schalke 04 has only 1 valid Bundesliga match(es); expected 5.\n", + " Warning: FC Schalke 04 has only 2 valid Bundesliga match(es); expected 5.\n", "Finished processing all teams.\n" ] } @@ -703,126 +703,126 @@ " 0\n", " 2672\n", " FC Bayern München\n", - " WWWWW\n", + " WWWDW\n", " 5\n", - " WDWWW\n", + " DWWWD\n", " 5\n", " \n", " \n", " 1\n", " 2677\n", " VfB Stuttgart\n", - " DWLWL\n", + " LWLWW\n", " 5\n", - " DDWDL\n", + " DWDLW\n", " 5\n", " \n", " \n", " 2\n", " 2671\n", " 1. FC Köln\n", - " WDWWW\n", + " DWWWL\n", " 5\n", - " LDLLW\n", + " DLLWL\n", " 5\n", " \n", " \n", " 3\n", " 2569\n", " TSG Hoffenheim\n", - " LLDWL\n", + " LDWLL\n", " 5\n", - " WDWLL\n", + " DWLLL\n", " 5\n", " \n", " \n", " 4\n", " 2547\n", " 1. FC Union Berlin\n", - " DWLWD\n", + " WLWDL\n", " 5\n", - " LDWWD\n", + " DWWDL\n", " 5\n", " \n", " \n", " 5\n", " 2674\n", " Eintracht Frankfurt\n", - " WWLWD\n", + " WLWDL\n", " 5\n", - " DLLDD\n", + " LLDDL\n", " 5\n", " \n", " \n", " 6\n", " 2556\n", " 1. FSV Mainz 05\n", - " DWWWD\n", + " WWWDW\n", " 5\n", - " LWLWD\n", + " WLWDW\n", " 5\n", " \n", " \n", " 7\n", " 2561\n", " SC Paderborn 07\n", - " WWDWD\n", + " WDWDL\n", " 5\n", - " DDD\n", - " 3\n", + " DDDL\n", + " 4\n", " \n", " \n", " 8\n", " 36360\n", " RB Leipzig\n", - " WLLWW\n", + " LWWLL\n", " 5\n", - " WLWLW\n", + " LWLWL\n", " 5\n", " \n", " \n", " 9\n", " 2527\n", " Borussia M'gladbach\n", - " WWWWL\n", + " WWWLL\n", " 5\n", - " DWLWL\n", + " WLWLL\n", " 5\n", " \n", " \n", " 10\n", " 2598\n", " SV 07 Elversberg\n", - " WDWWW\n", + " DWWWW\n", " 5\n", - " W\n", - " 1\n", + " WW\n", + " 2\n", " \n", " \n", " 11\n", " 2681\n", " Bayer 04 Leverkusen\n", - " WLWWL\n", + " LWWLW\n", " 5\n", - " WWLDL\n", + " WLDLW\n", " 5\n", " \n", " \n", " 12\n", " 2673\n", " Borussia Dortmund\n", - " WDLWW\n", + " LWWWW\n", " 5\n", - " WLWWW\n", + " LWWWW\n", " 5\n", " \n", " \n", " 13\n", " 2676\n", " Hamburger SV\n", - " LDWWL\n", + " DWWLL\n", " 5\n", - " LWWDL\n", + " WWDLL\n", " 5\n", " \n", " \n", @@ -831,35 +831,35 @@ " SC Freiburg\n", " WWWWW\n", " 5\n", - " LDLWW\n", + " DLWWW\n", " 5\n", " \n", " \n", " 15\n", " 2534\n", " SV Werder Bremen\n", - " DLWWL\n", + " LWWLW\n", " 5\n", - " DLLLL\n", + " LLLLW\n", " 5\n", " \n", " \n", " 16\n", " 2600\n", " FC Augsburg\n", - " WWLWW\n", + " WLWWW\n", " 5\n", - " DWWLW\n", + " WWLWW\n", " 5\n", " \n", " \n", " 17\n", " 2530\n", " FC Schalke 04\n", - " WLLDL\n", + " LLDLD\n", " 5\n", - " L\n", - " 1\n", + " LD\n", + " 2\n", " \n", " \n", "\n", @@ -867,44 +867,44 @@ ], "text/plain": [ " team_id team overall_form overall_match_count \\\n", - "0 2672 FC Bayern München WWWWW 5 \n", - "1 2677 VfB Stuttgart DWLWL 5 \n", - "2 2671 1. FC Köln WDWWW 5 \n", - "3 2569 TSG Hoffenheim LLDWL 5 \n", - "4 2547 1. FC Union Berlin DWLWD 5 \n", - "5 2674 Eintracht Frankfurt WWLWD 5 \n", - "6 2556 1. FSV Mainz 05 DWWWD 5 \n", - "7 2561 SC Paderborn 07 WWDWD 5 \n", - "8 36360 RB Leipzig WLLWW 5 \n", - "9 2527 Borussia M'gladbach WWWWL 5 \n", - "10 2598 SV 07 Elversberg WDWWW 5 \n", - "11 2681 Bayer 04 Leverkusen WLWWL 5 \n", - "12 2673 Borussia Dortmund WDLWW 5 \n", - "13 2676 Hamburger SV LDWWL 5 \n", + "0 2672 FC Bayern München WWWDW 5 \n", + "1 2677 VfB Stuttgart LWLWW 5 \n", + "2 2671 1. FC Köln DWWWL 5 \n", + "3 2569 TSG Hoffenheim LDWLL 5 \n", + "4 2547 1. FC Union Berlin WLWDL 5 \n", + "5 2674 Eintracht Frankfurt WLWDL 5 \n", + "6 2556 1. FSV Mainz 05 WWWDW 5 \n", + "7 2561 SC Paderborn 07 WDWDL 5 \n", + "8 36360 RB Leipzig LWWLL 5 \n", + "9 2527 Borussia M'gladbach WWWLL 5 \n", + "10 2598 SV 07 Elversberg DWWWW 5 \n", + "11 2681 Bayer 04 Leverkusen LWWLW 5 \n", + "12 2673 Borussia Dortmund LWWWW 5 \n", + "13 2676 Hamburger SV DWWLL 5 \n", "14 2538 SC Freiburg WWWWW 5 \n", - "15 2534 SV Werder Bremen DLWWL 5 \n", - "16 2600 FC Augsburg WWLWW 5 \n", - "17 2530 FC Schalke 04 WLLDL 5 \n", + "15 2534 SV Werder Bremen LWWLW 5 \n", + "16 2600 FC Augsburg WLWWW 5 \n", + "17 2530 FC Schalke 04 LLDLD 5 \n", "\n", " bundesliga_form bundesliga_match_count \n", - "0 WDWWW 5 \n", - "1 DDWDL 5 \n", - "2 LDLLW 5 \n", - "3 WDWLL 5 \n", - "4 LDWWD 5 \n", - "5 DLLDD 5 \n", - "6 LWLWD 5 \n", - "7 DDD 3 \n", - "8 WLWLW 5 \n", - "9 DWLWL 5 \n", - "10 W 1 \n", - "11 WWLDL 5 \n", - "12 WLWWW 5 \n", - "13 LWWDL 5 \n", - "14 LDLWW 5 \n", - "15 DLLLL 5 \n", - "16 DWWLW 5 \n", - "17 L 1 " + "0 DWWWD 5 \n", + "1 DWDLW 5 \n", + "2 DLLWL 5 \n", + "3 DWLLL 5 \n", + "4 DWWDL 5 \n", + "5 LLDDL 5 \n", + "6 WLWDW 5 \n", + "7 DDDL 4 \n", + "8 LWLWL 5 \n", + "9 WLWLL 5 \n", + "10 WW 2 \n", + "11 WLDLW 5 \n", + "12 LWWWW 5 \n", + "13 WWDLL 5 \n", + "14 DLWWW 5 \n", + "15 LLLLW 5 \n", + "16 WWLWW 5 \n", + "17 LD 2 " ] }, "metadata": {}, @@ -940,7 +940,7 @@ "text": [ "\n", "FC Bayern München (team_id=2672)\n", - "Overall form: WWWWW\n" + "Overall form: WWWDW\n" ] }, { @@ -979,32 +979,6 @@ " \n", " \n", " 0\n", - " 2026-08-15T13:30:00+00:00\n", - " Telekom Cup\n", - " FC Bayern München\n", - " RB Leipzig\n", - " 3\n", - " 1\n", - " W\n", - " 16242805\n", - " 1786800600\n", - " 889\n", - " \n", - " \n", - " 1\n", - " 2026-08-18T16:00:00+00:00\n", - " Club Friendly Games\n", - " 1. FC Heidenheim\n", - " FC Bayern München\n", - " 2\n", - " 4\n", - " W\n", - " 16849740\n", - " 1787068800\n", - " 853\n", - " \n", - " \n", - " 2\n", " 2026-08-22T18:30:00+00:00\n", " Supercup\n", " Borussia Dortmund\n", @@ -1017,7 +991,7 @@ " 799\n", " \n", " \n", - " 3\n", + " 1\n", " 2026-08-28T18:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1030,7 +1004,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 2\n", " 2026-09-02T18:45:00+00:00\n", " DFB Pokal\n", " VfL Osnabrück\n", @@ -1042,31 +1016,57 @@ " 1788374700\n", " 217\n", " \n", + " \n", + " 3\n", + " 2026-09-05T16:30:00+00:00\n", + " Bundesliga\n", + " FC Schalke 04\n", + " FC Bayern München\n", + " 0\n", + " 0\n", + " D\n", + " 16434032\n", + " 1788625800\n", + " 35\n", + " \n", + " \n", + " 4\n", + " 2026-09-10T19:00:00+00:00\n", + " UEFA Champions League\n", + " FC Bayern München\n", + " Bodø/Glimt\n", + " 5\n", + " 0\n", + " W\n", + " 16938858\n", + " 1789066800\n", + " 7\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-15T13:30:00+00:00 Telekom Cup FC Bayern München \n", - "1 2026-08-18T16:00:00+00:00 Club Friendly Games 1. FC Heidenheim \n", - "2 2026-08-22T18:30:00+00:00 Supercup Borussia Dortmund \n", - "3 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", - "4 2026-09-02T18:45:00+00:00 DFB Pokal VfL Osnabrück \n", + " date competition home_team \\\n", + "0 2026-08-22T18:30:00+00:00 Supercup Borussia Dortmund \n", + "1 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + "2 2026-09-02T18:45:00+00:00 DFB Pokal VfL Osnabrück \n", + "3 2026-09-05T16:30:00+00:00 Bundesliga FC Schalke 04 \n", + "4 2026-09-10T19:00:00+00:00 UEFA Champions League FC Bayern München \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 RB Leipzig 3 1 W 16242805 1786800600 \n", - "1 FC Bayern München 2 4 W 16849740 1787068800 \n", - "2 FC Bayern München 1 2 W 16248441 1787423400 \n", - "3 VfB Stuttgart 5 1 W 16434087 1787941800 \n", - "4 FC Bayern München 1 4 W 16287047 1788374700 \n", + "0 FC Bayern München 1 2 W 16248441 1787423400 \n", + "1 VfB Stuttgart 5 1 W 16434087 1787941800 \n", + "2 FC Bayern München 1 4 W 16287047 1788374700 \n", + "3 FC Bayern München 0 0 D 16434032 1788625800 \n", + "4 Bodø/Glimt 5 0 W 16938858 1789066800 \n", "\n", " unique_tournament_id \n", - "0 889 \n", - "1 853 \n", - "2 799 \n", + "0 799 \n", + "1 35 \n", + "2 217 \n", "3 35 \n", - "4 217 " + "4 7 " ] }, "metadata": {}, @@ -1076,7 +1076,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: WDWWW\n" + "Bundesliga form: DWWWD\n" ] }, { @@ -1115,19 +1115,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " 1. FSV Mainz 05\n", - " FC Bayern München\n", - " 3\n", - " 4\n", - " W\n", - " 14065235\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1140,7 +1127,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T16:30:00+00:00\n", " Bundesliga\n", " VfL Wolfsburg\n", @@ -1153,7 +1140,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1166,7 +1153,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-28T18:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1178,24 +1165,37 @@ " 1787941800\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T16:30:00+00:00\n", + " Bundesliga\n", + " FC Schalke 04\n", + " FC Bayern München\n", + " 0\n", + " 0\n", + " D\n", + " 16434032\n", + " 1788625800\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga FC Bayern München \n", - "2 2026-05-09T16:30:00+00:00 Bundesliga VfL Wolfsburg \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga FC Bayern München \n", - "4 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + "0 2026-05-02T13:30:00+00:00 Bundesliga FC Bayern München \n", + "1 2026-05-09T16:30:00+00:00 Bundesliga VfL Wolfsburg \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga FC Bayern München \n", + "3 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + "4 2026-09-05T16:30:00+00:00 Bundesliga FC Schalke 04 \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 FC Bayern München 3 4 W 14065235 1777123800 \n", - "1 1. FC Heidenheim 3 3 D 14065232 1777728600 \n", - "2 FC Bayern München 0 1 W 14065251 1778344200 \n", - "3 1. FC Köln 5 1 W 14065556 1778938200 \n", - "4 VfB Stuttgart 5 1 W 16434087 1787941800 \n", + "0 1. FC Heidenheim 3 3 D 14065232 1777728600 \n", + "1 FC Bayern München 0 1 W 14065251 1778344200 \n", + "2 1. FC Köln 5 1 W 14065556 1778938200 \n", + "3 VfB Stuttgart 5 1 W 16434087 1787941800 \n", + "4 FC Bayern München 0 0 D 16434032 1788625800 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -1214,7 +1214,7 @@ "text": [ "\n", "VfB Stuttgart (team_id=2677)\n", - "Overall form: DWLWL\n" + "Overall form: LWLWW\n" ] }, { @@ -1253,32 +1253,6 @@ " \n", " \n", " 0\n", - " 2026-08-01T13:00:00+00:00\n", - " Club Friendly Games\n", - " Paris FC\n", - " VfB Stuttgart\n", - " 2\n", - " 2\n", - " D\n", - " 16494873\n", - " 1785589200\n", - " 853\n", - " \n", - " \n", - " 1\n", - " 2026-08-08T15:00:00+00:00\n", - " Club Friendly Games\n", - " VfB Stuttgart\n", - " Everton\n", - " 3\n", - " 1\n", - " W\n", - " 16357238\n", - " 1786201200\n", - " 853\n", - " \n", - " \n", - " 2\n", " 2026-08-15T15:00:00+00:00\n", " Club Friendly Games\n", " Fulham\n", @@ -1291,7 +1265,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 1\n", " 2026-08-21T18:45:00+00:00\n", " DFB Pokal\n", " FC Hansa Rostock\n", @@ -1304,7 +1278,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 2\n", " 2026-08-28T18:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1316,31 +1290,57 @@ " 1787941800\n", " 35\n", " \n", + " \n", + " 3\n", + " 2026-09-04T18:30:00+00:00\n", + " Bundesliga\n", + " VfB Stuttgart\n", + " 1. FC Köln\n", + " 4\n", + " 1\n", + " W\n", + " 16434036\n", + " 1788546600\n", + " 35\n", + " \n", + " \n", + " 4\n", + " 2026-09-09T16:45:00+00:00\n", + " UEFA Champions League\n", + " VfB Stuttgart\n", + " Viking FK\n", + " 3\n", + " 1\n", + " W\n", + " 16939028\n", + " 1788972300\n", + " 7\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-01T13:00:00+00:00 Club Friendly Games Paris FC \n", - "1 2026-08-08T15:00:00+00:00 Club Friendly Games VfB Stuttgart \n", - "2 2026-08-15T15:00:00+00:00 Club Friendly Games Fulham \n", - "3 2026-08-21T18:45:00+00:00 DFB Pokal FC Hansa Rostock \n", - "4 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + " date competition home_team \\\n", + "0 2026-08-15T15:00:00+00:00 Club Friendly Games Fulham \n", + "1 2026-08-21T18:45:00+00:00 DFB Pokal FC Hansa Rostock \n", + "2 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + "3 2026-09-04T18:30:00+00:00 Bundesliga VfB Stuttgart \n", + "4 2026-09-09T16:45:00+00:00 UEFA Champions League VfB Stuttgart \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 VfB Stuttgart 2 2 D 16494873 1785589200 \n", - "1 Everton 3 1 W 16357238 1786201200 \n", - "2 VfB Stuttgart 1 0 L 16569180 1786806000 \n", - "3 VfB Stuttgart 0 4 W 16287048 1787337900 \n", - "4 VfB Stuttgart 5 1 L 16434087 1787941800 \n", + "0 VfB Stuttgart 1 0 L 16569180 1786806000 \n", + "1 VfB Stuttgart 0 4 W 16287048 1787337900 \n", + "2 VfB Stuttgart 5 1 L 16434087 1787941800 \n", + "3 1. FC Köln 4 1 W 16434036 1788546600 \n", + "4 Viking FK 3 1 W 16939028 1788972300 \n", "\n", " unique_tournament_id \n", "0 853 \n", - "1 853 \n", - "2 853 \n", - "3 217 \n", - "4 35 " + "1 217 \n", + "2 35 \n", + "3 35 \n", + "4 7 " ] }, "metadata": {}, @@ -1350,7 +1350,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: DDWDL\n" + "Bundesliga form: DWDLW\n" ] }, { @@ -1389,19 +1389,6 @@ " \n", " \n", " 0\n", - " 2026-04-26T13:30:00+00:00\n", - " Bundesliga\n", - " VfB Stuttgart\n", - " SV Werder Bremen\n", - " 1\n", - " 1\n", - " D\n", - " 14065256\n", - " 1777210200\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " TSG Hoffenheim\n", @@ -1414,7 +1401,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " VfB Stuttgart\n", @@ -1427,7 +1414,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " Eintracht Frankfurt\n", @@ -1440,7 +1427,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-28T18:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1452,24 +1439,37 @@ " 1787941800\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-04T18:30:00+00:00\n", + " Bundesliga\n", + " VfB Stuttgart\n", + " 1. FC Köln\n", + " 4\n", + " 1\n", + " W\n", + " 16434036\n", + " 1788546600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-26T13:30:00+00:00 Bundesliga VfB Stuttgart \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga VfB Stuttgart \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", - "4 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + "0 2026-05-02T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga VfB Stuttgart \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", + "3 2026-08-28T18:30:00+00:00 Bundesliga FC Bayern München \n", + "4 2026-09-04T18:30:00+00:00 Bundesliga VfB Stuttgart \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 SV Werder Bremen 1 1 D 14065256 1777210200 \n", - "1 VfB Stuttgart 3 3 D 14065244 1777728600 \n", - "2 Bayer 04 Leverkusen 3 1 W 14065248 1778333400 \n", - "3 VfB Stuttgart 2 2 D 14065560 1778938200 \n", - "4 VfB Stuttgart 5 1 L 16434087 1787941800 \n", + "0 VfB Stuttgart 3 3 D 14065244 1777728600 \n", + "1 Bayer 04 Leverkusen 3 1 W 14065248 1778333400 \n", + "2 VfB Stuttgart 2 2 D 14065560 1778938200 \n", + "3 VfB Stuttgart 5 1 L 16434087 1787941800 \n", + "4 1. FC Köln 4 1 W 16434036 1788546600 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -1488,7 +1488,7 @@ "text": [ "\n", "1. FC Köln (team_id=2671)\n", - "Overall form: WDWWW\n" + "Overall form: DWWWL\n" ] }, { @@ -1527,19 +1527,6 @@ " \n", " \n", " 0\n", - " 2026-07-23T16:15:00+00:00\n", - " Club Friendly Games\n", - " SV Bergisch Gladbach 09\n", - " 1. FC Köln\n", - " 0\n", - " 8\n", - " W\n", - " 16576563\n", - " 1784823300\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-07-31T10:00:00+00:00\n", " Club Friendly Games\n", " 1. FC Köln\n", @@ -1552,7 +1539,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-08T13:30:00+00:00\n", " Club Friendly Games\n", " 1. FC Köln\n", @@ -1565,7 +1552,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-24T16:00:00+00:00\n", " DFB Pokal\n", " FC Würzburger Kickers\n", @@ -1578,7 +1565,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Köln\n", @@ -1590,30 +1577,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-04T18:30:00+00:00\n", + " Bundesliga\n", + " VfB Stuttgart\n", + " 1. FC Köln\n", + " 4\n", + " 1\n", + " L\n", + " 16434036\n", + " 1788546600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-07-23T16:15:00+00:00 Club Friendly Games SV Bergisch Gladbach 09 \n", - "1 2026-07-31T10:00:00+00:00 Club Friendly Games 1. FC Köln \n", - "2 2026-08-08T13:30:00+00:00 Club Friendly Games 1. FC Köln \n", - "3 2026-08-24T16:00:00+00:00 DFB Pokal FC Würzburger Kickers \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + " date competition home_team \\\n", + "0 2026-07-31T10:00:00+00:00 Club Friendly Games 1. FC Köln \n", + "1 2026-08-08T13:30:00+00:00 Club Friendly Games 1. FC Köln \n", + "2 2026-08-24T16:00:00+00:00 DFB Pokal FC Würzburger Kickers \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "4 2026-09-04T18:30:00+00:00 Bundesliga VfB Stuttgart \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 1. FC Köln 0 8 W 16576563 1784823300 \n", - "1 Hertha BSC 2 2 D 16659200 1785492000 \n", - "2 Real Sociedad 2 1 W 16408303 1786195800 \n", - "3 1. FC Köln 1 2 W 16287059 1787587200 \n", - "4 TSG Hoffenheim 3 2 W 16434022 1788010200 \n", + "0 Hertha BSC 2 2 D 16659200 1785492000 \n", + "1 Real Sociedad 2 1 W 16408303 1786195800 \n", + "2 1. FC Köln 1 2 W 16287059 1787587200 \n", + "3 TSG Hoffenheim 3 2 W 16434022 1788010200 \n", + "4 1. FC Köln 4 1 L 16434036 1788546600 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -1624,7 +1624,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: LDLLW\n" + "Bundesliga form: DLLWL\n" ] }, { @@ -1663,19 +1663,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " 1. FC Köln\n", - " Bayer 04 Leverkusen\n", - " 1\n", - " 2\n", - " L\n", - " 14065238\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -1688,7 +1675,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-10T15:30:00+00:00\n", " Bundesliga\n", " 1. FC Köln\n", @@ -1701,7 +1688,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " FC Bayern München\n", @@ -1714,7 +1701,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Köln\n", @@ -1726,24 +1713,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-04T18:30:00+00:00\n", + " Bundesliga\n", + " VfB Stuttgart\n", + " 1. FC Köln\n", + " 4\n", + " 1\n", + " L\n", + " 16434036\n", + " 1788546600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga 1. FC Köln \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", - "2 2026-05-10T15:30:00+00:00 Bundesliga 1. FC Köln \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga FC Bayern München \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "0 2026-05-02T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "1 2026-05-10T15:30:00+00:00 Bundesliga 1. FC Köln \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga FC Bayern München \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "4 2026-09-04T18:30:00+00:00 Bundesliga VfB Stuttgart \n", "\n", - " away_team home_score away_score result match_id timestamp \\\n", - "0 Bayer 04 Leverkusen 1 2 L 14065238 1777123800 \n", - "1 1. FC Köln 2 2 D 14065242 1777728600 \n", - "2 1. FC Heidenheim 1 3 L 14065253 1778427000 \n", - "3 1. FC Köln 5 1 L 14065556 1778938200 \n", - "4 TSG Hoffenheim 3 2 W 16434022 1788010200 \n", + " away_team home_score away_score result match_id timestamp \\\n", + "0 1. FC Köln 2 2 D 14065242 1777728600 \n", + "1 1. FC Heidenheim 1 3 L 14065253 1778427000 \n", + "2 1. FC Köln 5 1 L 14065556 1778938200 \n", + "3 TSG Hoffenheim 3 2 W 16434022 1788010200 \n", + "4 1. FC Köln 4 1 L 16434036 1788546600 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -1762,7 +1762,7 @@ "text": [ "\n", "TSG Hoffenheim (team_id=2569)\n", - "Overall form: LLDWL\n" + "Overall form: LDWLL\n" ] }, { @@ -1801,19 +1801,6 @@ " \n", " \n", " 0\n", - " 2026-08-07T14:00:00+00:00\n", - " Club Friendly Games\n", - " TSG Hoffenheim\n", - " Borussia M'gladbach\n", - " 1\n", - " 4\n", - " L\n", - " 16743431\n", - " 1786111200\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-15T14:00:00+00:00\n", " Club Friendly Games\n", " Tottenham Hotspur\n", @@ -1826,7 +1813,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-16T11:00:00+00:00\n", " Club Friendly Games\n", " Tottenham Hotspur\n", @@ -1839,7 +1826,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-22T13:30:00+00:00\n", " DFB Pokal\n", " Erzgebirge Aue\n", @@ -1852,7 +1839,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Köln\n", @@ -1864,30 +1851,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " TSG Hoffenheim\n", + " Borussia Dortmund\n", + " 2\n", + " 3\n", + " L\n", + " 16434019\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-07T14:00:00+00:00 Club Friendly Games TSG Hoffenheim \n", - "1 2026-08-15T14:00:00+00:00 Club Friendly Games Tottenham Hotspur \n", - "2 2026-08-16T11:00:00+00:00 Club Friendly Games Tottenham Hotspur \n", - "3 2026-08-22T13:30:00+00:00 DFB Pokal Erzgebirge Aue \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "0 2026-08-15T14:00:00+00:00 Club Friendly Games Tottenham Hotspur \n", + "1 2026-08-16T11:00:00+00:00 Club Friendly Games Tottenham Hotspur \n", + "2 2026-08-22T13:30:00+00:00 DFB Pokal Erzgebirge Aue \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", "\n", - " away_team home_score away_score result match_id timestamp \\\n", - "0 Borussia M'gladbach 1 4 L 16743431 1786111200 \n", - "1 TSG Hoffenheim 3 0 L 16439188 1786802400 \n", - "2 TSG Hoffenheim 2 2 D 16846179 1786878000 \n", - "3 TSG Hoffenheim 0 4 W 16287038 1787405400 \n", - "4 TSG Hoffenheim 3 2 L 16434022 1788010200 \n", + " away_team home_score away_score result match_id timestamp \\\n", + "0 TSG Hoffenheim 3 0 L 16439188 1786802400 \n", + "1 TSG Hoffenheim 2 2 D 16846179 1786878000 \n", + "2 TSG Hoffenheim 0 4 W 16287038 1787405400 \n", + "3 TSG Hoffenheim 3 2 L 16434022 1788010200 \n", + "4 Borussia Dortmund 2 3 L 16434019 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -1898,7 +1898,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: WDWLL\n" + "Bundesliga form: DWLLL\n" ] }, { @@ -1937,19 +1937,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T16:30:00+00:00\n", - " Bundesliga\n", - " Hamburger SV\n", - " TSG Hoffenheim\n", - " 1\n", - " 2\n", - " W\n", - " 14065237\n", - " 1777134600\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " TSG Hoffenheim\n", @@ -1962,7 +1949,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " TSG Hoffenheim\n", @@ -1975,7 +1962,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " Borussia M'gladbach\n", @@ -1988,7 +1975,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Köln\n", @@ -2000,24 +1987,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " TSG Hoffenheim\n", + " Borussia Dortmund\n", + " 2\n", + " 3\n", + " L\n", + " 16434019\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T16:30:00+00:00 Bundesliga Hamburger SV \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "0 2026-05-02T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Köln \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", "\n", - " away_team home_score away_score result match_id timestamp \\\n", - "0 TSG Hoffenheim 1 2 W 14065237 1777134600 \n", - "1 VfB Stuttgart 3 3 D 14065244 1777728600 \n", - "2 SV Werder Bremen 1 0 W 14065252 1778333400 \n", - "3 TSG Hoffenheim 4 0 L 14065559 1778938200 \n", - "4 TSG Hoffenheim 3 2 L 16434022 1788010200 \n", + " away_team home_score away_score result match_id timestamp \\\n", + "0 VfB Stuttgart 3 3 D 14065244 1777728600 \n", + "1 SV Werder Bremen 1 0 W 14065252 1778333400 \n", + "2 TSG Hoffenheim 4 0 L 14065559 1778938200 \n", + "3 TSG Hoffenheim 3 2 L 16434022 1788010200 \n", + "4 Borussia Dortmund 2 3 L 16434019 1788615000 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -2036,7 +2036,7 @@ "text": [ "\n", "1. FC Union Berlin (team_id=2547)\n", - "Overall form: DWLWD\n" + "Overall form: WLWDL\n" ] }, { @@ -2075,19 +2075,6 @@ " \n", " \n", " 0\n", - " 2026-08-02T12:00:00+00:00\n", - " Club Friendly Games\n", - " 1. FC Union Berlin\n", - " Cagliari\n", - " 2\n", - " 2\n", - " D\n", - " 16363515\n", - " 1785672000\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-09T13:30:00+00:00\n", " Club Friendly Games\n", " 1. FC Union Berlin\n", @@ -2100,7 +2087,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T13:30:00+00:00\n", " Club Friendly Games\n", " 1. FC Union Berlin\n", @@ -2113,7 +2100,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-23T13:30:00+00:00\n", " DFB Pokal\n", " Eintracht Braunschweig\n", @@ -2126,7 +2113,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -2138,30 +2125,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Bayer 04 Leverkusen\n", + " 1. FC Union Berlin\n", + " 4\n", + " 0\n", + " L\n", + " 16434042\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-02T12:00:00+00:00 Club Friendly Games 1. FC Union Berlin \n", - "1 2026-08-09T13:30:00+00:00 Club Friendly Games 1. FC Union Berlin \n", - "2 2026-08-15T13:30:00+00:00 Club Friendly Games 1. FC Union Berlin \n", - "3 2026-08-23T13:30:00+00:00 DFB Pokal Eintracht Braunschweig \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "0 2026-08-09T13:30:00+00:00 Club Friendly Games 1. FC Union Berlin \n", + "1 2026-08-15T13:30:00+00:00 Club Friendly Games 1. FC Union Berlin \n", + "2 2026-08-23T13:30:00+00:00 DFB Pokal Eintracht Braunschweig \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Cagliari 2 2 D 16363515 1785672000 \n", - "1 Aris Limassol 3 2 W 16739436 1786282200 \n", - "2 Ipswich Town 2 4 L 16404063 1786800600 \n", - "3 1. FC Union Berlin 2 4 W 16287045 1787491800 \n", - "4 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "0 Aris Limassol 3 2 W 16739436 1786282200 \n", + "1 Ipswich Town 2 4 L 16404063 1786800600 \n", + "2 1. FC Union Berlin 2 4 W 16287045 1787491800 \n", + "3 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "4 1. FC Union Berlin 4 0 L 16434042 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -2172,7 +2172,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: LDWWD\n" + "Bundesliga form: DWWDL\n" ] }, { @@ -2211,19 +2211,6 @@ " \n", " \n", " 0\n", - " 2026-04-24T18:30:00+00:00\n", - " Bundesliga\n", - " RB Leipzig\n", - " 1. FC Union Berlin\n", - " 3\n", - " 1\n", - " L\n", - " 14065257\n", - " 1777055400\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -2236,7 +2223,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-10T17:30:00+00:00\n", " Bundesliga\n", " 1. FSV Mainz 05\n", @@ -2249,7 +2236,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -2262,7 +2249,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -2274,24 +2261,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Bayer 04 Leverkusen\n", + " 1. FC Union Berlin\n", + " 4\n", + " 0\n", + " L\n", + " 16434042\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-04-24T18:30:00+00:00 Bundesliga RB Leipzig \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", - "2 2026-05-10T17:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + " date competition home_team \\\n", + "0 2026-05-02T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "1 2026-05-10T17:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 1. FC Union Berlin 3 1 L 14065257 1777055400 \n", - "1 1. FC Köln 2 2 D 14065242 1777728600 \n", - "2 1. FC Union Berlin 1 3 W 14065247 1778434200 \n", - "3 FC Augsburg 4 0 W 14065558 1778938200 \n", - "4 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "0 1. FC Köln 2 2 D 14065242 1777728600 \n", + "1 1. FC Union Berlin 1 3 W 14065247 1778434200 \n", + "2 FC Augsburg 4 0 W 14065558 1778938200 \n", + "3 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "4 1. FC Union Berlin 4 0 L 16434042 1788615000 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -2310,7 +2310,7 @@ "text": [ "\n", "Eintracht Frankfurt (team_id=2674)\n", - "Overall form: WWLWD\n" + "Overall form: WLWDL\n" ] }, { @@ -2349,19 +2349,6 @@ " \n", " \n", " 0\n", - " 2026-08-08T13:00:00+00:00\n", - " Club Friendly Games\n", - " Eintracht Frankfurt\n", - " Hull City\n", - " 2\n", - " 0\n", - " W\n", - " 16569178\n", - " 1786194000\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-12T16:30:00+00:00\n", " Club Friendly Games\n", " FSV Frankfurt\n", @@ -2374,7 +2361,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T14:00:00+00:00\n", " Club Friendly Games\n", " Brentford\n", @@ -2387,7 +2374,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-21T16:00:00+00:00\n", " DFB Pokal\n", " SC St Tönis 11/20\n", @@ -2400,7 +2387,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -2412,30 +2399,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T15:30:00+00:00\n", + " Bundesliga\n", + " Eintracht Frankfurt\n", + " FC Augsburg\n", + " 1\n", + " 4\n", + " L\n", + " 16434021\n", + " 1788708600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-08T13:00:00+00:00 Club Friendly Games Eintracht Frankfurt \n", - "1 2026-08-12T16:30:00+00:00 Club Friendly Games FSV Frankfurt \n", - "2 2026-08-15T14:00:00+00:00 Club Friendly Games Brentford \n", - "3 2026-08-21T16:00:00+00:00 DFB Pokal SC St Tönis 11/20 \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "0 2026-08-12T16:30:00+00:00 Club Friendly Games FSV Frankfurt \n", + "1 2026-08-15T14:00:00+00:00 Club Friendly Games Brentford \n", + "2 2026-08-21T16:00:00+00:00 DFB Pokal SC St Tönis 11/20 \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "4 2026-09-06T15:30:00+00:00 Bundesliga Eintracht Frankfurt \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Hull City 2 0 W 16569178 1786194000 \n", - "1 Eintracht Frankfurt 1 5 W 16570790 1786552200 \n", - "2 Eintracht Frankfurt 7 0 L 16284987 1786802400 \n", - "3 Eintracht Frankfurt 0 11 W 16287062 1787328000 \n", - "4 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "0 Eintracht Frankfurt 1 5 W 16570790 1786552200 \n", + "1 Eintracht Frankfurt 7 0 L 16284987 1786802400 \n", + "2 Eintracht Frankfurt 0 11 W 16287062 1787328000 \n", + "3 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "4 FC Augsburg 1 4 L 16434021 1788708600 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -2446,7 +2446,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: DLLDD\n" + "Bundesliga form: LLDDL\n" ] }, { @@ -2485,19 +2485,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " FC Augsburg\n", - " Eintracht Frankfurt\n", - " 1\n", - " 1\n", - " D\n", - " 14065231\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " Eintracht Frankfurt\n", @@ -2510,7 +2497,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-08T18:30:00+00:00\n", " Bundesliga\n", " Borussia Dortmund\n", @@ -2523,7 +2510,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " Eintracht Frankfurt\n", @@ -2536,7 +2523,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -2548,24 +2535,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T15:30:00+00:00\n", + " Bundesliga\n", + " Eintracht Frankfurt\n", + " FC Augsburg\n", + " 1\n", + " 4\n", + " L\n", + " 16434021\n", + " 1788708600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga FC Augsburg \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", - "2 2026-05-08T18:30:00+00:00 Bundesliga Borussia Dortmund \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "0 2026-05-02T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", + "1 2026-05-08T18:30:00+00:00 Bundesliga Borussia Dortmund \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "4 2026-09-06T15:30:00+00:00 Bundesliga Eintracht Frankfurt \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Eintracht Frankfurt 1 1 D 14065231 1777123800 \n", - "1 Hamburger SV 1 2 L 14065239 1777728600 \n", - "2 Eintracht Frankfurt 3 2 L 14065245 1778265000 \n", - "3 VfB Stuttgart 2 2 D 14065560 1778938200 \n", - "4 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "0 Hamburger SV 1 2 L 14065239 1777728600 \n", + "1 Eintracht Frankfurt 3 2 L 14065245 1778265000 \n", + "2 VfB Stuttgart 2 2 D 14065560 1778938200 \n", + "3 Eintracht Frankfurt 3 3 D 16434026 1788010200 \n", + "4 FC Augsburg 1 4 L 16434021 1788708600 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -2584,7 +2584,7 @@ "text": [ "\n", "1. FSV Mainz 05 (team_id=2556)\n", - "Overall form: DWWWD\n" + "Overall form: WWWDW\n" ] }, { @@ -2623,19 +2623,6 @@ " \n", " \n", " 0\n", - " 2026-08-01T14:00:00+00:00\n", - " Club Friendly Games\n", - " 1. FSV Mainz 05\n", - " Udinese\n", - " 3\n", - " 3\n", - " D\n", - " 16568868\n", - " 1785592800\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-08T15:00:00+00:00\n", " Club Friendly Games\n", " 1. FSV Mainz 05\n", @@ -2648,7 +2635,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T13:30:00+00:00\n", " Club Friendly Games\n", " 1. FSV Mainz 05\n", @@ -2661,7 +2648,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-23T13:30:00+00:00\n", " DFB Pokal\n", " VfB 1921 Krieschow\n", @@ -2674,7 +2661,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FSV Mainz 05\n", @@ -2686,30 +2673,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T13:30:00+00:00\n", + " Bundesliga\n", + " Hamburger SV\n", + " 1. FSV Mainz 05\n", + " 0\n", + " 5\n", + " W\n", + " 16434030\n", + " 1788701400\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-01T14:00:00+00:00 Club Friendly Games 1. FSV Mainz 05 \n", - "1 2026-08-08T15:00:00+00:00 Club Friendly Games 1. FSV Mainz 05 \n", - "2 2026-08-15T13:30:00+00:00 Club Friendly Games 1. FSV Mainz 05 \n", - "3 2026-08-23T13:30:00+00:00 DFB Pokal VfB 1921 Krieschow \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "0 2026-08-08T15:00:00+00:00 Club Friendly Games 1. FSV Mainz 05 \n", + "1 2026-08-15T13:30:00+00:00 Club Friendly Games 1. FSV Mainz 05 \n", + "2 2026-08-23T13:30:00+00:00 DFB Pokal VfB 1921 Krieschow \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "4 2026-09-06T13:30:00+00:00 Bundesliga Hamburger SV \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Udinese 3 3 D 16568868 1785592800 \n", - "1 Paris FC 4 0 W 16739557 1786201200 \n", - "2 Bournemouth 2 1 W 16435459 1786800600 \n", - "3 1. FSV Mainz 05 0 9 W 16287042 1787491800 \n", - "4 SC Paderborn 07 0 0 D 16434044 1788010200 \n", + "0 Paris FC 4 0 W 16739557 1786201200 \n", + "1 Bournemouth 2 1 W 16435459 1786800600 \n", + "2 1. FSV Mainz 05 0 9 W 16287042 1787491800 \n", + "3 SC Paderborn 07 0 0 D 16434044 1788010200 \n", + "4 1. FSV Mainz 05 0 5 W 16434030 1788701400 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -2720,7 +2720,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: LWLWD\n" + "Bundesliga form: WLWDW\n" ] }, { @@ -2759,19 +2759,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " 1. FSV Mainz 05\n", - " FC Bayern München\n", - " 3\n", - " 4\n", - " L\n", - " 14065235\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-03T13:30:00+00:00\n", " Bundesliga\n", " FC St. Pauli\n", @@ -2784,7 +2771,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-10T17:30:00+00:00\n", " Bundesliga\n", " 1. FSV Mainz 05\n", @@ -2797,7 +2784,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Heidenheim\n", @@ -2810,7 +2797,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FSV Mainz 05\n", @@ -2822,24 +2809,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T13:30:00+00:00\n", + " Bundesliga\n", + " Hamburger SV\n", + " 1. FSV Mainz 05\n", + " 0\n", + " 5\n", + " W\n", + " 16434030\n", + " 1788701400\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", - "1 2026-05-03T13:30:00+00:00 Bundesliga FC St. Pauli \n", - "2 2026-05-10T17:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga 1. FC Heidenheim \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "0 2026-05-03T13:30:00+00:00 Bundesliga FC St. Pauli \n", + "1 2026-05-10T17:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga 1. FC Heidenheim \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "4 2026-09-06T13:30:00+00:00 Bundesliga Hamburger SV \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 FC Bayern München 3 4 L 14065235 1777123800 \n", - "1 1. FSV Mainz 05 1 2 W 14065246 1777815000 \n", - "2 1. FC Union Berlin 1 3 L 14065247 1778434200 \n", - "3 1. FSV Mainz 05 0 2 W 14065562 1778938200 \n", - "4 SC Paderborn 07 0 0 D 16434044 1788010200 \n", + "0 1. FSV Mainz 05 1 2 W 14065246 1777815000 \n", + "1 1. FC Union Berlin 1 3 L 14065247 1778434200 \n", + "2 1. FSV Mainz 05 0 2 W 14065562 1778938200 \n", + "3 SC Paderborn 07 0 0 D 16434044 1788010200 \n", + "4 1. FSV Mainz 05 0 5 W 16434030 1788701400 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -2858,7 +2858,7 @@ "text": [ "\n", "SC Paderborn 07 (team_id=2561)\n", - "Overall form: WWDWD\n" + "Overall form: WDWDL\n" ] }, { @@ -2897,19 +2897,6 @@ " \n", " \n", " 0\n", - " 2026-07-29T10:30:00+00:00\n", - " Club Friendly Games\n", - " SC Paderborn 07\n", - " Southampton\n", - " 2\n", - " 1\n", - " W\n", - " 16665883\n", - " 1785321000\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-01T13:30:00+00:00\n", " Club Friendly Games\n", " VfL Osnabrück\n", @@ -2922,7 +2909,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-08T12:00:00+00:00\n", " Club Friendly Games\n", " SV Werder Bremen\n", @@ -2935,7 +2922,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-23T16:00:00+00:00\n", " DFB Pokal\n", " 1.FC Phönix Lübeck\n", @@ -2948,7 +2935,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " 1. FSV Mainz 05\n", @@ -2960,30 +2947,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SC Paderborn 07\n", + " SC Freiburg\n", + " 0\n", + " 1\n", + " L\n", + " 16434024\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-07-29T10:30:00+00:00 Club Friendly Games SC Paderborn 07 \n", - "1 2026-08-01T13:30:00+00:00 Club Friendly Games VfL Osnabrück \n", - "2 2026-08-08T12:00:00+00:00 Club Friendly Games SV Werder Bremen \n", - "3 2026-08-23T16:00:00+00:00 DFB Pokal 1.FC Phönix Lübeck \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "0 2026-08-01T13:30:00+00:00 Club Friendly Games VfL Osnabrück \n", + "1 2026-08-08T12:00:00+00:00 Club Friendly Games SV Werder Bremen \n", + "2 2026-08-23T16:00:00+00:00 DFB Pokal 1.FC Phönix Lübeck \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga 1. FSV Mainz 05 \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga SC Paderborn 07 \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Southampton 2 1 W 16665883 1785321000 \n", - "1 SC Paderborn 07 0 2 W 16489897 1785591000 \n", - "2 SC Paderborn 07 2 2 D 16489645 1786190400 \n", - "3 SC Paderborn 07 2 4 W 16287053 1787500800 \n", - "4 SC Paderborn 07 0 0 D 16434044 1788010200 \n", + "0 SC Paderborn 07 0 2 W 16489897 1785591000 \n", + "1 SC Paderborn 07 2 2 D 16489645 1786190400 \n", + "2 SC Paderborn 07 2 4 W 16287053 1787500800 \n", + "3 SC Paderborn 07 0 0 D 16434044 1788010200 \n", + "4 SC Freiburg 0 1 L 16434024 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -2994,7 +2994,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: DDD\n" + "Bundesliga form: DDDL\n" ] }, { @@ -3070,6 +3070,19 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 3\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SC Paderborn 07\n", + " SC Freiburg\n", + " 0\n", + " 1\n", + " L\n", + " 16434024\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" @@ -3079,16 +3092,19 @@ "0 2026-05-21T18:30:00+00:00 Bundesliga, Relegation/Promotion Playoffs \n", "1 2026-05-25T18:30:00+00:00 Bundesliga, Relegation/Promotion Playoffs \n", "2 2026-08-29T13:30:00+00:00 Bundesliga \n", + "3 2026-09-05T13:30:00+00:00 Bundesliga \n", "\n", " home_team away_team home_score away_score result match_id \\\n", "0 VfL Wolfsburg SC Paderborn 07 0 0 D 16163439 \n", "1 SC Paderborn 07 VfL Wolfsburg 1 1 D 16163444 \n", "2 1. FSV Mainz 05 SC Paderborn 07 0 0 D 16434044 \n", + "3 SC Paderborn 07 SC Freiburg 0 1 L 16434024 \n", "\n", " timestamp unique_tournament_id \n", "0 1779388200 35 \n", "1 1779733800 35 \n", - "2 1788010200 35 " + "2 1788010200 35 \n", + "3 1788615000 35 " ] }, "metadata": {}, @@ -3100,7 +3116,7 @@ "text": [ "\n", "RB Leipzig (team_id=36360)\n", - "Overall form: WLLWW\n" + "Overall form: LWWLL\n" ] }, { @@ -3139,48 +3155,22 @@ " \n", " \n", " 0\n", - " 2026-08-01T09:30:00+00:00\n", - " Club Friendly Games\n", + " 2026-08-15T13:30:00+00:00\n", + " Telekom Cup\n", + " FC Bayern München\n", " RB Leipzig\n", - " SC Verl\n", - " 4\n", - " 0\n", - " W\n", - " 16408673\n", - " 1785576600\n", - " 853\n", + " 3\n", + " 1\n", + " L\n", + " 16242805\n", + " 1786800600\n", + " 889\n", " \n", " \n", " 1\n", - " 2026-08-08T13:00:00+00:00\n", - " Club Friendly Games\n", - " Leeds United\n", - " RB Leipzig\n", - " 1\n", - " 0\n", - " L\n", - " 16400329\n", - " 1786194000\n", - " 853\n", - " \n", - " \n", - " 2\n", - " 2026-08-15T13:30:00+00:00\n", - " Telekom Cup\n", - " FC Bayern München\n", - " RB Leipzig\n", - " 3\n", - " 1\n", - " L\n", - " 16242805\n", - " 1786800600\n", - " 889\n", - " \n", - " \n", - " 3\n", - " 2026-08-22T16:00:00+00:00\n", - " DFB Pokal\n", - " Eintracht Trier\n", + " 2026-08-22T16:00:00+00:00\n", + " DFB Pokal\n", + " Eintracht Trier\n", " RB Leipzig\n", " 0\n", " 6\n", @@ -3190,7 +3180,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 2\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " RB Leipzig\n", @@ -3202,31 +3192,57 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 3\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SV Werder Bremen\n", + " RB Leipzig\n", + " 3\n", + " 1\n", + " L\n", + " 16434101\n", + " 1788615000\n", + " 35\n", + " \n", + " \n", + " 4\n", + " 2026-09-10T19:00:00+00:00\n", + " UEFA Champions League\n", + " Como\n", + " RB Leipzig\n", + " 4\n", + " 1\n", + " L\n", + " 16939034\n", + " 1789066800\n", + " 7\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-01T09:30:00+00:00 Club Friendly Games RB Leipzig \n", - "1 2026-08-08T13:00:00+00:00 Club Friendly Games Leeds United \n", - "2 2026-08-15T13:30:00+00:00 Telekom Cup FC Bayern München \n", - "3 2026-08-22T16:00:00+00:00 DFB Pokal Eintracht Trier \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + " date competition home_team \\\n", + "0 2026-08-15T13:30:00+00:00 Telekom Cup FC Bayern München \n", + "1 2026-08-22T16:00:00+00:00 DFB Pokal Eintracht Trier \n", + "2 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "3 2026-09-05T13:30:00+00:00 Bundesliga SV Werder Bremen \n", + "4 2026-09-10T19:00:00+00:00 UEFA Champions League Como \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 SC Verl 4 0 W 16408673 1785576600 \n", - "1 RB Leipzig 1 0 L 16400329 1786194000 \n", - "2 RB Leipzig 3 1 L 16242805 1786800600 \n", - "3 RB Leipzig 0 6 W 16287035 1787414400 \n", - "4 Borussia M'gladbach 3 0 W 16434023 1788010200 \n", + "0 RB Leipzig 3 1 L 16242805 1786800600 \n", + "1 RB Leipzig 0 6 W 16287035 1787414400 \n", + "2 Borussia M'gladbach 3 0 W 16434023 1788010200 \n", + "3 RB Leipzig 3 1 L 16434101 1788615000 \n", + "4 RB Leipzig 4 1 L 16939034 1789066800 \n", "\n", " unique_tournament_id \n", - "0 853 \n", - "1 853 \n", - "2 889 \n", - "3 217 \n", - "4 35 " + "0 889 \n", + "1 217 \n", + "2 35 \n", + "3 35 \n", + "4 7 " ] }, "metadata": {}, @@ -3236,7 +3252,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: WLWLW\n" + "Bundesliga form: LWLWL\n" ] }, { @@ -3275,19 +3291,6 @@ " \n", " \n", " 0\n", - " 2026-04-24T18:30:00+00:00\n", - " Bundesliga\n", - " RB Leipzig\n", - " 1. FC Union Berlin\n", - " 3\n", - " 1\n", - " W\n", - " 14065257\n", - " 1777055400\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T16:30:00+00:00\n", " Bundesliga\n", " Bayer 04 Leverkusen\n", @@ -3300,7 +3303,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " RB Leipzig\n", @@ -3313,7 +3316,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -3326,7 +3329,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " RB Leipzig\n", @@ -3338,24 +3341,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SV Werder Bremen\n", + " RB Leipzig\n", + " 3\n", + " 1\n", + " L\n", + " 16434101\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-24T18:30:00+00:00 Bundesliga RB Leipzig \n", - "1 2026-05-02T16:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga RB Leipzig \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga SC Freiburg \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "0 2026-05-02T16:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga RB Leipzig \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga SC Freiburg \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga SV Werder Bremen \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 1. FC Union Berlin 3 1 W 14065257 1777055400 \n", - "1 RB Leipzig 4 1 L 14065236 1777739400 \n", - "2 FC St. Pauli 2 1 W 14065250 1778333400 \n", - "3 RB Leipzig 4 1 L 14065555 1778938200 \n", - "4 Borussia M'gladbach 3 0 W 16434023 1788010200 \n", + "0 RB Leipzig 4 1 L 14065236 1777739400 \n", + "1 FC St. Pauli 2 1 W 14065250 1778333400 \n", + "2 RB Leipzig 4 1 L 14065555 1778938200 \n", + "3 Borussia M'gladbach 3 0 W 16434023 1788010200 \n", + "4 RB Leipzig 3 1 L 16434101 1788615000 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -3374,7 +3390,7 @@ "text": [ "\n", "Borussia M'gladbach (team_id=2527)\n", - "Overall form: WWWWL\n" + "Overall form: WWWLL\n" ] }, { @@ -3413,19 +3429,6 @@ " \n", " \n", " 0\n", - " 2026-08-07T14:00:00+00:00\n", - " Club Friendly Games\n", - " TSG Hoffenheim\n", - " Borussia M'gladbach\n", - " 1\n", - " 4\n", - " W\n", - " 16743431\n", - " 1786111200\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-12T16:00:00+00:00\n", " Club Friendly Games\n", " SSVg Velbert\n", @@ -3438,7 +3441,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T13:30:00+00:00\n", " Club Friendly Games\n", " Borussia M'gladbach\n", @@ -3451,7 +3454,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-23T13:30:00+00:00\n", " DFB Pokal\n", " TSV Schott Mainz\n", @@ -3464,7 +3467,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " RB Leipzig\n", @@ -3476,30 +3479,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Borussia M'gladbach\n", + " SV 07 Elversberg\n", + " 3\n", + " 4\n", + " L\n", + " 16434028\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-07T14:00:00+00:00 Club Friendly Games TSG Hoffenheim \n", - "1 2026-08-12T16:00:00+00:00 Club Friendly Games SSVg Velbert \n", - "2 2026-08-15T13:30:00+00:00 Club Friendly Games Borussia M'gladbach \n", - "3 2026-08-23T13:30:00+00:00 DFB Pokal TSV Schott Mainz \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "0 2026-08-12T16:00:00+00:00 Club Friendly Games SSVg Velbert \n", + "1 2026-08-15T13:30:00+00:00 Club Friendly Games Borussia M'gladbach \n", + "2 2026-08-23T13:30:00+00:00 DFB Pokal TSV Schott Mainz \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Borussia M'gladbach 1 4 W 16743431 1786111200 \n", - "1 Borussia M'gladbach 0 8 W 16569177 1786550400 \n", - "2 Aston Villa 2 1 W 16284993 1786800600 \n", - "3 Borussia M'gladbach 0 5 W 16287039 1787491800 \n", - "4 Borussia M'gladbach 3 0 L 16434023 1788010200 \n", + "0 Borussia M'gladbach 0 8 W 16569177 1786550400 \n", + "1 Aston Villa 2 1 W 16284993 1786800600 \n", + "2 Borussia M'gladbach 0 5 W 16287039 1787491800 \n", + "3 Borussia M'gladbach 3 0 L 16434023 1788010200 \n", + "4 SV 07 Elversberg 3 4 L 16434028 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -3510,7 +3526,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: DWLWL\n" + "Bundesliga form: WLWLL\n" ] }, { @@ -3549,19 +3565,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " VfL Wolfsburg\n", - " Borussia M'gladbach\n", - " 0\n", - " 0\n", - " D\n", - " 14065233\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-03T15:30:00+00:00\n", " Bundesliga\n", " Borussia M'gladbach\n", @@ -3574,7 +3577,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " FC Augsburg\n", @@ -3587,7 +3590,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " Borussia M'gladbach\n", @@ -3600,7 +3603,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " RB Leipzig\n", @@ -3612,24 +3615,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Borussia M'gladbach\n", + " SV 07 Elversberg\n", + " 3\n", + " 4\n", + " L\n", + " 16434028\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga VfL Wolfsburg \n", - "1 2026-05-03T15:30:00+00:00 Bundesliga Borussia M'gladbach \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga FC Augsburg \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "0 2026-05-03T15:30:00+00:00 Bundesliga Borussia M'gladbach \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga FC Augsburg \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga RB Leipzig \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Borussia M'gladbach 0 0 D 14065233 1777123800 \n", - "1 Borussia Dortmund 1 0 W 14065243 1777822200 \n", - "2 Borussia M'gladbach 3 1 L 14065249 1778333400 \n", - "3 TSG Hoffenheim 4 0 W 14065559 1778938200 \n", - "4 Borussia M'gladbach 3 0 L 16434023 1788010200 \n", + "0 Borussia Dortmund 1 0 W 14065243 1777822200 \n", + "1 Borussia M'gladbach 3 1 L 14065249 1778333400 \n", + "2 TSG Hoffenheim 4 0 W 14065559 1778938200 \n", + "3 Borussia M'gladbach 3 0 L 16434023 1788010200 \n", + "4 SV 07 Elversberg 3 4 L 16434028 1788615000 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -3648,7 +3664,7 @@ "text": [ "\n", "SV 07 Elversberg (team_id=2598)\n", - "Overall form: WDWWW\n" + "Overall form: DWWWW\n" ] }, { @@ -3687,19 +3703,6 @@ " \n", " \n", " 0\n", - " 2026-08-04T16:00:00+00:00\n", - " Club Friendly Games\n", - " RC Strasbourg\n", - " SV 07 Elversberg\n", - " 2\n", - " 5\n", - " W\n", - " 16489898\n", - " 1785859200\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-08T19:00:00+00:00\n", " Club Friendly Games\n", " Mallorca\n", @@ -3712,7 +3715,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T13:30:00+00:00\n", " Club Friendly Games\n", " SV 07 Elversberg\n", @@ -3725,7 +3728,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-22T13:30:00+00:00\n", " DFB Pokal\n", " MSV Duisburg\n", @@ -3738,7 +3741,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " SV 07 Elversberg\n", @@ -3750,30 +3753,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Borussia M'gladbach\n", + " SV 07 Elversberg\n", + " 3\n", + " 4\n", + " W\n", + " 16434028\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-04T16:00:00+00:00 Club Friendly Games RC Strasbourg \n", - "1 2026-08-08T19:00:00+00:00 Club Friendly Games Mallorca \n", - "2 2026-08-15T13:30:00+00:00 Club Friendly Games SV 07 Elversberg \n", - "3 2026-08-22T13:30:00+00:00 DFB Pokal MSV Duisburg \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + " date competition home_team \\\n", + "0 2026-08-08T19:00:00+00:00 Club Friendly Games Mallorca \n", + "1 2026-08-15T13:30:00+00:00 Club Friendly Games SV 07 Elversberg \n", + "2 2026-08-22T13:30:00+00:00 DFB Pokal MSV Duisburg \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 SV 07 Elversberg 2 5 W 16489898 1785859200 \n", - "1 SV 07 Elversberg 1 1 D 16575693 1786215600 \n", - "2 Lorient 4 1 W 16400338 1786800600 \n", - "3 SV 07 Elversberg 1 3 W 16287051 1787405400 \n", - "4 Bayer 04 Leverkusen 3 2 W 16434020 1788010200 \n", + "0 SV 07 Elversberg 1 1 D 16575693 1786215600 \n", + "1 Lorient 4 1 W 16400338 1786800600 \n", + "2 SV 07 Elversberg 1 3 W 16287051 1787405400 \n", + "3 Bayer 04 Leverkusen 3 2 W 16434020 1788010200 \n", + "4 SV 07 Elversberg 3 4 W 16434028 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -3784,7 +3800,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: W\n" + "Bundesliga form: WW\n" ] }, { @@ -3834,19 +3850,35 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 1\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Borussia M'gladbach\n", + " SV 07 Elversberg\n", + " 3\n", + " 4\n", + " W\n", + " 16434028\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + " date competition home_team \\\n", + "0 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + "1 2026-09-05T13:30:00+00:00 Bundesliga Borussia M'gladbach \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", "0 Bayer 04 Leverkusen 3 2 W 16434020 1788010200 \n", + "1 SV 07 Elversberg 3 4 W 16434028 1788615000 \n", "\n", " unique_tournament_id \n", - "0 35 " + "0 35 \n", + "1 35 " ] }, "metadata": {}, @@ -3858,7 +3890,7 @@ "text": [ "\n", "Bayer 04 Leverkusen (team_id=2681)\n", - "Overall form: WLWWL\n" + "Overall form: LWWLW\n" ] }, { @@ -3897,19 +3929,6 @@ " \n", " \n", " 0\n", - " 2026-08-08T13:30:00+00:00\n", - " Club Friendly Games\n", - " Bayer 04 Leverkusen\n", - " Sevilla\n", - " 2\n", - " 1\n", - " W\n", - " 16256385\n", - " 1786195800\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-12T18:45:00+00:00\n", " Club Friendly Games\n", " Nottingham Forest\n", @@ -3922,7 +3941,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T14:00:00+00:00\n", " Club Friendly Games\n", " Newcastle United\n", @@ -3935,7 +3954,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-22T11:00:00+00:00\n", " DFB Pokal\n", " SV Wehen Wiesbaden\n", @@ -3948,7 +3967,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " SV 07 Elversberg\n", @@ -3960,30 +3979,43 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Bayer 04 Leverkusen\n", + " 1. FC Union Berlin\n", + " 4\n", + " 0\n", + " W\n", + " 16434042\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-08T13:30:00+00:00 Club Friendly Games Bayer 04 Leverkusen \n", - "1 2026-08-12T18:45:00+00:00 Club Friendly Games Nottingham Forest \n", - "2 2026-08-15T14:00:00+00:00 Club Friendly Games Newcastle United \n", - "3 2026-08-22T11:00:00+00:00 DFB Pokal SV Wehen Wiesbaden \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + "0 2026-08-12T18:45:00+00:00 Club Friendly Games Nottingham Forest \n", + "1 2026-08-15T14:00:00+00:00 Club Friendly Games Newcastle United \n", + "2 2026-08-22T11:00:00+00:00 DFB Pokal SV Wehen Wiesbaden \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Sevilla 2 1 W 16256385 1786195800 \n", - "1 Bayer 04 Leverkusen 2 1 L 16439190 1786560300 \n", - "2 Bayer 04 Leverkusen 1 2 W 16404057 1786802400 \n", - "3 Bayer 04 Leverkusen 0 4 W 16287036 1787396400 \n", - "4 Bayer 04 Leverkusen 3 2 L 16434020 1788010200 \n", + "0 Bayer 04 Leverkusen 2 1 L 16439190 1786560300 \n", + "1 Bayer 04 Leverkusen 1 2 W 16404057 1786802400 \n", + "2 Bayer 04 Leverkusen 0 4 W 16287036 1787396400 \n", + "3 Bayer 04 Leverkusen 3 2 L 16434020 1788010200 \n", + "4 1. FC Union Berlin 4 0 W 16434042 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -3994,7 +4026,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: WWLDL\n" + "Bundesliga form: WLDLW\n" ] }, { @@ -4033,19 +4065,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " 1. FC Köln\n", - " Bayer 04 Leverkusen\n", - " 1\n", - " 2\n", - " W\n", - " 14065238\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T16:30:00+00:00\n", " Bundesliga\n", " Bayer 04 Leverkusen\n", @@ -4058,7 +4077,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " VfB Stuttgart\n", @@ -4071,7 +4090,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " Bayer 04 Leverkusen\n", @@ -4084,7 +4103,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T13:30:00+00:00\n", " Bundesliga\n", " SV 07 Elversberg\n", @@ -4096,24 +4115,37 @@ " 1788010200\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " Bayer 04 Leverkusen\n", + " 1. FC Union Berlin\n", + " 4\n", + " 0\n", + " W\n", + " 16434042\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga 1. FC Köln \n", - "1 2026-05-02T16:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga VfB Stuttgart \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", - "4 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + "0 2026-05-02T16:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga VfB Stuttgart \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", + "3 2026-08-29T13:30:00+00:00 Bundesliga SV 07 Elversberg \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Bayer 04 Leverkusen 1 2 W 14065238 1777123800 \n", - "1 RB Leipzig 4 1 W 14065236 1777739400 \n", - "2 Bayer 04 Leverkusen 3 1 L 14065248 1778333400 \n", - "3 Hamburger SV 1 1 D 14065557 1778938200 \n", - "4 Bayer 04 Leverkusen 3 2 L 16434020 1788010200 \n", + "0 RB Leipzig 4 1 W 14065236 1777739400 \n", + "1 Bayer 04 Leverkusen 3 1 L 14065248 1778333400 \n", + "2 Hamburger SV 1 1 D 14065557 1778938200 \n", + "3 Bayer 04 Leverkusen 3 2 L 16434020 1788010200 \n", + "4 1. FC Union Berlin 4 0 W 16434042 1788615000 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -4132,7 +4164,7 @@ "text": [ "\n", "Borussia Dortmund (team_id=2673)\n", - "Overall form: WDLWW\n" + "Overall form: LWWWW\n" ] }, { @@ -4171,32 +4203,6 @@ " \n", " \n", " 0\n", - " 2026-08-09T13:00:00+00:00\n", - " Emirates Cup\n", - " Arsenal\n", - " Borussia Dortmund\n", - " 2\n", - " 3\n", - " W\n", - " 16435283\n", - " 1786280400\n", - " 1295\n", - " \n", - " \n", - " 1\n", - " 2026-08-15T15:30:00+00:00\n", - " Club Friendly Games\n", - " Borussia Dortmund\n", - " AS Roma\n", - " 2\n", - " 2\n", - " D\n", - " 16332215\n", - " 1786807800\n", - " 853\n", - " \n", - " \n", - " 2\n", " 2026-08-22T18:30:00+00:00\n", " Supercup\n", " Borussia Dortmund\n", @@ -4209,7 +4215,7 @@ " 799\n", " \n", " \n", - " 3\n", + " 1\n", " 2026-08-29T16:30:00+00:00\n", " Bundesliga\n", " Borussia Dortmund\n", @@ -4222,7 +4228,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 2\n", " 2026-09-01T18:45:00+00:00\n", " DFB Pokal\n", " Hamburg-Eimsbütteler Ballspiel Club 1911\n", @@ -4234,31 +4240,57 @@ " 1788288300\n", " 217\n", " \n", - " \n", - "\n", - "" - ], - "text/plain": [ - " date competition \\\n", - "0 2026-08-09T13:00:00+00:00 Emirates Cup \n", - "1 2026-08-15T15:30:00+00:00 Club Friendly Games \n", - "2 2026-08-22T18:30:00+00:00 Supercup \n", - "3 2026-08-29T16:30:00+00:00 Bundesliga \n", - "4 2026-09-01T18:45:00+00:00 DFB Pokal \n", + " \n", + " 3\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " TSG Hoffenheim\n", + " Borussia Dortmund\n", + " 2\n", + " 3\n", + " W\n", + " 16434019\n", + " 1788615000\n", + " 35\n", + " \n", + " \n", + " 4\n", + " 2026-09-08T19:00:00+00:00\n", + " UEFA Champions League\n", + " Borussia Dortmund\n", + " Villarreal\n", + " 3\n", + " 2\n", + " W\n", + " 16938848\n", + " 1788894000\n", + " 7\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " date competition \\\n", + "0 2026-08-22T18:30:00+00:00 Supercup \n", + "1 2026-08-29T16:30:00+00:00 Bundesliga \n", + "2 2026-09-01T18:45:00+00:00 DFB Pokal \n", + "3 2026-09-05T13:30:00+00:00 Bundesliga \n", + "4 2026-09-08T19:00:00+00:00 UEFA Champions League \n", "\n", " home_team away_team home_score \\\n", - "0 Arsenal Borussia Dortmund 2 \n", - "1 Borussia Dortmund AS Roma 2 \n", - "2 Borussia Dortmund FC Bayern München 1 \n", - "3 Borussia Dortmund Hamburger SV 2 \n", - "4 Hamburg-Eimsbütteler Ballspiel Club 1911 Borussia Dortmund 0 \n", + "0 Borussia Dortmund FC Bayern München 1 \n", + "1 Borussia Dortmund Hamburger SV 2 \n", + "2 Hamburg-Eimsbütteler Ballspiel Club 1911 Borussia Dortmund 0 \n", + "3 TSG Hoffenheim Borussia Dortmund 2 \n", + "4 Borussia Dortmund Villarreal 3 \n", "\n", " away_score result match_id timestamp unique_tournament_id \n", - "0 3 W 16435283 1786280400 1295 \n", - "1 2 D 16332215 1786807800 853 \n", - "2 2 L 16248441 1787423400 799 \n", - "3 0 W 16434025 1788021000 35 \n", - "4 5 W 16287049 1788288300 217 " + "0 2 L 16248441 1787423400 799 \n", + "1 0 W 16434025 1788021000 35 \n", + "2 5 W 16287049 1788288300 217 \n", + "3 3 W 16434019 1788615000 35 \n", + "4 2 W 16938848 1788894000 7 " ] }, "metadata": {}, @@ -4268,7 +4300,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: WLWWW\n" + "Bundesliga form: LWWWW\n" ] }, { @@ -4307,19 +4339,6 @@ " \n", " \n", " 0\n", - " 2026-04-26T15:30:00+00:00\n", - " Bundesliga\n", - " Borussia Dortmund\n", - " SC Freiburg\n", - " 4\n", - " 0\n", - " W\n", - " 14065228\n", - " 1777217400\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-03T15:30:00+00:00\n", " Bundesliga\n", " Borussia M'gladbach\n", @@ -4332,7 +4351,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-08T18:30:00+00:00\n", " Bundesliga\n", " Borussia Dortmund\n", @@ -4345,7 +4364,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " SV Werder Bremen\n", @@ -4358,7 +4377,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T16:30:00+00:00\n", " Bundesliga\n", " Borussia Dortmund\n", @@ -4370,24 +4389,37 @@ " 1788021000\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " TSG Hoffenheim\n", + " Borussia Dortmund\n", + " 2\n", + " 3\n", + " W\n", + " 16434019\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-04-26T15:30:00+00:00 Bundesliga Borussia Dortmund \n", - "1 2026-05-03T15:30:00+00:00 Bundesliga Borussia M'gladbach \n", - "2 2026-05-08T18:30:00+00:00 Bundesliga Borussia Dortmund \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga SV Werder Bremen \n", - "4 2026-08-29T16:30:00+00:00 Bundesliga Borussia Dortmund \n", + "0 2026-05-03T15:30:00+00:00 Bundesliga Borussia M'gladbach \n", + "1 2026-05-08T18:30:00+00:00 Bundesliga Borussia Dortmund \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga SV Werder Bremen \n", + "3 2026-08-29T16:30:00+00:00 Bundesliga Borussia Dortmund \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga TSG Hoffenheim \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 SC Freiburg 4 0 W 14065228 1777217400 \n", - "1 Borussia Dortmund 1 0 L 14065243 1777822200 \n", - "2 Eintracht Frankfurt 3 2 W 14065245 1778265000 \n", - "3 Borussia Dortmund 0 2 W 14065561 1778938200 \n", - "4 Hamburger SV 2 0 W 16434025 1788021000 \n", + "0 Borussia Dortmund 1 0 L 14065243 1777822200 \n", + "1 Eintracht Frankfurt 3 2 W 14065245 1778265000 \n", + "2 Borussia Dortmund 0 2 W 14065561 1778938200 \n", + "3 Hamburger SV 2 0 W 16434025 1788021000 \n", + "4 Borussia Dortmund 2 3 W 16434019 1788615000 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -4406,7 +4438,7 @@ "text": [ "\n", "Hamburger SV (team_id=2676)\n", - "Overall form: LDWWL\n" + "Overall form: DWWLL\n" ] }, { @@ -4445,19 +4477,6 @@ " \n", " \n", " 0\n", - " 2026-08-01T15:00:00+00:00\n", - " Club Friendly Games\n", - " Hamburger SV\n", - " Everton\n", - " 1\n", - " 2\n", - " L\n", - " 16424189\n", - " 1785596400\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-08T13:00:00+00:00\n", " Club Friendly Games\n", " Hamburger SV\n", @@ -4470,7 +4489,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T17:00:00+00:00\n", " Club Friendly Games\n", " Toulouse\n", @@ -4483,7 +4502,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-24T16:00:00+00:00\n", " DFB Pokal\n", " SC Verl\n", @@ -4496,7 +4515,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T16:30:00+00:00\n", " Bundesliga\n", " Borussia Dortmund\n", @@ -4508,30 +4527,43 @@ " 1788021000\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T13:30:00+00:00\n", + " Bundesliga\n", + " Hamburger SV\n", + " 1. FSV Mainz 05\n", + " 0\n", + " 5\n", + " L\n", + " 16434030\n", + " 1788701400\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-01T15:00:00+00:00 Club Friendly Games Hamburger SV \n", - "1 2026-08-08T13:00:00+00:00 Club Friendly Games Hamburger SV \n", - "2 2026-08-15T17:00:00+00:00 Club Friendly Games Toulouse \n", - "3 2026-08-24T16:00:00+00:00 DFB Pokal SC Verl \n", - "4 2026-08-29T16:30:00+00:00 Bundesliga Borussia Dortmund \n", - "\n", - " away_team home_score away_score result match_id timestamp \\\n", - "0 Everton 1 2 L 16424189 1785596400 \n", - "1 Lille 2 2 D 16739388 1786194000 \n", - "2 Hamburger SV 1 2 W 16568546 1786813200 \n", - "3 Hamburger SV 0 3 W 16287050 1787587200 \n", - "4 Hamburger SV 2 0 L 16434025 1788021000 \n", + "0 2026-08-08T13:00:00+00:00 Club Friendly Games Hamburger SV \n", + "1 2026-08-15T17:00:00+00:00 Club Friendly Games Toulouse \n", + "2 2026-08-24T16:00:00+00:00 DFB Pokal SC Verl \n", + "3 2026-08-29T16:30:00+00:00 Bundesliga Borussia Dortmund \n", + "4 2026-09-06T13:30:00+00:00 Bundesliga Hamburger SV \n", + "\n", + " away_team home_score away_score result match_id timestamp \\\n", + "0 Lille 2 2 D 16739388 1786194000 \n", + "1 Hamburger SV 1 2 W 16568546 1786813200 \n", + "2 Hamburger SV 0 3 W 16287050 1787587200 \n", + "3 Hamburger SV 2 0 L 16434025 1788021000 \n", + "4 1. FSV Mainz 05 0 5 L 16434030 1788701400 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -4542,7 +4574,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: LWWDL\n" + "Bundesliga form: WWDLL\n" ] }, { @@ -4581,19 +4613,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T16:30:00+00:00\n", - " Bundesliga\n", - " Hamburger SV\n", - " TSG Hoffenheim\n", - " 1\n", - " 2\n", - " L\n", - " 14065237\n", - " 1777134600\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " Eintracht Frankfurt\n", @@ -4606,7 +4625,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-10T13:30:00+00:00\n", " Bundesliga\n", " Hamburger SV\n", @@ -4619,7 +4638,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " Bayer 04 Leverkusen\n", @@ -4632,7 +4651,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-29T16:30:00+00:00\n", " Bundesliga\n", " Borussia Dortmund\n", @@ -4644,24 +4663,44 @@ " 1788021000\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T13:30:00+00:00\n", + " Bundesliga\n", + " Hamburger SV\n", + " 1. FSV Mainz 05\n", + " 0\n", + " 5\n", + " L\n", + " 16434030\n", + " 1788701400\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team away_team \\\n", - "0 2026-04-25T16:30:00+00:00 Bundesliga Hamburger SV TSG Hoffenheim \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga Eintracht Frankfurt Hamburger SV \n", - "2 2026-05-10T13:30:00+00:00 Bundesliga Hamburger SV SC Freiburg \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen Hamburger SV \n", - "4 2026-08-29T16:30:00+00:00 Bundesliga Borussia Dortmund Hamburger SV \n", + " date competition home_team \\\n", + "0 2026-05-02T13:30:00+00:00 Bundesliga Eintracht Frankfurt \n", + "1 2026-05-10T13:30:00+00:00 Bundesliga Hamburger SV \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga Bayer 04 Leverkusen \n", + "3 2026-08-29T16:30:00+00:00 Bundesliga Borussia Dortmund \n", + "4 2026-09-06T13:30:00+00:00 Bundesliga Hamburger SV \n", "\n", - " home_score away_score result match_id timestamp unique_tournament_id \n", - "0 1 2 L 14065237 1777134600 35 \n", - "1 1 2 W 14065239 1777728600 35 \n", - "2 3 2 W 14065255 1778419800 35 \n", - "3 1 1 D 14065557 1778938200 35 \n", - "4 2 0 L 16434025 1788021000 35 " + " away_team home_score away_score result match_id timestamp \\\n", + "0 Hamburger SV 1 2 W 14065239 1777728600 \n", + "1 SC Freiburg 3 2 W 14065255 1778419800 \n", + "2 Hamburger SV 1 1 D 14065557 1778938200 \n", + "3 Hamburger SV 2 0 L 16434025 1788021000 \n", + "4 1. FSV Mainz 05 0 5 L 16434030 1788701400 \n", + "\n", + " unique_tournament_id \n", + "0 35 \n", + "1 35 \n", + "2 35 \n", + "3 35 \n", + "4 35 " ] }, "metadata": {}, @@ -4712,19 +4751,6 @@ " \n", " \n", " 0\n", - " 2026-08-15T12:00:00+00:00\n", - " Club Friendly Games\n", - " SC Freiburg\n", - " Crystal Palace\n", - " 2\n", - " 0\n", - " W\n", - " 16400328\n", - " 1786795200\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-20T18:30:00+00:00\n", " UEFA Europa Conference League, Qualification P...\n", " Motherwell\n", @@ -4737,7 +4763,7 @@ " 17015\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-23T16:00:00+00:00\n", " DFB Pokal\n", " Fortuna Düsseldorf\n", @@ -4750,7 +4776,7 @@ " 217\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-27T16:45:00+00:00\n", " UEFA Europa Conference League, Qualification P...\n", " SC Freiburg\n", @@ -4763,7 +4789,7 @@ " 17015\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T13:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -4775,37 +4801,50 @@ " 1788096600\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SC Paderborn 07\n", + " SC Freiburg\n", + " 0\n", + " 1\n", + " W\n", + " 16434024\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date \\\n", - "0 2026-08-15T12:00:00+00:00 \n", - "1 2026-08-20T18:30:00+00:00 \n", - "2 2026-08-23T16:00:00+00:00 \n", - "3 2026-08-27T16:45:00+00:00 \n", - "4 2026-08-30T13:30:00+00:00 \n", + "0 2026-08-20T18:30:00+00:00 \n", + "1 2026-08-23T16:00:00+00:00 \n", + "2 2026-08-27T16:45:00+00:00 \n", + "3 2026-08-30T13:30:00+00:00 \n", + "4 2026-09-05T13:30:00+00:00 \n", "\n", " competition home_team \\\n", - "0 Club Friendly Games SC Freiburg \n", - "1 UEFA Europa Conference League, Qualification P... Motherwell \n", - "2 DFB Pokal Fortuna Düsseldorf \n", - "3 UEFA Europa Conference League, Qualification P... SC Freiburg \n", - "4 Bundesliga SC Freiburg \n", + "0 UEFA Europa Conference League, Qualification P... Motherwell \n", + "1 DFB Pokal Fortuna Düsseldorf \n", + "2 UEFA Europa Conference League, Qualification P... SC Freiburg \n", + "3 Bundesliga SC Freiburg \n", + "4 Bundesliga SC Paderborn 07 \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Crystal Palace 2 0 W 16400328 1786795200 \n", - "1 SC Freiburg 1 3 W 16717090 1787250600 \n", - "2 SC Freiburg 1 5 W 16287037 1787500800 \n", - "3 Motherwell 4 1 W 16823042 1787849100 \n", - "4 SV Werder Bremen 4 1 W 16434029 1788096600 \n", + "0 SC Freiburg 1 3 W 16717090 1787250600 \n", + "1 SC Freiburg 1 5 W 16287037 1787500800 \n", + "2 Motherwell 4 1 W 16823042 1787849100 \n", + "3 SV Werder Bremen 4 1 W 16434029 1788096600 \n", + "4 SC Freiburg 0 1 W 16434024 1788615000 \n", "\n", " unique_tournament_id \n", - "0 853 \n", - "1 17015 \n", - "2 217 \n", - "3 17015 \n", + "0 17015 \n", + "1 217 \n", + "2 17015 \n", + "3 35 \n", "4 35 " ] }, @@ -4816,7 +4855,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: LDLWW\n" + "Bundesliga form: DLWWW\n" ] }, { @@ -4855,19 +4894,6 @@ " \n", " \n", " 0\n", - " 2026-04-26T15:30:00+00:00\n", - " Bundesliga\n", - " Borussia Dortmund\n", - " SC Freiburg\n", - " 4\n", - " 0\n", - " L\n", - " 14065228\n", - " 1777217400\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-03T17:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -4880,7 +4906,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-10T13:30:00+00:00\n", " Bundesliga\n", " Hamburger SV\n", @@ -4893,7 +4919,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -4906,7 +4932,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T13:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -4918,24 +4944,37 @@ " 1788096600\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SC Paderborn 07\n", + " SC Freiburg\n", + " 0\n", + " 1\n", + " W\n", + " 16434024\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team away_team \\\n", - "0 2026-04-26T15:30:00+00:00 Bundesliga Borussia Dortmund SC Freiburg \n", - "1 2026-05-03T17:30:00+00:00 Bundesliga SC Freiburg VfL Wolfsburg \n", - "2 2026-05-10T13:30:00+00:00 Bundesliga Hamburger SV SC Freiburg \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga SC Freiburg RB Leipzig \n", - "4 2026-08-30T13:30:00+00:00 Bundesliga SC Freiburg SV Werder Bremen \n", + " date competition home_team away_team \\\n", + "0 2026-05-03T17:30:00+00:00 Bundesliga SC Freiburg VfL Wolfsburg \n", + "1 2026-05-10T13:30:00+00:00 Bundesliga Hamburger SV SC Freiburg \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga SC Freiburg RB Leipzig \n", + "3 2026-08-30T13:30:00+00:00 Bundesliga SC Freiburg SV Werder Bremen \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga SC Paderborn 07 SC Freiburg \n", "\n", " home_score away_score result match_id timestamp unique_tournament_id \n", - "0 4 0 L 14065228 1777217400 35 \n", - "1 1 1 D 14065240 1777829400 35 \n", - "2 3 2 L 14065255 1778419800 35 \n", - "3 4 1 W 14065555 1778938200 35 \n", - "4 4 1 W 16434029 1788096600 35 " + "0 1 1 D 14065240 1777829400 35 \n", + "1 3 2 L 14065255 1778419800 35 \n", + "2 4 1 W 14065555 1778938200 35 \n", + "3 4 1 W 16434029 1788096600 35 \n", + "4 0 1 W 16434024 1788615000 35 " ] }, "metadata": {}, @@ -4947,7 +4986,7 @@ "text": [ "\n", "SV Werder Bremen (team_id=2534)\n", - "Overall form: DLWWL\n" + "Overall form: LWWLW\n" ] }, { @@ -4986,19 +5025,6 @@ " \n", " \n", " 0\n", - " 2026-08-08T12:00:00+00:00\n", - " Club Friendly Games\n", - " SV Werder Bremen\n", - " SC Paderborn 07\n", - " 2\n", - " 2\n", - " D\n", - " 16489645\n", - " 1786190400\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-15T12:30:00+00:00\n", " Club Friendly Games\n", " SV Werder Bremen\n", @@ -5011,7 +5037,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-22T13:30:00+00:00\n", " DFB Pokal\n", " LSK Hansa Lüneburg\n", @@ -5024,7 +5050,7 @@ " 217\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-23T10:00:00+00:00\n", " Club Friendly Games\n", " SV Werder Bremen\n", @@ -5037,7 +5063,7 @@ " 853\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T13:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -5049,30 +5075,43 @@ " 1788096600\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SV Werder Bremen\n", + " RB Leipzig\n", + " 3\n", + " 1\n", + " W\n", + " 16434101\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team \\\n", - "0 2026-08-08T12:00:00+00:00 Club Friendly Games SV Werder Bremen \n", - "1 2026-08-15T12:30:00+00:00 Club Friendly Games SV Werder Bremen \n", - "2 2026-08-22T13:30:00+00:00 DFB Pokal LSK Hansa Lüneburg \n", - "3 2026-08-23T10:00:00+00:00 Club Friendly Games SV Werder Bremen \n", - "4 2026-08-30T13:30:00+00:00 Bundesliga SC Freiburg \n", + "0 2026-08-15T12:30:00+00:00 Club Friendly Games SV Werder Bremen \n", + "1 2026-08-22T13:30:00+00:00 DFB Pokal LSK Hansa Lüneburg \n", + "2 2026-08-23T10:00:00+00:00 Club Friendly Games SV Werder Bremen \n", + "3 2026-08-30T13:30:00+00:00 Bundesliga SC Freiburg \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga SV Werder Bremen \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 SC Paderborn 07 2 2 D 16489645 1786190400 \n", - "1 Auxerre 0 1 L 16570791 1786797000 \n", - "2 SV Werder Bremen 0 3 W 16287052 1787405400 \n", - "3 SV Meppen 3 1 W 16899911 1787479200 \n", - "4 SV Werder Bremen 4 1 L 16434029 1788096600 \n", + "0 Auxerre 0 1 L 16570791 1786797000 \n", + "1 SV Werder Bremen 0 3 W 16287052 1787405400 \n", + "2 SV Meppen 3 1 W 16899911 1787479200 \n", + "3 SV Werder Bremen 4 1 L 16434029 1788096600 \n", + "4 RB Leipzig 3 1 W 16434101 1788615000 \n", "\n", " unique_tournament_id \n", "0 853 \n", - "1 853 \n", - "2 217 \n", - "3 853 \n", + "1 217 \n", + "2 853 \n", + "3 35 \n", "4 35 " ] }, @@ -5083,7 +5122,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: DLLLL\n" + "Bundesliga form: LLLLW\n" ] }, { @@ -5122,19 +5161,6 @@ " \n", " \n", " 0\n", - " 2026-04-26T13:30:00+00:00\n", - " Bundesliga\n", - " VfB Stuttgart\n", - " SV Werder Bremen\n", - " 1\n", - " 1\n", - " D\n", - " 14065256\n", - " 1777210200\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " SV Werder Bremen\n", @@ -5147,7 +5173,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " TSG Hoffenheim\n", @@ -5160,7 +5186,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " SV Werder Bremen\n", @@ -5173,7 +5199,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T13:30:00+00:00\n", " Bundesliga\n", " SC Freiburg\n", @@ -5185,24 +5211,37 @@ " 1788096600\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T13:30:00+00:00\n", + " Bundesliga\n", + " SV Werder Bremen\n", + " RB Leipzig\n", + " 3\n", + " 1\n", + " W\n", + " 16434101\n", + " 1788615000\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ " date competition home_team away_team \\\n", - "0 2026-04-26T13:30:00+00:00 Bundesliga VfB Stuttgart SV Werder Bremen \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga SV Werder Bremen FC Augsburg \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga TSG Hoffenheim SV Werder Bremen \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga SV Werder Bremen Borussia Dortmund \n", - "4 2026-08-30T13:30:00+00:00 Bundesliga SC Freiburg SV Werder Bremen \n", + "0 2026-05-02T13:30:00+00:00 Bundesliga SV Werder Bremen FC Augsburg \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga TSG Hoffenheim SV Werder Bremen \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga SV Werder Bremen Borussia Dortmund \n", + "3 2026-08-30T13:30:00+00:00 Bundesliga SC Freiburg SV Werder Bremen \n", + "4 2026-09-05T13:30:00+00:00 Bundesliga SV Werder Bremen RB Leipzig \n", "\n", " home_score away_score result match_id timestamp unique_tournament_id \n", - "0 1 1 D 14065256 1777210200 35 \n", - "1 1 3 L 14065241 1777728600 35 \n", - "2 1 0 L 14065252 1778333400 35 \n", - "3 0 2 L 14065561 1778938200 35 \n", - "4 4 1 L 16434029 1788096600 35 " + "0 1 3 L 14065241 1777728600 35 \n", + "1 1 0 L 14065252 1778333400 35 \n", + "2 0 2 L 14065561 1778938200 35 \n", + "3 4 1 L 16434029 1788096600 35 \n", + "4 3 1 W 16434101 1788615000 35 " ] }, "metadata": {}, @@ -5214,7 +5253,7 @@ "text": [ "\n", "FC Augsburg (team_id=2600)\n", - "Overall form: WWLWW\n" + "Overall form: WLWWW\n" ] }, { @@ -5253,19 +5292,6 @@ " \n", " \n", " 0\n", - " 2026-08-05T17:00:00+00:00\n", - " Club Friendly Games\n", - " SC Schwaz\n", - " FC Augsburg\n", - " 0\n", - " 15\n", - " W\n", - " 16489896\n", - " 1785949200\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-08T13:30:00+00:00\n", " Club Friendly Games\n", " FC Augsburg\n", @@ -5278,7 +5304,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-15T14:00:00+00:00\n", " Club Friendly Games\n", " Leeds United\n", @@ -5291,7 +5317,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-22T11:00:00+00:00\n", " DFB Pokal\n", " Energie Cottbus\n", @@ -5304,7 +5330,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T15:30:00+00:00\n", " Bundesliga\n", " FC Augsburg\n", @@ -5316,30 +5342,43 @@ " 1788103800\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T15:30:00+00:00\n", + " Bundesliga\n", + " Eintracht Frankfurt\n", + " FC Augsburg\n", + " 1\n", + " 4\n", + " W\n", + " 16434021\n", + " 1788708600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-05T17:00:00+00:00 Club Friendly Games SC Schwaz \n", - "1 2026-08-08T13:30:00+00:00 Club Friendly Games FC Augsburg \n", - "2 2026-08-15T14:00:00+00:00 Club Friendly Games Leeds United \n", - "3 2026-08-22T11:00:00+00:00 DFB Pokal Energie Cottbus \n", - "4 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg \n", + " date competition home_team \\\n", + "0 2026-08-08T13:30:00+00:00 Club Friendly Games FC Augsburg \n", + "1 2026-08-15T14:00:00+00:00 Club Friendly Games Leeds United \n", + "2 2026-08-22T11:00:00+00:00 DFB Pokal Energie Cottbus \n", + "3 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg \n", + "4 2026-09-06T15:30:00+00:00 Bundesliga Eintracht Frankfurt \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 FC Augsburg 0 15 W 16489896 1785949200 \n", - "1 Sassuolo 3 2 W 16408267 1786195800 \n", - "2 FC Augsburg 4 0 L 16404067 1786802400 \n", - "3 FC Augsburg 0 2 W 16287046 1787396400 \n", - "4 FC Schalke 04 3 0 W 16434039 1788103800 \n", + "0 Sassuolo 3 2 W 16408267 1786195800 \n", + "1 FC Augsburg 4 0 L 16404067 1786802400 \n", + "2 FC Augsburg 0 2 W 16287046 1787396400 \n", + "3 FC Schalke 04 3 0 W 16434039 1788103800 \n", + "4 FC Augsburg 1 4 W 16434021 1788708600 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -5350,7 +5389,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: DWWLW\n" + "Bundesliga form: WWLWW\n" ] }, { @@ -5389,19 +5428,6 @@ " \n", " \n", " 0\n", - " 2026-04-25T13:30:00+00:00\n", - " Bundesliga\n", - " FC Augsburg\n", - " Eintracht Frankfurt\n", - " 1\n", - " 1\n", - " D\n", - " 14065231\n", - " 1777123800\n", - " 35\n", - " \n", - " \n", - " 1\n", " 2026-05-02T13:30:00+00:00\n", " Bundesliga\n", " SV Werder Bremen\n", @@ -5414,7 +5440,7 @@ " 35\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-05-09T13:30:00+00:00\n", " Bundesliga\n", " FC Augsburg\n", @@ -5427,7 +5453,7 @@ " 35\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-05-16T13:30:00+00:00\n", " Bundesliga\n", " 1. FC Union Berlin\n", @@ -5440,7 +5466,7 @@ " 35\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T15:30:00+00:00\n", " Bundesliga\n", " FC Augsburg\n", @@ -5452,24 +5478,37 @@ " 1788103800\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-06T15:30:00+00:00\n", + " Bundesliga\n", + " Eintracht Frankfurt\n", + " FC Augsburg\n", + " 1\n", + " 4\n", + " W\n", + " 16434021\n", + " 1788708600\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-04-25T13:30:00+00:00 Bundesliga FC Augsburg \n", - "1 2026-05-02T13:30:00+00:00 Bundesliga SV Werder Bremen \n", - "2 2026-05-09T13:30:00+00:00 Bundesliga FC Augsburg \n", - "3 2026-05-16T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", - "4 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg \n", + " date competition home_team \\\n", + "0 2026-05-02T13:30:00+00:00 Bundesliga SV Werder Bremen \n", + "1 2026-05-09T13:30:00+00:00 Bundesliga FC Augsburg \n", + "2 2026-05-16T13:30:00+00:00 Bundesliga 1. FC Union Berlin \n", + "3 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg \n", + "4 2026-09-06T15:30:00+00:00 Bundesliga Eintracht Frankfurt \n", "\n", " away_team home_score away_score result match_id timestamp \\\n", - "0 Eintracht Frankfurt 1 1 D 14065231 1777123800 \n", - "1 FC Augsburg 1 3 W 14065241 1777728600 \n", - "2 Borussia M'gladbach 3 1 W 14065249 1778333400 \n", - "3 FC Augsburg 4 0 L 14065558 1778938200 \n", - "4 FC Schalke 04 3 0 W 16434039 1788103800 \n", + "0 FC Augsburg 1 3 W 14065241 1777728600 \n", + "1 Borussia M'gladbach 3 1 W 14065249 1778333400 \n", + "2 FC Augsburg 4 0 L 14065558 1778938200 \n", + "3 FC Schalke 04 3 0 W 16434039 1788103800 \n", + "4 FC Augsburg 1 4 W 16434021 1788708600 \n", "\n", " unique_tournament_id \n", "0 35 \n", @@ -5488,7 +5527,7 @@ "text": [ "\n", "FC Schalke 04 (team_id=2530)\n", - "Overall form: WLLDL\n" + "Overall form: LLDLD\n" ] }, { @@ -5527,19 +5566,6 @@ " \n", " \n", " 0\n", - " 2026-08-01T12:00:00+00:00\n", - " Club Friendly Games\n", - " KSV Hessen Kassel\n", - " FC Schalke 04\n", - " 0\n", - " 5\n", - " W\n", - " 16293563\n", - " 1785585600\n", - " 853\n", - " \n", - " \n", - " 1\n", " 2026-08-08T15:00:00+00:00\n", " Club Friendly Games\n", " FC Schalke 04\n", @@ -5552,7 +5578,7 @@ " 853\n", " \n", " \n", - " 2\n", + " 1\n", " 2026-08-16T15:00:00+00:00\n", " Club Friendly Games\n", " FC Schalke 04\n", @@ -5565,7 +5591,7 @@ " 853\n", " \n", " \n", - " 3\n", + " 2\n", " 2026-08-24T18:45:00+00:00\n", " DFB Pokal\n", " Hallescher FC\n", @@ -5578,7 +5604,7 @@ " 217\n", " \n", " \n", - " 4\n", + " 3\n", " 2026-08-30T15:30:00+00:00\n", " Bundesliga\n", " FC Augsburg\n", @@ -5590,30 +5616,43 @@ " 1788103800\n", " 35\n", " \n", + " \n", + " 4\n", + " 2026-09-05T16:30:00+00:00\n", + " Bundesliga\n", + " FC Schalke 04\n", + " FC Bayern München\n", + " 0\n", + " 0\n", + " D\n", + " 16434032\n", + " 1788625800\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team \\\n", - "0 2026-08-01T12:00:00+00:00 Club Friendly Games KSV Hessen Kassel \n", - "1 2026-08-08T15:00:00+00:00 Club Friendly Games FC Schalke 04 \n", - "2 2026-08-16T15:00:00+00:00 Club Friendly Games FC Schalke 04 \n", - "3 2026-08-24T18:45:00+00:00 DFB Pokal Hallescher FC \n", - "4 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg \n", + " date competition home_team \\\n", + "0 2026-08-08T15:00:00+00:00 Club Friendly Games FC Schalke 04 \n", + "1 2026-08-16T15:00:00+00:00 Club Friendly Games FC Schalke 04 \n", + "2 2026-08-24T18:45:00+00:00 DFB Pokal Hallescher FC \n", + "3 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg \n", + "4 2026-09-05T16:30:00+00:00 Bundesliga FC Schalke 04 \n", "\n", - " away_team home_score away_score result match_id timestamp \\\n", - "0 FC Schalke 04 0 5 W 16293563 1785585600 \n", - "1 Atalanta 0 3 L 16400194 1786201200 \n", - "2 Real Madrid 0 3 L 16672725 1786892400 \n", - "3 FC Schalke 04 2 2 D 16287064 1787597100 \n", - "4 FC Schalke 04 3 0 L 16434039 1788103800 \n", + " away_team home_score away_score result match_id timestamp \\\n", + "0 Atalanta 0 3 L 16400194 1786201200 \n", + "1 Real Madrid 0 3 L 16672725 1786892400 \n", + "2 FC Schalke 04 2 2 D 16287064 1787597100 \n", + "3 FC Schalke 04 3 0 L 16434039 1788103800 \n", + "4 FC Bayern München 0 0 D 16434032 1788625800 \n", "\n", " unique_tournament_id \n", "0 853 \n", "1 853 \n", - "2 853 \n", - "3 217 \n", + "2 217 \n", + "3 35 \n", "4 35 " ] }, @@ -5624,7 +5663,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bundesliga form: L\n" + "Bundesliga form: LD\n" ] }, { @@ -5674,16 +5713,31 @@ " 1788103800\n", " 35\n", " \n", + " \n", + " 1\n", + " 2026-09-05T16:30:00+00:00\n", + " Bundesliga\n", + " FC Schalke 04\n", + " FC Bayern München\n", + " 0\n", + " 0\n", + " D\n", + " 16434032\n", + " 1788625800\n", + " 35\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " date competition home_team away_team \\\n", - "0 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg FC Schalke 04 \n", + " date competition home_team away_team \\\n", + "0 2026-08-30T15:30:00+00:00 Bundesliga FC Augsburg FC Schalke 04 \n", + "1 2026-09-05T16:30:00+00:00 Bundesliga FC Schalke 04 FC Bayern München \n", "\n", " home_score away_score result match_id timestamp unique_tournament_id \n", - "0 3 0 L 16434039 1788103800 35 " + "0 3 0 L 16434039 1788103800 35 \n", + "1 0 0 D 16434032 1788625800 35 " ] }, "metadata": {}, @@ -5731,41 +5785,13 @@ "output_type": "stream", "text": [ "{\n", - " \"2026-09-04T10:43:32.643242+02:00\": {\n", + " \"2026-09-11T09:39:44.057729+02:00\": {\n", " \"2672\": {\n", " \"team\": \"FC Bayern München\",\n", - " \"overall_form\": \"WWWWW\",\n", - " \"bundesliga_form\": \"WDWWW\",\n", + " \"overall_form\": \"WWWDW\",\n", + " \"bundesliga_form\": \"DWWWD\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16242805,\n", - " \"date\": \"2026-08-15T13:30:00+00:00\",\n", - " \"timestamp\": 1786800600,\n", - " \"competition\": \"Telekom Cup\",\n", - " \"unique_tournament_id\": 889,\n", - " \"home_team\": \"FC Bayern München\",\n", - " \"home_team_id\": 2672,\n", - " \"away_team\": \"RB Leipzig\",\n", - " \"away_team_id\": 36360,\n", - " \"home_score\": 3,\n", - " \"away_score\": 1,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", - " \"match_id\": 16849740,\n", - " \"date\": \"2026-08-18T16:00:00+00:00\",\n", - " \"timestamp\": 1787068800,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"1. FC Heidenheim\",\n", - " \"home_team_id\": 5885,\n", - " \"away_team\": \"FC Bayern München\",\n", - " \"away_team_id\": 2672,\n", - " \"home_score\": 2,\n", - " \"away_score\": 4,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16248441,\n", " \"date\": \"2026-08-22T18:30:00+00:00\",\n", " \"timestamp\": 1787423400,\n", @@ -5806,24 +5832,38 @@ " \"home_score\": 1,\n", " \"away_score\": 4,\n", " \"result\": \"W\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065235,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434032,\n", + " \"date\": \"2026-09-05T16:30:00+00:00\",\n", + " \"timestamp\": 1788625800,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"1. FSV Mainz 05\",\n", - " \"home_team_id\": 2556,\n", + " \"home_team\": \"FC Schalke 04\",\n", + " \"home_team_id\": 2530,\n", " \"away_team\": \"FC Bayern München\",\n", " \"away_team_id\": 2672,\n", - " \"home_score\": 3,\n", - " \"away_score\": 4,\n", - " \"result\": \"W\"\n", + " \"home_score\": 0,\n", + " \"away_score\": 0,\n", + " \"result\": \"D\"\n", " },\n", " {\n", + " \"match_id\": 16938858,\n", + " \"date\": \"2026-09-10T19:00:00+00:00\",\n", + " \"timestamp\": 1789066800,\n", + " \"competition\": \"UEFA Champions League\",\n", + " \"unique_tournament_id\": 7,\n", + " \"home_team\": \"FC Bayern München\",\n", + " \"home_team_id\": 2672,\n", + " \"away_team\": \"Bodø/Glimt\",\n", + " \"away_team_id\": 656,\n", + " \"home_score\": 5,\n", + " \"away_score\": 0,\n", + " \"result\": \"W\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", + " {\n", " \"match_id\": 14065232,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", " \"timestamp\": 1777728600,\n", @@ -5878,43 +5918,29 @@ " \"home_score\": 5,\n", " \"away_score\": 1,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434032,\n", + " \"date\": \"2026-09-05T16:30:00+00:00\",\n", + " \"timestamp\": 1788625800,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"FC Schalke 04\",\n", + " \"home_team_id\": 2530,\n", + " \"away_team\": \"FC Bayern München\",\n", + " \"away_team_id\": 2672,\n", + " \"home_score\": 0,\n", + " \"away_score\": 0,\n", + " \"result\": \"D\"\n", " }\n", " ]\n", " },\n", " \"2677\": {\n", " \"team\": \"VfB Stuttgart\",\n", - " \"overall_form\": \"DWLWL\",\n", - " \"bundesliga_form\": \"DDWDL\",\n", + " \"overall_form\": \"LWLWW\",\n", + " \"bundesliga_form\": \"DWDLW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16494873,\n", - " \"date\": \"2026-08-01T13:00:00+00:00\",\n", - " \"timestamp\": 1785589200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"Paris FC\",\n", - " \"home_team_id\": 6070,\n", - " \"away_team\": \"VfB Stuttgart\",\n", - " \"away_team_id\": 2677,\n", - " \"home_score\": 2,\n", - " \"away_score\": 2,\n", - " \"result\": \"D\"\n", - " },\n", - " {\n", - " \"match_id\": 16357238,\n", - " \"date\": \"2026-08-08T15:00:00+00:00\",\n", - " \"timestamp\": 1786201200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"VfB Stuttgart\",\n", - " \"home_team_id\": 2677,\n", - " \"away_team\": \"Everton\",\n", - " \"away_team_id\": 48,\n", - " \"home_score\": 3,\n", - " \"away_score\": 1,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16569180,\n", " \"date\": \"2026-08-15T15:00:00+00:00\",\n", " \"timestamp\": 1786806000,\n", @@ -5955,24 +5981,38 @@ " \"home_score\": 5,\n", " \"away_score\": 1,\n", " \"result\": \"L\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065256,\n", - " \"date\": \"2026-04-26T13:30:00+00:00\",\n", - " \"timestamp\": 1777210200,\n", + " \"match_id\": 16434036,\n", + " \"date\": \"2026-09-04T18:30:00+00:00\",\n", + " \"timestamp\": 1788546600,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", " \"home_team\": \"VfB Stuttgart\",\n", " \"home_team_id\": 2677,\n", - " \"away_team\": \"SV Werder Bremen\",\n", - " \"away_team_id\": 2534,\n", - " \"home_score\": 1,\n", + " \"away_team\": \"1. FC Köln\",\n", + " \"away_team_id\": 2671,\n", + " \"home_score\": 4,\n", " \"away_score\": 1,\n", - " \"result\": \"D\"\n", + " \"result\": \"W\"\n", " },\n", " {\n", + " \"match_id\": 16939028,\n", + " \"date\": \"2026-09-09T16:45:00+00:00\",\n", + " \"timestamp\": 1788972300,\n", + " \"competition\": \"UEFA Champions League\",\n", + " \"unique_tournament_id\": 7,\n", + " \"home_team\": \"VfB Stuttgart\",\n", + " \"home_team_id\": 2677,\n", + " \"away_team\": \"Viking FK\",\n", + " \"away_team_id\": 1164,\n", + " \"home_score\": 3,\n", + " \"away_score\": 1,\n", + " \"result\": \"W\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", + " {\n", " \"match_id\": 14065244,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", " \"timestamp\": 1777728600,\n", @@ -6027,29 +6067,29 @@ " \"home_score\": 5,\n", " \"away_score\": 1,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434036,\n", + " \"date\": \"2026-09-04T18:30:00+00:00\",\n", + " \"timestamp\": 1788546600,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"VfB Stuttgart\",\n", + " \"home_team_id\": 2677,\n", + " \"away_team\": \"1. FC Köln\",\n", + " \"away_team_id\": 2671,\n", + " \"home_score\": 4,\n", + " \"away_score\": 1,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2671\": {\n", " \"team\": \"1. FC Köln\",\n", - " \"overall_form\": \"WDWWW\",\n", - " \"bundesliga_form\": \"LDLLW\",\n", + " \"overall_form\": \"DWWWL\",\n", + " \"bundesliga_form\": \"DLLWL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16576563,\n", - " \"date\": \"2026-07-23T16:15:00+00:00\",\n", - " \"timestamp\": 1784823300,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"SV Bergisch Gladbach 09\",\n", - " \"home_team_id\": 6173,\n", - " \"away_team\": \"1. FC Köln\",\n", - " \"away_team_id\": 2671,\n", - " \"home_score\": 0,\n", - " \"away_score\": 8,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16659200,\n", " \"date\": \"2026-07-31T10:00:00+00:00\",\n", " \"timestamp\": 1785492000,\n", @@ -6104,23 +6144,23 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"W\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065238,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434036,\n", + " \"date\": \"2026-09-04T18:30:00+00:00\",\n", + " \"timestamp\": 1788546600,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"1. FC Köln\",\n", - " \"home_team_id\": 2671,\n", - " \"away_team\": \"Bayer 04 Leverkusen\",\n", - " \"away_team_id\": 2681,\n", - " \"home_score\": 1,\n", - " \"away_score\": 2,\n", + " \"home_team\": \"VfB Stuttgart\",\n", + " \"home_team_id\": 2677,\n", + " \"away_team\": \"1. FC Köln\",\n", + " \"away_team_id\": 2671,\n", + " \"home_score\": 4,\n", + " \"away_score\": 1,\n", " \"result\": \"L\"\n", - " },\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065242,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -6176,29 +6216,29 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434036,\n", + " \"date\": \"2026-09-04T18:30:00+00:00\",\n", + " \"timestamp\": 1788546600,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"VfB Stuttgart\",\n", + " \"home_team_id\": 2677,\n", + " \"away_team\": \"1. FC Köln\",\n", + " \"away_team_id\": 2671,\n", + " \"home_score\": 4,\n", + " \"away_score\": 1,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"2569\": {\n", " \"team\": \"TSG Hoffenheim\",\n", - " \"overall_form\": \"LLDWL\",\n", - " \"bundesliga_form\": \"WDWLL\",\n", + " \"overall_form\": \"LDWLL\",\n", + " \"bundesliga_form\": \"DWLLL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16743431,\n", - " \"date\": \"2026-08-07T14:00:00+00:00\",\n", - " \"timestamp\": 1786111200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"TSG Hoffenheim\",\n", - " \"home_team_id\": 2569,\n", - " \"away_team\": \"Borussia M'gladbach\",\n", - " \"away_team_id\": 2527,\n", - " \"home_score\": 1,\n", - " \"away_score\": 4,\n", - " \"result\": \"L\"\n", - " },\n", - " {\n", " \"match_id\": 16439188,\n", " \"date\": \"2026-08-15T14:00:00+00:00\",\n", " \"timestamp\": 1786802400,\n", @@ -6253,23 +6293,23 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"L\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065237,\n", - " \"date\": \"2026-04-25T16:30:00+00:00\",\n", - " \"timestamp\": 1777134600,\n", + " \"match_id\": 16434019,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"Hamburger SV\",\n", - " \"home_team_id\": 2676,\n", - " \"away_team\": \"TSG Hoffenheim\",\n", - " \"away_team_id\": 2569,\n", - " \"home_score\": 1,\n", - " \"away_score\": 2,\n", - " \"result\": \"W\"\n", - " },\n", + " \"home_team\": \"TSG Hoffenheim\",\n", + " \"home_team_id\": 2569,\n", + " \"away_team\": \"Borussia Dortmund\",\n", + " \"away_team_id\": 2673,\n", + " \"home_score\": 2,\n", + " \"away_score\": 3,\n", + " \"result\": \"L\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065244,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -6325,29 +6365,29 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"L\"\n", - " }\n", - " ]\n", + " },\n", + " {\n", + " \"match_id\": 16434019,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"TSG Hoffenheim\",\n", + " \"home_team_id\": 2569,\n", + " \"away_team\": \"Borussia Dortmund\",\n", + " \"away_team_id\": 2673,\n", + " \"home_score\": 2,\n", + " \"away_score\": 3,\n", + " \"result\": \"L\"\n", + " }\n", + " ]\n", " },\n", " \"2547\": {\n", " \"team\": \"1. FC Union Berlin\",\n", - " \"overall_form\": \"DWLWD\",\n", - " \"bundesliga_form\": \"LDWWD\",\n", + " \"overall_form\": \"WLWDL\",\n", + " \"bundesliga_form\": \"DWWDL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16363515,\n", - " \"date\": \"2026-08-02T12:00:00+00:00\",\n", - " \"timestamp\": 1785672000,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"1. FC Union Berlin\",\n", - " \"home_team_id\": 2547,\n", - " \"away_team\": \"Cagliari\",\n", - " \"away_team_id\": 2719,\n", - " \"home_score\": 2,\n", - " \"away_score\": 2,\n", - " \"result\": \"D\"\n", - " },\n", - " {\n", " \"match_id\": 16739436,\n", " \"date\": \"2026-08-09T13:30:00+00:00\",\n", " \"timestamp\": 1786282200,\n", @@ -6402,23 +6442,23 @@ " \"home_score\": 3,\n", " \"away_score\": 3,\n", " \"result\": \"D\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065257,\n", - " \"date\": \"2026-04-24T18:30:00+00:00\",\n", - " \"timestamp\": 1777055400,\n", + " \"match_id\": 16434042,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"RB Leipzig\",\n", - " \"home_team_id\": 36360,\n", + " \"home_team\": \"Bayer 04 Leverkusen\",\n", + " \"home_team_id\": 2681,\n", " \"away_team\": \"1. FC Union Berlin\",\n", " \"away_team_id\": 2547,\n", - " \"home_score\": 3,\n", - " \"away_score\": 1,\n", + " \"home_score\": 4,\n", + " \"away_score\": 0,\n", " \"result\": \"L\"\n", - " },\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065242,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -6474,29 +6514,29 @@ " \"home_score\": 3,\n", " \"away_score\": 3,\n", " \"result\": \"D\"\n", + " },\n", + " {\n", + " \"match_id\": 16434042,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Bayer 04 Leverkusen\",\n", + " \"home_team_id\": 2681,\n", + " \"away_team\": \"1. FC Union Berlin\",\n", + " \"away_team_id\": 2547,\n", + " \"home_score\": 4,\n", + " \"away_score\": 0,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"2674\": {\n", " \"team\": \"Eintracht Frankfurt\",\n", - " \"overall_form\": \"WWLWD\",\n", - " \"bundesliga_form\": \"DLLDD\",\n", + " \"overall_form\": \"WLWDL\",\n", + " \"bundesliga_form\": \"LLDDL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16569178,\n", - " \"date\": \"2026-08-08T13:00:00+00:00\",\n", - " \"timestamp\": 1786194000,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"Eintracht Frankfurt\",\n", - " \"home_team_id\": 2674,\n", - " \"away_team\": \"Hull City\",\n", - " \"away_team_id\": 96,\n", - " \"home_score\": 2,\n", - " \"away_score\": 0,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16570790,\n", " \"date\": \"2026-08-12T16:30:00+00:00\",\n", " \"timestamp\": 1786552200,\n", @@ -6551,23 +6591,23 @@ " \"home_score\": 3,\n", " \"away_score\": 3,\n", " \"result\": \"D\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065231,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434021,\n", + " \"date\": \"2026-09-06T15:30:00+00:00\",\n", + " \"timestamp\": 1788708600,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"FC Augsburg\",\n", - " \"home_team_id\": 2600,\n", - " \"away_team\": \"Eintracht Frankfurt\",\n", - " \"away_team_id\": 2674,\n", + " \"home_team\": \"Eintracht Frankfurt\",\n", + " \"home_team_id\": 2674,\n", + " \"away_team\": \"FC Augsburg\",\n", + " \"away_team_id\": 2600,\n", " \"home_score\": 1,\n", - " \"away_score\": 1,\n", - " \"result\": \"D\"\n", - " },\n", + " \"away_score\": 4,\n", + " \"result\": \"L\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065239,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -6623,29 +6663,29 @@ " \"home_score\": 3,\n", " \"away_score\": 3,\n", " \"result\": \"D\"\n", + " },\n", + " {\n", + " \"match_id\": 16434021,\n", + " \"date\": \"2026-09-06T15:30:00+00:00\",\n", + " \"timestamp\": 1788708600,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Eintracht Frankfurt\",\n", + " \"home_team_id\": 2674,\n", + " \"away_team\": \"FC Augsburg\",\n", + " \"away_team_id\": 2600,\n", + " \"home_score\": 1,\n", + " \"away_score\": 4,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"2556\": {\n", " \"team\": \"1. FSV Mainz 05\",\n", - " \"overall_form\": \"DWWWD\",\n", - " \"bundesliga_form\": \"LWLWD\",\n", + " \"overall_form\": \"WWWDW\",\n", + " \"bundesliga_form\": \"WLWDW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16568868,\n", - " \"date\": \"2026-08-01T14:00:00+00:00\",\n", - " \"timestamp\": 1785592800,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"1. FSV Mainz 05\",\n", - " \"home_team_id\": 2556,\n", - " \"away_team\": \"Udinese\",\n", - " \"away_team_id\": 2695,\n", - " \"home_score\": 3,\n", - " \"away_score\": 3,\n", - " \"result\": \"D\"\n", - " },\n", - " {\n", " \"match_id\": 16739557,\n", " \"date\": \"2026-08-08T15:00:00+00:00\",\n", " \"timestamp\": 1786201200,\n", @@ -6700,23 +6740,23 @@ " \"home_score\": 0,\n", " \"away_score\": 0,\n", " \"result\": \"D\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065235,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434030,\n", + " \"date\": \"2026-09-06T13:30:00+00:00\",\n", + " \"timestamp\": 1788701400,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"1. FSV Mainz 05\",\n", - " \"home_team_id\": 2556,\n", - " \"away_team\": \"FC Bayern München\",\n", - " \"away_team_id\": 2672,\n", - " \"home_score\": 3,\n", - " \"away_score\": 4,\n", - " \"result\": \"L\"\n", - " },\n", + " \"home_team\": \"Hamburger SV\",\n", + " \"home_team_id\": 2676,\n", + " \"away_team\": \"1. FSV Mainz 05\",\n", + " \"away_team_id\": 2556,\n", + " \"home_score\": 0,\n", + " \"away_score\": 5,\n", + " \"result\": \"W\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065246,\n", " \"date\": \"2026-05-03T13:30:00+00:00\",\n", @@ -6772,29 +6812,29 @@ " \"home_score\": 0,\n", " \"away_score\": 0,\n", " \"result\": \"D\"\n", + " },\n", + " {\n", + " \"match_id\": 16434030,\n", + " \"date\": \"2026-09-06T13:30:00+00:00\",\n", + " \"timestamp\": 1788701400,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Hamburger SV\",\n", + " \"home_team_id\": 2676,\n", + " \"away_team\": \"1. FSV Mainz 05\",\n", + " \"away_team_id\": 2556,\n", + " \"home_score\": 0,\n", + " \"away_score\": 5,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2561\": {\n", " \"team\": \"SC Paderborn 07\",\n", - " \"overall_form\": \"WWDWD\",\n", - " \"bundesliga_form\": \"DDD\",\n", + " \"overall_form\": \"WDWDL\",\n", + " \"bundesliga_form\": \"DDDL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16665883,\n", - " \"date\": \"2026-07-29T10:30:00+00:00\",\n", - " \"timestamp\": 1785321000,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"SC Paderborn 07\",\n", - " \"home_team_id\": 2561,\n", - " \"away_team\": \"Southampton\",\n", - " \"away_team_id\": 45,\n", - " \"home_score\": 2,\n", - " \"away_score\": 1,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16489897,\n", " \"date\": \"2026-08-01T13:30:00+00:00\",\n", " \"timestamp\": 1785591000,\n", @@ -6849,6 +6889,20 @@ " \"home_score\": 0,\n", " \"away_score\": 0,\n", " \"result\": \"D\"\n", + " },\n", + " {\n", + " \"match_id\": 16434024,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"SC Paderborn 07\",\n", + " \"home_team_id\": 2561,\n", + " \"away_team\": \"SC Freiburg\",\n", + " \"away_team_id\": 2538,\n", + " \"home_score\": 0,\n", + " \"away_score\": 1,\n", + " \"result\": \"L\"\n", " }\n", " ],\n", " \"bundesliga_matches\": [\n", @@ -6893,43 +6947,29 @@ " \"home_score\": 0,\n", " \"away_score\": 0,\n", " \"result\": \"D\"\n", + " },\n", + " {\n", + " \"match_id\": 16434024,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"SC Paderborn 07\",\n", + " \"home_team_id\": 2561,\n", + " \"away_team\": \"SC Freiburg\",\n", + " \"away_team_id\": 2538,\n", + " \"home_score\": 0,\n", + " \"away_score\": 1,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"36360\": {\n", " \"team\": \"RB Leipzig\",\n", - " \"overall_form\": \"WLLWW\",\n", - " \"bundesliga_form\": \"WLWLW\",\n", + " \"overall_form\": \"LWWLL\",\n", + " \"bundesliga_form\": \"LWLWL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16408673,\n", - " \"date\": \"2026-08-01T09:30:00+00:00\",\n", - " \"timestamp\": 1785576600,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"RB Leipzig\",\n", - " \"home_team_id\": 36360,\n", - " \"away_team\": \"SC Verl\",\n", - " \"away_team_id\": 2593,\n", - " \"home_score\": 4,\n", - " \"away_score\": 0,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", - " \"match_id\": 16400329,\n", - " \"date\": \"2026-08-08T13:00:00+00:00\",\n", - " \"timestamp\": 1786194000,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"Leeds United\",\n", - " \"home_team_id\": 34,\n", - " \"away_team\": \"RB Leipzig\",\n", - " \"away_team_id\": 36360,\n", - " \"home_score\": 1,\n", - " \"away_score\": 0,\n", - " \"result\": \"L\"\n", - " },\n", - " {\n", " \"match_id\": 16242805,\n", " \"date\": \"2026-08-15T13:30:00+00:00\",\n", " \"timestamp\": 1786800600,\n", @@ -6970,24 +7010,38 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"W\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065257,\n", - " \"date\": \"2026-04-24T18:30:00+00:00\",\n", - " \"timestamp\": 1777055400,\n", + " \"match_id\": 16434101,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"RB Leipzig\",\n", - " \"home_team_id\": 36360,\n", - " \"away_team\": \"1. FC Union Berlin\",\n", - " \"away_team_id\": 2547,\n", + " \"home_team\": \"SV Werder Bremen\",\n", + " \"home_team_id\": 2534,\n", + " \"away_team\": \"RB Leipzig\",\n", + " \"away_team_id\": 36360,\n", " \"home_score\": 3,\n", " \"away_score\": 1,\n", - " \"result\": \"W\"\n", + " \"result\": \"L\"\n", " },\n", " {\n", + " \"match_id\": 16939034,\n", + " \"date\": \"2026-09-10T19:00:00+00:00\",\n", + " \"timestamp\": 1789066800,\n", + " \"competition\": \"UEFA Champions League\",\n", + " \"unique_tournament_id\": 7,\n", + " \"home_team\": \"Como\",\n", + " \"home_team_id\": 2704,\n", + " \"away_team\": \"RB Leipzig\",\n", + " \"away_team_id\": 36360,\n", + " \"home_score\": 4,\n", + " \"away_score\": 1,\n", + " \"result\": \"L\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", + " {\n", " \"match_id\": 14065236,\n", " \"date\": \"2026-05-02T16:30:00+00:00\",\n", " \"timestamp\": 1777739400,\n", @@ -7042,29 +7096,29 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434101,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"SV Werder Bremen\",\n", + " \"home_team_id\": 2534,\n", + " \"away_team\": \"RB Leipzig\",\n", + " \"away_team_id\": 36360,\n", + " \"home_score\": 3,\n", + " \"away_score\": 1,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"2527\": {\n", " \"team\": \"Borussia M'gladbach\",\n", - " \"overall_form\": \"WWWWL\",\n", - " \"bundesliga_form\": \"DWLWL\",\n", + " \"overall_form\": \"WWWLL\",\n", + " \"bundesliga_form\": \"WLWLL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16743431,\n", - " \"date\": \"2026-08-07T14:00:00+00:00\",\n", - " \"timestamp\": 1786111200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"TSG Hoffenheim\",\n", - " \"home_team_id\": 2569,\n", - " \"away_team\": \"Borussia M'gladbach\",\n", - " \"away_team_id\": 2527,\n", - " \"home_score\": 1,\n", - " \"away_score\": 4,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16569177,\n", " \"date\": \"2026-08-12T16:00:00+00:00\",\n", " \"timestamp\": 1786550400,\n", @@ -7119,23 +7173,23 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"L\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065233,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434028,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"VfL Wolfsburg\",\n", - " \"home_team_id\": 2524,\n", - " \"away_team\": \"Borussia M'gladbach\",\n", - " \"away_team_id\": 2527,\n", - " \"home_score\": 0,\n", - " \"away_score\": 0,\n", - " \"result\": \"D\"\n", - " },\n", + " \"home_team\": \"Borussia M'gladbach\",\n", + " \"home_team_id\": 2527,\n", + " \"away_team\": \"SV 07 Elversberg\",\n", + " \"away_team_id\": 2598,\n", + " \"home_score\": 3,\n", + " \"away_score\": 4,\n", + " \"result\": \"L\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065243,\n", " \"date\": \"2026-05-03T15:30:00+00:00\",\n", @@ -7191,29 +7245,29 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434028,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Borussia M'gladbach\",\n", + " \"home_team_id\": 2527,\n", + " \"away_team\": \"SV 07 Elversberg\",\n", + " \"away_team_id\": 2598,\n", + " \"home_score\": 3,\n", + " \"away_score\": 4,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"2598\": {\n", " \"team\": \"SV 07 Elversberg\",\n", - " \"overall_form\": \"WDWWW\",\n", - " \"bundesliga_form\": \"W\",\n", + " \"overall_form\": \"DWWWW\",\n", + " \"bundesliga_form\": \"WW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16489898,\n", - " \"date\": \"2026-08-04T16:00:00+00:00\",\n", - " \"timestamp\": 1785859200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"RC Strasbourg\",\n", - " \"home_team_id\": 1659,\n", - " \"away_team\": \"SV 07 Elversberg\",\n", - " \"away_team_id\": 2598,\n", - " \"home_score\": 2,\n", - " \"away_score\": 5,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16575693,\n", " \"date\": \"2026-08-08T19:00:00+00:00\",\n", " \"timestamp\": 1786215600,\n", @@ -7268,6 +7322,20 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434028,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Borussia M'gladbach\",\n", + " \"home_team_id\": 2527,\n", + " \"away_team\": \"SV 07 Elversberg\",\n", + " \"away_team_id\": 2598,\n", + " \"home_score\": 3,\n", + " \"away_score\": 4,\n", + " \"result\": \"W\"\n", " }\n", " ],\n", " \"bundesliga_matches\": [\n", @@ -7284,29 +7352,29 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434028,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Borussia M'gladbach\",\n", + " \"home_team_id\": 2527,\n", + " \"away_team\": \"SV 07 Elversberg\",\n", + " \"away_team_id\": 2598,\n", + " \"home_score\": 3,\n", + " \"away_score\": 4,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2681\": {\n", " \"team\": \"Bayer 04 Leverkusen\",\n", - " \"overall_form\": \"WLWWL\",\n", - " \"bundesliga_form\": \"WWLDL\",\n", + " \"overall_form\": \"LWWLW\",\n", + " \"bundesliga_form\": \"WLDLW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16256385,\n", - " \"date\": \"2026-08-08T13:30:00+00:00\",\n", - " \"timestamp\": 1786195800,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"Bayer 04 Leverkusen\",\n", - " \"home_team_id\": 2681,\n", - " \"away_team\": \"Sevilla\",\n", - " \"away_team_id\": 2833,\n", - " \"home_score\": 2,\n", - " \"away_score\": 1,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16439190,\n", " \"date\": \"2026-08-12T18:45:00+00:00\",\n", " \"timestamp\": 1786560300,\n", @@ -7361,23 +7429,23 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"L\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065238,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434042,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"1. FC Köln\",\n", - " \"home_team_id\": 2671,\n", - " \"away_team\": \"Bayer 04 Leverkusen\",\n", - " \"away_team_id\": 2681,\n", - " \"home_score\": 1,\n", - " \"away_score\": 2,\n", + " \"home_team\": \"Bayer 04 Leverkusen\",\n", + " \"home_team_id\": 2681,\n", + " \"away_team\": \"1. FC Union Berlin\",\n", + " \"away_team_id\": 2547,\n", + " \"home_score\": 4,\n", + " \"away_score\": 0,\n", " \"result\": \"W\"\n", - " },\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065236,\n", " \"date\": \"2026-05-02T16:30:00+00:00\",\n", @@ -7433,43 +7501,29 @@ " \"home_score\": 3,\n", " \"away_score\": 2,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434042,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Bayer 04 Leverkusen\",\n", + " \"home_team_id\": 2681,\n", + " \"away_team\": \"1. FC Union Berlin\",\n", + " \"away_team_id\": 2547,\n", + " \"home_score\": 4,\n", + " \"away_score\": 0,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2673\": {\n", " \"team\": \"Borussia Dortmund\",\n", - " \"overall_form\": \"WDLWW\",\n", - " \"bundesliga_form\": \"WLWWW\",\n", + " \"overall_form\": \"LWWWW\",\n", + " \"bundesliga_form\": \"LWWWW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16435283,\n", - " \"date\": \"2026-08-09T13:00:00+00:00\",\n", - " \"timestamp\": 1786280400,\n", - " \"competition\": \"Emirates Cup\",\n", - " \"unique_tournament_id\": 1295,\n", - " \"home_team\": \"Arsenal\",\n", - " \"home_team_id\": 42,\n", - " \"away_team\": \"Borussia Dortmund\",\n", - " \"away_team_id\": 2673,\n", - " \"home_score\": 2,\n", - " \"away_score\": 3,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", - " \"match_id\": 16332215,\n", - " \"date\": \"2026-08-15T15:30:00+00:00\",\n", - " \"timestamp\": 1786807800,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"Borussia Dortmund\",\n", - " \"home_team_id\": 2673,\n", - " \"away_team\": \"AS Roma\",\n", - " \"away_team_id\": 2702,\n", - " \"home_score\": 2,\n", - " \"away_score\": 2,\n", - " \"result\": \"D\"\n", - " },\n", - " {\n", " \"match_id\": 16248441,\n", " \"date\": \"2026-08-22T18:30:00+00:00\",\n", " \"timestamp\": 1787423400,\n", @@ -7510,23 +7564,37 @@ " \"home_score\": 0,\n", " \"away_score\": 5,\n", " \"result\": \"W\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065228,\n", - " \"date\": \"2026-04-26T15:30:00+00:00\",\n", - " \"timestamp\": 1777217400,\n", + " \"match_id\": 16434019,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"TSG Hoffenheim\",\n", + " \"home_team_id\": 2569,\n", + " \"away_team\": \"Borussia Dortmund\",\n", + " \"away_team_id\": 2673,\n", + " \"home_score\": 2,\n", + " \"away_score\": 3,\n", + " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16938848,\n", + " \"date\": \"2026-09-08T19:00:00+00:00\",\n", + " \"timestamp\": 1788894000,\n", + " \"competition\": \"UEFA Champions League\",\n", + " \"unique_tournament_id\": 7,\n", " \"home_team\": \"Borussia Dortmund\",\n", " \"home_team_id\": 2673,\n", - " \"away_team\": \"SC Freiburg\",\n", - " \"away_team_id\": 2538,\n", - " \"home_score\": 4,\n", - " \"away_score\": 0,\n", + " \"away_team\": \"Villarreal\",\n", + " \"away_team_id\": 2819,\n", + " \"home_score\": 3,\n", + " \"away_score\": 2,\n", " \"result\": \"W\"\n", - " },\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065243,\n", " \"date\": \"2026-05-03T15:30:00+00:00\",\n", @@ -7582,29 +7650,29 @@ " \"home_score\": 2,\n", " \"away_score\": 0,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434019,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"TSG Hoffenheim\",\n", + " \"home_team_id\": 2569,\n", + " \"away_team\": \"Borussia Dortmund\",\n", + " \"away_team_id\": 2673,\n", + " \"home_score\": 2,\n", + " \"away_score\": 3,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2676\": {\n", " \"team\": \"Hamburger SV\",\n", - " \"overall_form\": \"LDWWL\",\n", - " \"bundesliga_form\": \"LWWDL\",\n", + " \"overall_form\": \"DWWLL\",\n", + " \"bundesliga_form\": \"WWDLL\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16424189,\n", - " \"date\": \"2026-08-01T15:00:00+00:00\",\n", - " \"timestamp\": 1785596400,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"Hamburger SV\",\n", - " \"home_team_id\": 2676,\n", - " \"away_team\": \"Everton\",\n", - " \"away_team_id\": 48,\n", - " \"home_score\": 1,\n", - " \"away_score\": 2,\n", - " \"result\": \"L\"\n", - " },\n", - " {\n", " \"match_id\": 16739388,\n", " \"date\": \"2026-08-08T13:00:00+00:00\",\n", " \"timestamp\": 1786194000,\n", @@ -7659,23 +7727,23 @@ " \"home_score\": 2,\n", " \"away_score\": 0,\n", " \"result\": \"L\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065237,\n", - " \"date\": \"2026-04-25T16:30:00+00:00\",\n", - " \"timestamp\": 1777134600,\n", + " \"match_id\": 16434030,\n", + " \"date\": \"2026-09-06T13:30:00+00:00\",\n", + " \"timestamp\": 1788701400,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", " \"home_team\": \"Hamburger SV\",\n", " \"home_team_id\": 2676,\n", - " \"away_team\": \"TSG Hoffenheim\",\n", - " \"away_team_id\": 2569,\n", - " \"home_score\": 1,\n", - " \"away_score\": 2,\n", + " \"away_team\": \"1. FSV Mainz 05\",\n", + " \"away_team_id\": 2556,\n", + " \"home_score\": 0,\n", + " \"away_score\": 5,\n", " \"result\": \"L\"\n", - " },\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065239,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -7731,29 +7799,29 @@ " \"home_score\": 2,\n", " \"away_score\": 0,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434030,\n", + " \"date\": \"2026-09-06T13:30:00+00:00\",\n", + " \"timestamp\": 1788701400,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Hamburger SV\",\n", + " \"home_team_id\": 2676,\n", + " \"away_team\": \"1. FSV Mainz 05\",\n", + " \"away_team_id\": 2556,\n", + " \"home_score\": 0,\n", + " \"away_score\": 5,\n", + " \"result\": \"L\"\n", " }\n", " ]\n", " },\n", " \"2538\": {\n", " \"team\": \"SC Freiburg\",\n", " \"overall_form\": \"WWWWW\",\n", - " \"bundesliga_form\": \"LDLWW\",\n", + " \"bundesliga_form\": \"DLWWW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16400328,\n", - " \"date\": \"2026-08-15T12:00:00+00:00\",\n", - " \"timestamp\": 1786795200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"SC Freiburg\",\n", - " \"home_team_id\": 2538,\n", - " \"away_team\": \"Crystal Palace\",\n", - " \"away_team_id\": 7,\n", - " \"home_score\": 2,\n", - " \"away_score\": 0,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16717090,\n", " \"date\": \"2026-08-20T18:30:00+00:00\",\n", " \"timestamp\": 1787250600,\n", @@ -7808,23 +7876,23 @@ " \"home_score\": 4,\n", " \"away_score\": 1,\n", " \"result\": \"W\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065228,\n", - " \"date\": \"2026-04-26T15:30:00+00:00\",\n", - " \"timestamp\": 1777217400,\n", + " \"match_id\": 16434024,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"Borussia Dortmund\",\n", - " \"home_team_id\": 2673,\n", + " \"home_team\": \"SC Paderborn 07\",\n", + " \"home_team_id\": 2561,\n", " \"away_team\": \"SC Freiburg\",\n", " \"away_team_id\": 2538,\n", - " \"home_score\": 4,\n", - " \"away_score\": 0,\n", - " \"result\": \"L\"\n", - " },\n", + " \"home_score\": 0,\n", + " \"away_score\": 1,\n", + " \"result\": \"W\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065240,\n", " \"date\": \"2026-05-03T17:30:00+00:00\",\n", @@ -7880,29 +7948,29 @@ " \"home_score\": 4,\n", " \"away_score\": 1,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434024,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"SC Paderborn 07\",\n", + " \"home_team_id\": 2561,\n", + " \"away_team\": \"SC Freiburg\",\n", + " \"away_team_id\": 2538,\n", + " \"home_score\": 0,\n", + " \"away_score\": 1,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2534\": {\n", " \"team\": \"SV Werder Bremen\",\n", - " \"overall_form\": \"DLWWL\",\n", - " \"bundesliga_form\": \"DLLLL\",\n", + " \"overall_form\": \"LWWLW\",\n", + " \"bundesliga_form\": \"LLLLW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16489645,\n", - " \"date\": \"2026-08-08T12:00:00+00:00\",\n", - " \"timestamp\": 1786190400,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"SV Werder Bremen\",\n", - " \"home_team_id\": 2534,\n", - " \"away_team\": \"SC Paderborn 07\",\n", - " \"away_team_id\": 2561,\n", - " \"home_score\": 2,\n", - " \"away_score\": 2,\n", - " \"result\": \"D\"\n", - " },\n", - " {\n", " \"match_id\": 16570791,\n", " \"date\": \"2026-08-15T12:30:00+00:00\",\n", " \"timestamp\": 1786797000,\n", @@ -7957,23 +8025,23 @@ " \"home_score\": 4,\n", " \"away_score\": 1,\n", " \"result\": \"L\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065256,\n", - " \"date\": \"2026-04-26T13:30:00+00:00\",\n", - " \"timestamp\": 1777210200,\n", + " \"match_id\": 16434101,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"VfB Stuttgart\",\n", - " \"home_team_id\": 2677,\n", - " \"away_team\": \"SV Werder Bremen\",\n", - " \"away_team_id\": 2534,\n", - " \"home_score\": 1,\n", + " \"home_team\": \"SV Werder Bremen\",\n", + " \"home_team_id\": 2534,\n", + " \"away_team\": \"RB Leipzig\",\n", + " \"away_team_id\": 36360,\n", + " \"home_score\": 3,\n", " \"away_score\": 1,\n", - " \"result\": \"D\"\n", - " },\n", + " \"result\": \"W\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065241,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -8029,29 +8097,29 @@ " \"home_score\": 4,\n", " \"away_score\": 1,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434101,\n", + " \"date\": \"2026-09-05T13:30:00+00:00\",\n", + " \"timestamp\": 1788615000,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"SV Werder Bremen\",\n", + " \"home_team_id\": 2534,\n", + " \"away_team\": \"RB Leipzig\",\n", + " \"away_team_id\": 36360,\n", + " \"home_score\": 3,\n", + " \"away_score\": 1,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2600\": {\n", " \"team\": \"FC Augsburg\",\n", - " \"overall_form\": \"WWLWW\",\n", - " \"bundesliga_form\": \"DWWLW\",\n", + " \"overall_form\": \"WLWWW\",\n", + " \"bundesliga_form\": \"WWLWW\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16489896,\n", - " \"date\": \"2026-08-05T17:00:00+00:00\",\n", - " \"timestamp\": 1785949200,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"SC Schwaz\",\n", - " \"home_team_id\": 23832,\n", - " \"away_team\": \"FC Augsburg\",\n", - " \"away_team_id\": 2600,\n", - " \"home_score\": 0,\n", - " \"away_score\": 15,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16408267,\n", " \"date\": \"2026-08-08T13:30:00+00:00\",\n", " \"timestamp\": 1786195800,\n", @@ -8106,23 +8174,23 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"W\"\n", - " }\n", - " ],\n", - " \"bundesliga_matches\": [\n", + " },\n", " {\n", - " \"match_id\": 14065231,\n", - " \"date\": \"2026-04-25T13:30:00+00:00\",\n", - " \"timestamp\": 1777123800,\n", + " \"match_id\": 16434021,\n", + " \"date\": \"2026-09-06T15:30:00+00:00\",\n", + " \"timestamp\": 1788708600,\n", " \"competition\": \"Bundesliga\",\n", " \"unique_tournament_id\": 35,\n", - " \"home_team\": \"FC Augsburg\",\n", - " \"home_team_id\": 2600,\n", - " \"away_team\": \"Eintracht Frankfurt\",\n", - " \"away_team_id\": 2674,\n", + " \"home_team\": \"Eintracht Frankfurt\",\n", + " \"home_team_id\": 2674,\n", + " \"away_team\": \"FC Augsburg\",\n", + " \"away_team_id\": 2600,\n", " \"home_score\": 1,\n", - " \"away_score\": 1,\n", - " \"result\": \"D\"\n", - " },\n", + " \"away_score\": 4,\n", + " \"result\": \"W\"\n", + " }\n", + " ],\n", + " \"bundesliga_matches\": [\n", " {\n", " \"match_id\": 14065241,\n", " \"date\": \"2026-05-02T13:30:00+00:00\",\n", @@ -8178,29 +8246,29 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"W\"\n", + " },\n", + " {\n", + " \"match_id\": 16434021,\n", + " \"date\": \"2026-09-06T15:30:00+00:00\",\n", + " \"timestamp\": 1788708600,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"Eintracht Frankfurt\",\n", + " \"home_team_id\": 2674,\n", + " \"away_team\": \"FC Augsburg\",\n", + " \"away_team_id\": 2600,\n", + " \"home_score\": 1,\n", + " \"away_score\": 4,\n", + " \"result\": \"W\"\n", " }\n", " ]\n", " },\n", " \"2530\": {\n", " \"team\": \"FC Schalke 04\",\n", - " \"overall_form\": \"WLLDL\",\n", - " \"bundesliga_form\": \"L\",\n", + " \"overall_form\": \"LLDLD\",\n", + " \"bundesliga_form\": \"LD\",\n", " \"overall_matches\": [\n", " {\n", - " \"match_id\": 16293563,\n", - " \"date\": \"2026-08-01T12:00:00+00:00\",\n", - " \"timestamp\": 1785585600,\n", - " \"competition\": \"Club Friendly Games\",\n", - " \"unique_tournament_id\": 853,\n", - " \"home_team\": \"KSV Hessen Kassel\",\n", - " \"home_team_id\": 5781,\n", - " \"away_team\": \"FC Schalke 04\",\n", - " \"away_team_id\": 2530,\n", - " \"home_score\": 0,\n", - " \"away_score\": 5,\n", - " \"result\": \"W\"\n", - " },\n", - " {\n", " \"match_id\": 16400194,\n", " \"date\": \"2026-08-08T15:00:00+00:00\",\n", " \"timestamp\": 1786201200,\n", @@ -8255,6 +8323,20 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434032,\n", + " \"date\": \"2026-09-05T16:30:00+00:00\",\n", + " \"timestamp\": 1788625800,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"FC Schalke 04\",\n", + " \"home_team_id\": 2530,\n", + " \"away_team\": \"FC Bayern München\",\n", + " \"away_team_id\": 2672,\n", + " \"home_score\": 0,\n", + " \"away_score\": 0,\n", + " \"result\": \"D\"\n", " }\n", " ],\n", " \"bundesliga_matches\": [\n", @@ -8271,6 +8353,20 @@ " \"home_score\": 3,\n", " \"away_score\": 0,\n", " \"result\": \"L\"\n", + " },\n", + " {\n", + " \"match_id\": 16434032,\n", + " \"date\": \"2026-09-05T16:30:00+00:00\",\n", + " \"timestamp\": 1788625800,\n", + " \"competition\": \"Bundesliga\",\n", + " \"unique_tournament_id\": 35,\n", + " \"home_team\": \"FC Schalke 04\",\n", + " \"home_team_id\": 2530,\n", + " \"away_team\": \"FC Bayern München\",\n", + " \"away_team_id\": 2672,\n", + " \"home_score\": 0,\n", + " \"away_score\": 0,\n", + " \"result\": \"D\"\n", " }\n", " ]\n", " }\n", diff --git a/notebooks/03_team_data/02_sofascore_team_stats.ipynb b/notebooks/03_team_data/02_sofascore_team_stats.ipynb index a293b55..d109390 100644 --- a/notebooks/03_team_data/02_sofascore_team_stats.ipynb +++ b/notebooks/03_team_data/02_sofascore_team_stats.ipynb @@ -16,7 +16,7 @@ "- Place **bundesliga_teams.json** in the configured project output directory as this notebook.\n", "- Start the Jupyter or VS Code kernel with that directory as its working directory. All local paths derive from the working directory; there are no machine-specific paths.\n", "- Install the required packages if needed with: **%pip install pandas beautifulsoup4 undetected-chromedriver**.\n", - "- Chrome starts with **uc.Chrome()**. One browser session is reused for every request and closed in a finally block.\n", + "- Chrome starts with an automatically matched ChromeDriver. One browser session is reused for every request and closed in a finally block.\n", "\n", "## Matchday and season selection\n", "\n", @@ -109,7 +109,11 @@ " raise ImportError(\n", " \"Required packages are missing from this notebook kernel. Install them with: \"\n", " \"%pip install pandas beautifulsoup4 undetected-chromedriver\"\n", - " ) from exc\n" + " ) from exc\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -136,7 +140,6 @@ "# Set workflow configuration value: TOURNAMENT_ID.\n", "TOURNAMENT_ID = 35\n", "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n", - "CHROME_MAJOR_VERSION = None # Let undetected-chromedriver auto-detect Chrome.\n", "# Set workflow configuration value: MIN_MATCHDAY.\n", "MIN_MATCHDAY = 1\n", "# Set workflow configuration value: MAX_MATCHDAY.\n", @@ -322,14 +325,14 @@ "name": "stdin", "output_type": "stream", "text": [ - "Enter the current Bundesliga matchday: 2\n" + "Enter the current Bundesliga matchday: 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Matchday: 2\n", + "Matchday: 3\n", "Selected seasons: previous_season (77333), current_season (97464)\n", "Teams: 18\n", "Total requests: 36\n" @@ -539,7 +542,7 @@ "\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome()\n", + " driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", "\n", " # Process each available item while preserving the current workflow state.\n", " for team_record in teams:\n", @@ -785,14 +788,14 @@ "text": [ "\n", "Extraction complete.\n", - "Matchday: 2\n", + "Matchday: 3\n", "Selected seasons: previous_season (77333), current_season (97464)\n", "Teams: 18\n", "Total requests: 36\n", "Successful requests: 33\n", "Failed requests: 3\n", - "JSON output: C:\\kickbase project\\outputs\\sofascore\\team_stats\\bundesliga_team_statistics_md_2_20260904T084406Z.json\n", - "CSV output: C:\\kickbase project\\outputs\\sofascore\\team_stats\\bundesliga_team_statistics_md_2_20260904T084406Z.csv\n", + "JSON output: C:\\kickbase project\\outputs\\sofascore\\team_stats\\bundesliga_team_statistics_md_3_20260909T113206Z.json\n", + "CSV output: C:\\kickbase project\\outputs\\sofascore\\team_stats\\bundesliga_team_statistics_md_3_20260909T113206Z.csv\n", "\n", "Failed request summary:\n", " team team_id season_label season_id error_type error\n", @@ -852,8 +855,8 @@ " 2672\n", " previous_season\n", " 77333\n", - " 2\n", - " 2026-09-04T08:44:10+00:00\n", + " 3\n", + " 2026-09-09T11:32:09+00:00\n", " 115\n", " 21.217712\n", " 1755\n", @@ -876,22 +879,22 @@ " 2672\n", " current_season\n", " 97464\n", - " 2\n", - " 2026-09-04T08:44:12+00:00\n", - " 2\n", - " 20.000000\n", - " 78\n", - " 15\n", + " 3\n", + " 2026-09-09T11:32:10+00:00\n", + " 9\n", + " 28.125000\n", + " 95\n", + " 48\n", " ...\n", - " 64\n", - " 29\n", - " 317\n", - " 231\n", - " 548\n", - " 370\n", - " 740.0\n", - " 1\n", + " 164\n", + " 71\n", + " 1045\n", + " 414\n", + " 1459\n", + " 552\n", + " 1883.0\n", " 3\n", + " 5\n", " 0\n", " \n", " \n", @@ -900,8 +903,8 @@ " 2677\n", " previous_season\n", " 77333\n", - " 2\n", - " 2026-09-04T08:44:13+00:00\n", + " 3\n", + " 2026-09-09T11:32:11+00:00\n", " 177\n", " 25.991189\n", " 2364\n", @@ -924,22 +927,22 @@ " 2677\n", " current_season\n", " 97464\n", - " 2\n", - " 2026-09-04T08:44:14+00:00\n", - " 2\n", - " 13.333333\n", - " 145\n", - " 5\n", - " ...\n", - " 64\n", - " 13\n", - " 222\n", - " 148\n", - " 370\n", - " 548\n", - " 552.0\n", " 3\n", - " 1\n", + " 2026-09-09T11:32:11+00:00\n", + " 11\n", + " 27.500000\n", + " 192\n", + " 26\n", + " ...\n", + " 106\n", + " 48\n", + " 546\n", + " 350\n", + " 896\n", + " 926\n", + " 1250.0\n", + " 4\n", + " 4\n", " 0\n", " \n", " \n", @@ -948,8 +951,8 @@ " 2671\n", " previous_season\n", " 77333\n", - " 2\n", - " 2026-09-04T08:44:14+00:00\n", + " 3\n", + " 2026-09-09T11:32:13+00:00\n", " 175\n", " 27.301092\n", " 3130\n", @@ -980,38 +983,38 @@ "4 1. FC Köln 2671 previous_season 77333 \n", "\n", " matchday_at_capture capture_timestamp accurateCrosses \\\n", - "0 2 2026-09-04T08:44:10+00:00 115 \n", - "1 2 2026-09-04T08:44:12+00:00 2 \n", - "2 2 2026-09-04T08:44:13+00:00 177 \n", - "3 2 2026-09-04T08:44:14+00:00 2 \n", - "4 2 2026-09-04T08:44:14+00:00 175 \n", + "0 3 2026-09-09T11:32:09+00:00 115 \n", + "1 3 2026-09-09T11:32:10+00:00 9 \n", + "2 3 2026-09-09T11:32:11+00:00 177 \n", + "3 3 2026-09-09T11:32:11+00:00 11 \n", + "4 3 2026-09-09T11:32:13+00:00 175 \n", "\n", " accurateCrossesPercentage accurateFinalThirdPassesAgainst \\\n", "0 21.217712 1755 \n", - "1 20.000000 78 \n", + "1 28.125000 95 \n", "2 25.991189 2364 \n", - "3 13.333333 145 \n", + "3 27.500000 192 \n", "4 27.301092 3130 \n", "\n", " accurateLongBalls ... totalGroundDuels totalLongBalls \\\n", "0 721 ... 2192 1107 \n", - "1 15 ... 64 29 \n", + "1 48 ... 164 71 \n", "2 494 ... 1990 1030 \n", - "3 5 ... 64 13 \n", + "3 26 ... 106 48 \n", "4 439 ... 1940 1075 \n", "\n", " totalOppositionHalfPasses totalOwnHalfPasses totalPasses \\\n", "0 14910 8920 23830 \n", - "1 317 231 548 \n", + "1 1045 414 1459 \n", "2 10294 7292 17586 \n", - "3 222 148 370 \n", + "3 546 350 896 \n", "4 7198 6686 13884 \n", "\n", " totalPassesAgainst touches yellowCards yellowCardsAgainst \\\n", "0 11227 NaN 57 51 \n", - "1 370 740.0 1 3 \n", + "1 552 1883.0 3 5 \n", "2 12866 NaN 63 53 \n", - "3 548 552.0 3 1 \n", + "3 926 1250.0 4 4 \n", "4 15750 NaN 63 73 \n", "\n", " yellowRedCards \n", diff --git a/notebooks/03_team_data/03_transfermarkt_squads.ipynb b/notebooks/03_team_data/03_transfermarkt_squads.ipynb index a0c9120..4a949ab 100644 --- a/notebooks/03_team_data/03_transfermarkt_squads.ipynb +++ b/notebooks/03_team_data/03_transfermarkt_squads.ipynb @@ -23,7 +23,7 @@ "\n", "## Required packages\n", "\n", - "Install Python, Jupyter, pandas, beautifulsoup4, undetected-chromedriver, and Selenium. Chrome is started exactly with **uc.Chrome()**, so a compatible Chrome installation is required.\n" + "Install Python, Jupyter, pandas, beautifulsoup4, undetected-chromedriver, and Selenium. Chrome is started with an automatically matched ChromeDriver, so a compatible Chrome installation is required.\n" ] }, { @@ -181,7 +181,11 @@ " \"average_market_value_eur\",\n", " \"median_market_value_eur\",\n", " \"highest_market_value_eur\",\n", - "]\n" + "]\n", + "\n", + "from chrome_runtime import detect_chrome_major_version\n", + "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n", + "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n" ] }, { @@ -557,11 +561,11 @@ "output_type": "stream", "text": [ "[1/18] Loading Bayern Munich\n", - "Bayern Munich: 24 players extracted\n", + "Bayern Munich: 23 players extracted\n", "[2/18] Loading RB Leipzig\n", - "RB Leipzig: 30 players extracted\n", + "RB Leipzig: 29 players extracted\n", "[3/18] Loading Bayer Leverkusen\n", - "Bayer Leverkusen: 29 players extracted\n", + "Bayer Leverkusen: 28 players extracted\n", "[4/18] Loading Borussia Dortmund\n", "Borussia Dortmund: 30 players extracted\n", "[5/18] Loading VfB Stuttgart\n", @@ -569,13 +573,13 @@ "[6/18] Loading Eintracht Frankfurt\n", "Eintracht Frankfurt: 26 players extracted\n", "[7/18] Loading TSG Hoffenheim\n", - "TSG Hoffenheim: 28 players extracted\n", + "TSG Hoffenheim: 27 players extracted\n", "[8/18] Loading SC Freiburg\n", "SC Freiburg: 27 players extracted\n", "[9/18] Loading Mainz 05\n", - "Mainz 05: 26 players extracted\n", + "Mainz 05: 27 players extracted\n", "[10/18] Loading FC Augsburg\n", - "FC Augsburg: 28 players extracted\n", + "FC Augsburg: 27 players extracted\n", "[11/18] Loading Werder Bremen\n", "Werder Bremen: 32 players extracted\n", "[12/18] Loading Borussia Mönchengladbach\n", @@ -607,7 +611,7 @@ "\n", "# Handle expected failures with a clear, actionable message.\n", "try:\n", - " driver = uc.Chrome()\n", + " driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n", " driver.set_window_size(1920, 1080)\n", " driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n", "\n", @@ -903,14 +907,14 @@ "Teams requested: 18\n", "Teams successfully scraped: 18\n", "Teams failed: 0\n", - "Players extracted: 513\n", - "Players with market values: 499\n", + "Players extracted: 509\n", + "Players with market values: 498\n", "\n", "JSON:\n", - "C:\\kickbase project\\outputs\\transfermarkt\\squads\\transfermarkt_bundesliga_squads_2026_20260904_104425.json\n", + "C:\\kickbase project\\outputs\\transfermarkt\\squads\\transfermarkt_bundesliga_squads_2026_20260909_133232.json\n", "\n", "CSV:\n", - "C:\\kickbase project\\outputs\\transfermarkt\\squads\\transfermarkt_bundesliga_squads_2026_20260904_104425.csv\n", + "C:\\kickbase project\\outputs\\transfermarkt\\squads\\transfermarkt_bundesliga_squads_2026_20260909_133232.csv\n", "\n", "First player rows:\n" ] @@ -1073,7 +1077,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "DataFrame shape: (513, 13)\n", + "DataFrame shape: (509, 13)\n", "\n", "Player count by team:\n" ] @@ -1109,15 +1113,15 @@ " \n", " \n", " Bayern Munich\n", - " 24\n", + " 23\n", " \n", " \n", " RB Leipzig\n", - " 30\n", + " 29\n", " \n", " \n", " Bayer Leverkusen\n", - " 29\n", + " 28\n", " \n", " \n", " Borussia Dortmund\n", @@ -1133,7 +1137,7 @@ " \n", " \n", " TSG Hoffenheim\n", - " 28\n", + " 27\n", " \n", " \n", " SC Freiburg\n", @@ -1141,11 +1145,11 @@ " \n", " \n", " Mainz 05\n", - " 26\n", + " 27\n", " \n", " \n", " FC Augsburg\n", - " 28\n", + " 27\n", " \n", " \n", " Werder Bremen\n", @@ -1186,16 +1190,16 @@ "text/plain": [ " players_scraped\n", "team \n", - "Bayern Munich 24\n", - "RB Leipzig 30\n", - "Bayer Leverkusen 29\n", + "Bayern Munich 23\n", + "RB Leipzig 29\n", + "Bayer Leverkusen 28\n", "Borussia Dortmund 30\n", "VfB Stuttgart 30\n", "Eintracht Frankfurt 26\n", - "TSG Hoffenheim 28\n", + "TSG Hoffenheim 27\n", "SC Freiburg 27\n", - "Mainz 05 26\n", - "FC Augsburg 28\n", + "Mainz 05 27\n", + "FC Augsburg 27\n", "Werder Bremen 32\n", "Borussia Mönchengladbach 30\n", "1. FC Köln 29\n", @@ -1251,11 +1255,11 @@ " \n", " 0\n", " Bayern Munich\n", - " 24\n", - " 24\n", - " 1040500000\n", - " 4.335417e+07\n", - " 37500000\n", + " 23\n", + " 23\n", + " 1037500000\n", + " 4.510870e+07\n", + " 40000000\n", " 170000000\n", " \n", " \n", @@ -1271,17 +1275,17 @@ " \n", " 2\n", " RB Leipzig\n", - " 30\n", " 29\n", - " 492950000\n", - " 1.699828e+07\n", - " 15000000\n", + " 28\n", + " 487950000\n", + " 1.742679e+07\n", + " 15500000\n", " 50000000\n", " \n", " \n", " 3\n", " Bayer Leverkusen\n", - " 29\n", + " 28\n", " 27\n", " 480950000\n", " 1.781296e+07\n", @@ -1293,8 +1297,8 @@ " VfB Stuttgart\n", " 30\n", " 30\n", - " 385950000\n", - " 1.286500e+07\n", + " 379700000\n", + " 1.265667e+07\n", " 10000000\n", " 45000000\n", " \n", @@ -1311,11 +1315,11 @@ " \n", " 6\n", " TSG Hoffenheim\n", - " 28\n", - " 28\n", - " 285950000\n", - " 1.021250e+07\n", - " 7250000\n", + " 27\n", + " 27\n", + " 280950000\n", + " 1.040556e+07\n", + " 7500000\n", " 35000000\n", " \n", " \n", @@ -1331,30 +1335,30 @@ " \n", " 8\n", " FC Augsburg\n", - " 28\n", " 27\n", - " 177800000\n", - " 6.585185e+06\n", + " 26\n", + " 171800000\n", + " 6.607692e+06\n", " 4000000\n", " 22000000\n", " \n", " \n", " 9\n", " Mainz 05\n", + " 27\n", " 26\n", - " 25\n", - " 164200000\n", - " 6.568000e+06\n", - " 2500000\n", + " 164700000\n", + " 6.334615e+06\n", + " 2250000\n", " 50000000\n", " \n", " \n", " 10\n", " 1. FC Köln\n", " 29\n", - " 26\n", - " 154100000\n", - " 5.926923e+06\n", + " 27\n", + " 156100000\n", + " 5.781481e+06\n", " 3000000\n", " 45000000\n", " \n", @@ -1402,9 +1406,9 @@ " 15\n", " FC Schalke 04\n", " 27\n", - " 26\n", - " 70125000\n", - " 2.697115e+06\n", + " 27\n", + " 70925000\n", + " 2.626852e+06\n", " 2000000\n", " 9000000\n", " \n", @@ -1434,42 +1438,42 @@ ], "text/plain": [ " team players_scraped players_with_market_value \\\n", - "0 Bayern Munich 24 24 \n", + "0 Bayern Munich 23 23 \n", "1 Borussia Dortmund 30 30 \n", - "2 RB Leipzig 30 29 \n", - "3 Bayer Leverkusen 29 27 \n", + "2 RB Leipzig 29 28 \n", + "3 Bayer Leverkusen 28 27 \n", "4 VfB Stuttgart 30 30 \n", "5 Eintracht Frankfurt 26 25 \n", - "6 TSG Hoffenheim 28 28 \n", + "6 TSG Hoffenheim 27 27 \n", "7 SC Freiburg 27 27 \n", - "8 FC Augsburg 28 27 \n", - "9 Mainz 05 26 25 \n", - "10 1. FC Köln 29 26 \n", + "8 FC Augsburg 27 26 \n", + "9 Mainz 05 27 26 \n", + "10 1. FC Köln 29 27 \n", "11 Hamburger SV 28 27 \n", "12 Borussia Mönchengladbach 30 30 \n", "13 Werder Bremen 32 31 \n", "14 Union Berlin 30 29 \n", - "15 FC Schalke 04 27 26 \n", + "15 FC Schalke 04 27 27 \n", "16 SV Elversberg 27 26 \n", "17 SC Paderborn 32 32 \n", "\n", " total_market_value_eur average_market_value_eur median_market_value_eur \\\n", - "0 1040500000 4.335417e+07 37500000 \n", + "0 1037500000 4.510870e+07 40000000 \n", "1 564450000 1.881500e+07 19000000 \n", - "2 492950000 1.699828e+07 15000000 \n", + "2 487950000 1.742679e+07 15500000 \n", "3 480950000 1.781296e+07 20000000 \n", - "4 385950000 1.286500e+07 10000000 \n", + "4 379700000 1.265667e+07 10000000 \n", "5 288250000 1.153000e+07 10000000 \n", - "6 285950000 1.021250e+07 7250000 \n", + "6 280950000 1.040556e+07 7500000 \n", "7 211400000 7.829630e+06 7000000 \n", - "8 177800000 6.585185e+06 4000000 \n", - "9 164200000 6.568000e+06 2500000 \n", - "10 154100000 5.926923e+06 3000000 \n", + "8 171800000 6.607692e+06 4000000 \n", + "9 164700000 6.334615e+06 2250000 \n", + "10 156100000 5.781481e+06 3000000 \n", "11 152950000 5.664815e+06 4000000 \n", "12 138550000 4.618333e+06 4000000 \n", "13 122075000 3.937903e+06 3000000 \n", "14 115775000 3.992241e+06 2000000 \n", - "15 70125000 2.697115e+06 2000000 \n", + "15 70925000 2.626852e+06 2000000 \n", "16 58050000 2.232692e+06 1350000 \n", "17 48375000 1.511719e+06 1000000 \n", "\n", @@ -1600,7 +1604,7 @@ "Configured percentile: 80\n", "Players exported: 115\n", "CSV:\n", - "C:\\kickbase project\\outputs\\transfermarkt\\squads\\transfermarkt_bundesliga_squads_2026_20260904_104425_team_market_value_p80.csv\n" + "C:\\kickbase project\\outputs\\transfermarkt\\squads\\transfermarkt_bundesliga_squads_2026_20260909_133232_team_market_value_p80.csv\n" ] }, { @@ -1657,7 +1661,7 @@ " €45.00m\n", " 45000000\n", " https://www.transfermarkt.com/said-el-mala/pro...\n", - " 8000000.0\n", + " 7800000.0\n", " 100.0\n", " \n", " \n", @@ -1675,8 +1679,8 @@ " €18.00m\n", " 18000000\n", " https://www.transfermarkt.com/mikey-moore/prof...\n", - " 8000000.0\n", - " 96.15\n", + " 7800000.0\n", + " 96.3\n", " \n", " \n", " 2\n", @@ -1693,8 +1697,8 @@ " €9.00m\n", " 9000000\n", " https://www.transfermarkt.com/jahmai-simpson-p...\n", - " 8000000.0\n", - " 88.46\n", + " 7800000.0\n", + " 88.89\n", " \n", " \n", " 3\n", @@ -1711,8 +1715,8 @@ " €9.00m\n", " 9000000\n", " https://www.transfermarkt.com/ragnar-ache/prof...\n", - " 8000000.0\n", - " 88.46\n", + " 7800000.0\n", + " 88.89\n", " \n", " \n", " 4\n", @@ -1729,8 +1733,8 @@ " €9.00m\n", " 9000000\n", " https://www.transfermarkt.com/thijs-dallinga/p...\n", - " 8000000.0\n", - " 88.46\n", + " 7800000.0\n", + " 88.89\n", " \n", " \n", " ...\n", @@ -1899,11 +1903,11 @@ "114 https://www.transfermarkt.com/youri-regeer/pro... \n", "\n", " team_market_value_percentile_threshold_eur \\\n", - "0 8000000.0 \n", - "1 8000000.0 \n", - "2 8000000.0 \n", - "3 8000000.0 \n", - "4 8000000.0 \n", + "0 7800000.0 \n", + "1 7800000.0 \n", + "2 7800000.0 \n", + "3 7800000.0 \n", + "4 7800000.0 \n", ".. ... \n", "110 5000000.0 \n", "111 5000000.0 \n", @@ -1913,10 +1917,10 @@ "\n", " market_value_percentile_within_team \n", "0 100.0 \n", - "1 96.15 \n", - "2 88.46 \n", - "3 88.46 \n", - "4 88.46 \n", + "1 96.3 \n", + "2 88.89 \n", + "3 88.89 \n", + "4 88.89 \n", ".. ... \n", "110 90.32 \n", "111 83.87 \n", diff --git a/notebooks/03_team_data/04_kbstats_players.ipynb b/notebooks/03_team_data/04_kbstats_players.ipynb index 8840696..3ab3ce5 100644 --- a/notebooks/03_team_data/04_kbstats_players.ipynb +++ b/notebooks/03_team_data/04_kbstats_players.ipynb @@ -101,7 +101,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloaded 467 player records.\n" + "Downloaded 461 player records.\n" ] } ], @@ -133,8 +133,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "JSON saved to: C:\\kickbase project\\outputs\\kbstats\\players\\kbstats_players_20260904_104638_+0200.json\n", - "CSV saved to: C:\\kickbase project\\outputs\\kbstats\\players\\kbstats_players_20260904_104638_+0200.csv\n" + "JSON saved to: C:\\kickbase project\\outputs\\kbstats\\players\\kbstats_players_20260911_094008_+0200.json\n", + "CSV saved to: C:\\kickbase project\\outputs\\kbstats\\players\\kbstats_players_20260911_094008_+0200.csv\n" ] } ], @@ -219,23 +219,23 @@ " 2\n", " Jonathan\n", " Tah\n", - " 33630269.0\n", - " 35.0\n", + " 31005752.0\n", + " 134.0\n", + " 2.0\n", + " 2.0\n", " 1.0\n", - " 1.0\n", - " 0.0\n", - " 693.0\n", + " 6434.0\n", " ...\n", - " NaN\n", - " [{\"hasPlayed\": true, \"points\": 35}]\n", - " 3\n", + " 139.0\n", + " [{\"hasPlayed\": true, \"points\": 232}, {\"hasPlay...\n", + " 2\n", " Jonathan Tah\n", - " -637454.0\n", - " -637454.0\n", - " -561808.0\n", - " -515197.0\n", - " -3266044.0\n", - " -2432780.0\n", + " -300876.0\n", + " -300876.0\n", + " -278481.0\n", + " -197912.0\n", + " -2624517.0\n", + " -5543376.0\n", " \n", " \n", " 1\n", @@ -243,23 +243,23 @@ " 2\n", " Manuel\n", " Neuer\n", - " 14552983.0\n", - " 145.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 5767.0\n", + " 14858009.0\n", + " 121.0\n", + " 2.0\n", + " 2.0\n", + " 2.0\n", + " 11508.0\n", " ...\n", - " NaN\n", - " [{\"hasPlayed\": true, \"points\": 145}]\n", - " 1\n", + " 33.0\n", + " [{\"hasPlayed\": true, \"points\": 97}, {\"hasPlaye...\n", + " 2\n", " Manuel Neuer\n", - " 92910.0\n", - " 92910.0\n", - " 131517.0\n", - " 144356.0\n", - " 718702.0\n", - " 2317397.0\n", + " -6695.0\n", + " -6695.0\n", + " 35815.0\n", + " 67081.0\n", + " 305026.0\n", + " 2368762.0\n", " \n", " \n", " 2\n", @@ -274,16 +274,16 @@ " NaN\n", " NaN\n", " ...\n", - " NaN\n", - " [{\"hasPlayed\": false, \"points\": null}]\n", + " 0.0\n", + " [{\"hasPlayed\": false, \"points\": null}, {\"hasPl...\n", " 5\n", " Sven Ulreich\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " -41527.0\n", - " -11636.0\n", + " 0.0\n", + " -1078651.0\n", " \n", " \n", " 3\n", @@ -291,23 +291,23 @@ " 2\n", " Joshua\n", " Kimmich\n", - " 59870453.0\n", - " 303.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 5767.0\n", + " 59922635.0\n", + " 279.0\n", + " 2.0\n", + " 2.0\n", + " 2.0\n", + " 11508.0\n", " ...\n", - " NaN\n", - " [{\"hasPlayed\": true, \"points\": 303}]\n", + " 34.0\n", + " [{\"hasPlayed\": true, \"points\": 254}, {\"hasPlay...\n", " 1\n", " Joshua Kimmich\n", - " 4003.0\n", - " 4003.0\n", - " 8506.0\n", - " 13275.0\n", - " -5874.0\n", - " 559689.0\n", + " 2473.0\n", + " 2473.0\n", + " 8649.0\n", + " 8053.0\n", + " 52182.0\n", + " 389467.0\n", " \n", " \n", " 4\n", @@ -315,23 +315,23 @@ " 2\n", " Serge\n", " Gnabry\n", - " 12468509.0\n", + " 12727060.0\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " ...\n", - " NaN\n", - " [{\"hasPlayed\": false, \"points\": null}]\n", + " 0.0\n", + " [{\"hasPlayed\": false, \"points\": null}, {\"hasPl...\n", " 5\n", " Serge Gnabry\n", - " 21249.0\n", - " 21249.0\n", - " 40444.0\n", - " 2029.0\n", - " -1061834.0\n", - " -6140271.0\n", + " 118077.0\n", + " 118077.0\n", + " 115877.0\n", + " 94456.0\n", + " 258551.0\n", + " -6175974.0\n", " \n", " \n", "\n", @@ -340,39 +340,46 @@ ], "text/plain": [ " id teamId firstName lastName marketValue averagePoints games \\\n", - "0 173 2 Jonathan Tah 33630269.0 35.0 1.0 \n", - "1 237 2 Manuel Neuer 14552983.0 145.0 1.0 \n", + "0 173 2 Jonathan Tah 31005752.0 134.0 2.0 \n", + "1 237 2 Manuel Neuer 14858009.0 121.0 2.0 \n", "2 383 2 Sven Ulreich 500000.0 NaN NaN \n", - "3 1685 2 Joshua Kimmich 59870453.0 303.0 1.0 \n", - "4 1961 2 Serge Gnabry 12468509.0 NaN NaN \n", + "3 1685 2 Joshua Kimmich 59922635.0 279.0 2.0 \n", + "4 1961 2 Serge Gnabry 12727060.0 NaN NaN \n", "\n", " gamesPlayed start11 totalPlaytimeS ... pointsStdDev \\\n", - "0 1.0 0.0 693.0 ... NaN \n", - "1 1.0 1.0 5767.0 ... NaN \n", - "2 NaN NaN NaN ... NaN \n", - "3 1.0 1.0 5767.0 ... NaN \n", - "4 NaN NaN NaN ... NaN \n", + "0 2.0 1.0 6434.0 ... 139.0 \n", + "1 2.0 2.0 11508.0 ... 33.0 \n", + "2 NaN NaN NaN ... 0.0 \n", + "3 2.0 2.0 11508.0 ... 34.0 \n", + "4 NaN NaN NaN ... 0.0 \n", + "\n", + " history startProbability \\\n", + "0 [{\"hasPlayed\": true, \"points\": 232}, {\"hasPlay... 2 \n", + "1 [{\"hasPlayed\": true, \"points\": 97}, {\"hasPlaye... 2 \n", + "2 [{\"hasPlayed\": false, \"points\": null}, {\"hasPl... 5 \n", + "3 [{\"hasPlayed\": true, \"points\": 254}, {\"hasPlay... 1 \n", + "4 [{\"hasPlayed\": false, \"points\": null}, {\"hasPl... 5 \n", "\n", - " history startProbability name \\\n", - "0 [{\"hasPlayed\": true, \"points\": 35}] 3 Jonathan Tah \n", - "1 [{\"hasPlayed\": true, \"points\": 145}] 1 Manuel Neuer \n", - "2 [{\"hasPlayed\": false, \"points\": null}] 5 Sven Ulreich \n", - "3 [{\"hasPlayed\": true, \"points\": 303}] 1 Joshua Kimmich \n", - "4 [{\"hasPlayed\": false, \"points\": null}] 5 Serge Gnabry \n", + " name marketChangeToday marketChange.today \\\n", + "0 Jonathan Tah -300876.0 -300876.0 \n", + "1 Manuel Neuer -6695.0 -6695.0 \n", + "2 Sven Ulreich 0.0 0.0 \n", + "3 Joshua Kimmich 2473.0 2473.0 \n", + "4 Serge Gnabry 118077.0 118077.0 \n", "\n", - " marketChangeToday marketChange.today marketChange.yesterday \\\n", - "0 -637454.0 -637454.0 -561808.0 \n", - "1 92910.0 92910.0 131517.0 \n", - "2 0.0 0.0 0.0 \n", - "3 4003.0 4003.0 8506.0 \n", - "4 21249.0 21249.0 40444.0 \n", + " marketChange.yesterday marketChange.twoDays marketChange.sevenDaysAvg \\\n", + "0 -278481.0 -197912.0 -2624517.0 \n", + "1 35815.0 67081.0 305026.0 \n", + "2 0.0 0.0 0.0 \n", + "3 8649.0 8053.0 52182.0 \n", + "4 115877.0 94456.0 258551.0 \n", "\n", - " marketChange.twoDays marketChange.sevenDaysAvg marketChange.thirtyDaysAvg \n", - "0 -515197.0 -3266044.0 -2432780.0 \n", - "1 144356.0 718702.0 2317397.0 \n", - "2 0.0 -41527.0 -11636.0 \n", - "3 13275.0 -5874.0 559689.0 \n", - "4 2029.0 -1061834.0 -6140271.0 \n", + " marketChange.thirtyDaysAvg \n", + "0 -5543376.0 \n", + "1 2368762.0 \n", + "2 -1078651.0 \n", + "3 389467.0 \n", + "4 -6175974.0 \n", "\n", "[5 rows x 27 columns]" ] @@ -384,7 +391,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Rows: 467 | Columns: 27\n" + "Rows: 461 | Columns: 27\n" ] } ], diff --git a/notebooks/03_team_data/05_sofascore_upcoming_matches.ipynb b/notebooks/03_team_data/05_sofascore_upcoming_matches.ipynb index 97a0f7b..cc6f078 100644 --- a/notebooks/03_team_data/05_sofascore_upcoming_matches.ipynb +++ b/notebooks/03_team_data/05_sofascore_upcoming_matches.ipynb @@ -7,7 +7,7 @@ "source": [ "# SofaScore Upcoming Bundesliga Matches Extractor\n", "\n", - "This notebook retrieves upcoming SofaScore events for every team in the shared Bundesliga reference. It records the earliest valid upcoming event overall and the fixture belonging to the matchday after the user-entered squad-analysis matchday. The latter is accepted only when its SofaScore event ID occurs in the project match-ID file for that following matchday.\n", + "This notebook retrieves upcoming SofaScore events for every team in the shared Bundesliga reference. It records the earliest valid upcoming event overall and the fixture belonging to the matchday after the user-entered squad-analysis matchday. Both selections must kick off strictly after each team's fixture in the analysis matchday, whose date is retrieved from SofaScore using the local analysis match-ID file. The latter is accepted only when its SofaScore event ID occurs in the project match-ID file for that following matchday.\n", "\n", "A single reusable undetected Chrome instance opens the API JSON responses and reads them from their rendered `
` element. The browser is closed in a `finally` block even when individual teams or the overall run encounter errors."
    ]
@@ -86,18 +86,18 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "What Bundesliga matchday are you analysing your squad for?  2\n"
+      "What Bundesliga matchday are you analysing your squad for?  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Squad-analysis matchday: 2\n",
-      "Following Bundesliga matchday to check: 3\n",
+      "Squad-analysis matchday: 3\n",
+      "Following Bundesliga matchday to check: 4\n",
       "Team input file: C:\\kickbase project\\outputs\\sofascore\\reference\\bundesliga_teams.json\n",
-      "Match-ID validation file: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json\n",
-      "Snapshot output file: C:\\kickbase project\\outputs\\sofascore\\upcoming_matches\\upcoming_matches_md_3_2026-09-03_13-40-38_093590+0200.json\n"
+      "Match-ID validation file: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_4.json\n",
+      "Snapshot output file: C:\\kickbase project\\outputs\\sofascore\\upcoming_matches\\upcoming_matches_md_4_2026-09-11_09-40-35_287443+0200.json\n"
      ]
     }
    ],
@@ -121,7 +121,6 @@
     "        'beautifulsoup4, and pandas in this Jupyter kernel, then restart the kernel.'\n",
     "    ) from exc\n",
     "\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
     "HEADLESS = False\n",
     "PAGE_LOAD_TIMEOUT_SECONDS = 30\n",
     "WAIT_TIMEOUT_SECONDS = 20\n",
@@ -153,6 +152,8 @@
     "\n",
     "next_matchday = analysis_matchday + 1 if analysis_matchday < MAX_ANALYSIS_MATCHDAY else None\n",
     "\n",
+    "analysis_match_ids_path = SOFASCORE_MATCH_IDS_DIR / f'match_ids_{analysis_matchday}.json'\n",
+    "\n",
     "teams_path = SOFASCORE_REFERENCE_DIR / 'bundesliga_teams.json'\n",
     "match_ids_path = (\n",
     "    SOFASCORE_MATCH_IDS_DIR / f'match_ids_{next_matchday}.json'\n",
@@ -179,7 +180,11 @@
     "print(f'Team input file: {teams_path}')\n",
     "if match_ids_path is not None:\n",
     "    print(f'Match-ID validation file: {match_ids_path}')\n",
-    "print(f'Snapshot output file: {snapshot_output_path}')\n"
+    "print(f'Snapshot output file: {snapshot_output_path}')\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -189,7 +194,7 @@
    "source": [
     "## 3. Load and validate local inputs\n",
     "\n",
-    "The shared team reference supplies the teams to process. The derived following matchday's existing SofaScore match-ID output supplies the only event IDs eligible for `next_bundesliga_match`."
+    "The shared team reference supplies the teams to process. The analysis matchday's match-ID file identifies each team's cutoff fixture; missing or invalid cutoff data prevents selection for that team. The derived following matchday's existing SofaScore match-ID output supplies the only event IDs eligible for `next_bundesliga_match`."
    ]
   },
   {
@@ -203,7 +208,7 @@
      "output_type": "stream",
      "text": [
       "Loaded and validated 18 unique Bundesliga team(s).\n",
-      "Loaded 9 valid SofaScore match ID(s) for matchday 3.\n"
+      "Loaded 9 valid SofaScore match ID(s) for matchday 4.\n"
      ]
     }
    ],
@@ -243,6 +248,26 @@
     "        raise ValueError(f'Duplicate team ID in team file: {team_id}.')\n",
     "    teams[team_id] = {'team': team_name.strip()}\n",
     "\n",
+    "raw_analysis_matches = load_json_file(analysis_match_ids_path, f'Matchday {analysis_matchday} match-ID')\n",
+    "if not isinstance(raw_analysis_matches, list) or not raw_analysis_matches:\n",
+    "    raise ValueError('The analysis match-ID JSON must be a non-empty list of match objects.')\n",
+    "analysis_match_ids_by_team: dict[int, int] = {}\n",
+    "for match in raw_analysis_matches:\n",
+    "    if not isinstance(match, dict):\n",
+    "        raise ValueError('Each analysis match-ID entry must be an object.')\n",
+    "    for key in ('match_id', 'home_team_id', 'away_team_id'):\n",
+    "        value = match.get(key)\n",
+    "        if not isinstance(value, int) or isinstance(value, bool) or value < 1:\n",
+    "            raise ValueError(f'Analysis fixture has no valid {key}.')\n",
+    "    for team_id in (match['home_team_id'], match['away_team_id']):\n",
+    "        if team_id in analysis_match_ids_by_team:\n",
+    "            raise ValueError(f'Duplicate analysis fixture for team {team_id}.')\n",
+    "        analysis_match_ids_by_team[team_id] = match['match_id']\n",
+    "missing_teams = teams.keys() - analysis_match_ids_by_team.keys()\n",
+    "if missing_teams:\n",
+    "    raise ValueError(f'No analysis fixture found for team IDs: {sorted(missing_teams)}')\n",
+    "analysis_event_cache: dict[int, dict[str, Any]] = {}\n",
+    "\n",
     "expected_match_ids: set[int] = set()\n",
     "if next_matchday is not None:\n",
     "    raw_match_ids = load_json_file(match_ids_path, f'Matchday {next_matchday} match-ID')\n",
@@ -299,9 +324,8 @@
     "    return isinstance(value, int) and not isinstance(value, bool)\n",
     "\n",
     "\n",
-    "def fetch_team_events_page(driver: Any, team_id: int, page: int) -> tuple[list[dict[str, Any]], bool]:\n",
-    "    url = TEAM_EVENTS_URL_TEMPLATE.format(team_id=team_id, page=page)\n",
-    "    print(f'    Loading page {page}: {url}')\n",
+    "def fetch_sofascore_payload(driver: Any, url: str) -> dict[str, Any]:\n",
+    "    print(f'    Loading: {url}')\n",
     "    try:\n",
     "        driver.get(url)\n",
     "    except TimeoutException as exc:\n",
@@ -328,7 +352,15 @@
     "        payload = json.loads(response_text)\n",
     "    except json.JSONDecodeError as exc:\n",
     "        raise SofaScorePageError(f'Invalid JSON for {url} (line {exc.lineno}, column {exc.colno}).') from exc\n",
-    "    if not isinstance(payload, dict) or not isinstance(payload.get('events'), list):\n",
+    "    if not isinstance(payload, dict):\n",
+    "        raise SofaScorePageError(f'SofaScore response is not an object: {url}')\n",
+    "    return payload\n",
+    "\n",
+    "\n",
+    "def fetch_team_events_page(driver: Any, team_id: int, page: int) -> tuple[list[dict[str, Any]], bool]:\n",
+    "    url = TEAM_EVENTS_URL_TEMPLATE.format(team_id=team_id, page=page)\n",
+    "    payload = fetch_sofascore_payload(driver, url)\n",
+    "    if not isinstance(payload.get('events'), list):\n",
     "        raise SofaScorePageError(f'SofaScore response has no valid events list: {url}')\n",
     "\n",
     "    has_next_page = payload.get('hasNextPage')\n",
@@ -401,7 +433,7 @@
    "source": [
     "## 5. Collect, validate, summarize, and export\n",
     "\n",
-    "Page zero establishes the next overall event after chronological sorting. Later pages are requested only while searching for the match-ID-validated Bundesliga fixture. Individual failures leave that team's result in place and do not stop the remaining teams."
+    "Events at or before each team's analysis fixture kickoff are excluded from both selections. Pagination continues until an eligible following Bundesliga fixture is found (or an eligible overall fixture after matchday 34), subject to the configured page limit. Individual failures leave that team's result in place and do not stop the remaining teams."
    ]
   },
   {
@@ -416,509 +448,503 @@
      "text": [
       "One reusable undetected Chrome instance is ready (headless=False).\n",
       "[1/18] FC Bayern München (team_id=2672)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2672/events/next/0\n",
-      "    Warning: Bundesliga event 16434032 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434038 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434057 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434062 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434075 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434076 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434091 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434097 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434112 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434116 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434125 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434133 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434147 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434160 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434166 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434174 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434184 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434190 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434204 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434206 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434216 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434041\n",
+      "    Selecting fixtures strictly after 2026-09-13T15:30:00+00:00 (event 16434041).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2672/events/next/0\n",
+      "    Warning: Bundesliga event 16434057 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434062 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434075 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434076 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434091 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434097 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434112 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434116 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434125 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434133 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434147 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434160 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434166 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434174 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434184 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434190 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434204 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434206 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434216 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434223 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[2/18] VfB Stuttgart (team_id=2677)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2677/events/next/0\n",
-      "    Warning: Bundesliga event 16434036 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434034 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434060 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434072 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434073 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434079 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434090 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434109 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434161 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434123 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434124 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434137 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434142 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434152 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434162 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434174 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434187 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434192 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434197 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434208 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434215 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434035\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434035).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2677/events/next/0\n",
+      "    Warning: Bundesliga event 16434060 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434072 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434073 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434079 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434090 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434109 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434161 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434123 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434124 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434137 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434142 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434152 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434162 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434174 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434187 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434192 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434197 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434208 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434215 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434226 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[3/18] 1. FC Köln (team_id=2671)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2671/events/next/0\n",
-      "    Warning: Bundesliga event 16434036 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434048 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434059 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434063 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434078 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434084 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434095 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434097 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434111 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434136 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434130 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434139 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434148 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434163 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434172 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434171 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434187 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434196 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434200 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434211 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434222 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434232 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434239 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434247 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434260 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434270 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434279 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434286 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434293 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434027\n",
+      "    Selecting fixtures strictly after 2026-09-12T16:30:00+00:00 (event 16434027).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2671/events/next/0\n",
+      "    Warning: Bundesliga event 16434059 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434063 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434078 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434084 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434095 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434097 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434111 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434136 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434130 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434139 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434148 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434163 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434172 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434171 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434187 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434196 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434200 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434211 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434222 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434232 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434239 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434247 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434260 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434270 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434279 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434286 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434293 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[4/18] TSG Hoffenheim (team_id=2569)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2569/events/next/0\n",
-      "    Warning: Bundesliga event 16434019 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434052 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434056 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434061 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434088 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434083 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434094 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434102 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434115 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434119 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434125 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434143 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434145 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434156 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434165 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434171 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434179 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434192 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434202 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434207 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434218 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434035).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2569/events/next/0\n",
+      "    Warning: Bundesliga event 16434056 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434061 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434088 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434083 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434094 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434102 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434115 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434119 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434125 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434143 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434145 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434156 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434165 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434171 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434179 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434192 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434202 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434207 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434218 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[5/18] 1. FC Union Berlin (team_id=2547)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2547/events/next/0\n",
-      "    Warning: Bundesliga event 16434042 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434038 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434054 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434068 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434099 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434084 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434093 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434105 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434113 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434122 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434124 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434143 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434151 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434155 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434167 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434175 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434185 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434198 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434204 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434213 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434214 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434233 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434239 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434249 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434251 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434269 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434274 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434282 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434290 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434045\n",
+      "    Selecting fixtures strictly after 2026-09-11T18:30:00+00:00 (event 16434045).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2547/events/next/0\n",
+      "    Warning: Bundesliga event 16434054 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434068 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434099 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434084 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434093 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434105 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434113 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434122 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434124 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434143 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434151 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434155 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434167 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434175 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434185 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434198 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434204 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434213 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434214 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434233 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434239 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434249 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434251 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434269 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434274 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434282 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434290 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[6/18] Eintracht Frankfurt (team_id=2674)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2674/events/next/0\n",
-      "    Warning: Bundesliga event 16434021 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434046 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434055 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434063 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434069 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434082 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434096 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434102 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434161 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434121 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434129 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434135 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434146 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434159 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434166 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434175 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434183 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434228 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434201 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434230 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434222 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434235 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434240 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434243 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434255 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434264 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434277 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434284 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434294 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434018\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434018).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2674/events/next/0\n",
+      "    Warning: Bundesliga event 16434055 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434063 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434069 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434082 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434096 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434102 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434161 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434121 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434129 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434135 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434146 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434159 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434166 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434175 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434183 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434228 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434201 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434230 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434222 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434235 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434240 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434243 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434255 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434264 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434277 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434284 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434294 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[7/18] 1. FSV Mainz 05 (team_id=2556)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2556/events/next/0\n",
-      "    Warning: Bundesliga event 16434030 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434047 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434058 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434071 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434074 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434085 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434091 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434104 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434113 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434117 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434169 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434139 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434144 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434156 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434162 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434189 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434186 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434228 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434220 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434212 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434221 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434227 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434238 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434246 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434258 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434269 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434272 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434280 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434293 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434018).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2556/events/next/0\n",
+      "    Warning: Bundesliga event 16434058 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434071 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434074 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434085 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434091 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434104 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434113 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434117 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434169 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434139 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434144 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434156 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434162 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434189 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434186 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434228 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434220 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434212 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434221 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434227 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434238 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434246 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434258 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434269 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434272 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434280 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434293 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[8/18] SC Paderborn 07 (team_id=2561)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2561/events/next/0\n",
-      "    Warning: Bundesliga event 16434024 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434052 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434060 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434067 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434077 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434100 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434096 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434098 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434114 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434116 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434132 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434138 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434150 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434155 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434172 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434189 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434180 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434195 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434202 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434208 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434224 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434234 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434245 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434243 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434259 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434267 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434278 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434287 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434298 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434037\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434037).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2561/events/next/0\n",
+      "    Warning: Bundesliga event 16434060 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434067 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434077 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434100 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434096 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434098 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434114 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434116 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434132 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434138 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434150 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434155 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434172 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434189 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434180 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434195 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434202 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434208 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434224 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434234 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434245 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434243 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434259 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434267 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434278 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434287 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[9/18] RB Leipzig (team_id=36360)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/36360/events/next/0\n",
-      "    Warning: Bundesliga event 16434101 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434033 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434055 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434062 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434070 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434081 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434089 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434105 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434110 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434117 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434130 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434134 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434150 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434152 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434165 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434176 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434181 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434194 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434205 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434230 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434216 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434043\n",
+      "    Selecting fixtures strictly after 2026-09-13T13:30:00+00:00 (event 16434043).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/36360/events/next/0\n",
+      "    Warning: Bundesliga event 16434055 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434062 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434070 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434081 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434089 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434105 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434110 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434117 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434130 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434134 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434150 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434152 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434165 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434176 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434181 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434194 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434205 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434230 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434216 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434229 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[10/18] Borussia M'gladbach (team_id=2527)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2527/events/next/0\n",
-      "    Warning: Bundesliga event 16434028 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434047 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434059 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434061 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434073 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434100 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434092 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434103 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434118 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434120 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434129 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434141 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434147 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434154 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434167 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434176 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434188 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434193 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434220 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434211 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434218 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434226 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434245 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434253 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434266 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434268 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434275 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434284 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434296 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434040\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434040).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2527/events/next/0\n",
+      "    Warning: Bundesliga event 16434059 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434061 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434073 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434100 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434092 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434103 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434118 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434120 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434129 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434141 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434147 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434154 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434167 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434176 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434188 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434193 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434220 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434211 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434218 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434226 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434245 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434253 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434266 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434268 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434275 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434284 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434296 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[11/18] SV 07 Elversberg (team_id=2598)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2598/events/next/0\n",
-      "    Warning: Bundesliga event 16434028 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434051 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434054 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434066 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434070 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434085 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434086 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434106 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434111 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434123 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434132 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434140 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434145 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434159 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434170 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434173 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434188 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434190 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434203 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434213 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434219 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434229 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434238 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434250 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434257 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434270 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434273 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434287 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434292 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-13T15:30:00+00:00 (event 16434041).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2598/events/next/0\n",
+      "    Warning: Bundesliga event 16434054 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434066 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434070 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434085 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434086 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434106 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434111 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434123 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434132 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434140 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434145 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434159 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434170 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434173 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434188 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434190 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434203 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434213 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434219 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434229 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434238 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434250 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434257 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434270 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434273 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434287 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434292 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[12/18] Bayer 04 Leverkusen (team_id=2681)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2681/events/next/0\n",
-      "    Warning: Bundesliga event 16434042 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434033 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434058 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434065 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434088 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434079 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434095 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434098 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434108 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434120 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434131 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434135 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434149 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434160 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434164 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434173 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434185 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434191 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434205 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434212 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434217 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Loading: https://www.sofascore.com/api/v1/event/16434031\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434031).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2681/events/next/0\n",
+      "    Warning: Bundesliga event 16434058 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434065 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434088 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434079 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434095 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434098 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434108 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434120 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434131 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434135 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434149 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434160 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434164 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434173 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434185 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434191 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434205 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434212 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434217 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[13/18] Borussia Dortmund (team_id=2673)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2673/events/next/0\n",
-      "    Warning: Bundesliga event 16434019 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434034 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434050 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434068 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434069 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434076 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434086 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434103 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434108 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434126 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434127 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434134 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434144 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434163 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434158 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434177 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434179 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434195 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434197 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434210 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434214 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434037).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2673/events/next/0\n",
+      "    Warning: Bundesliga event 16434050 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434068 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434069 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434076 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434086 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434103 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434108 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434126 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434127 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434134 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434144 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434163 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434158 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434177 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434179 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434195 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434197 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434210 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434214 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434235 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[14/18] Hamburger SV (team_id=2676)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2676/events/next/0\n",
-      "    Warning: Bundesliga event 16434030 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434048 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434056 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434072 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434077 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434082 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434092 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434107 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434112 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434122 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434128 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434140 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434149 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434157 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434168 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434177 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434186 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434194 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434200 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434207 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434215 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434234 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434240 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434253 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434256 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434261 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434274 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434285 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434292 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-13T13:30:00+00:00 (event 16434043).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2676/events/next/0\n",
+      "    Warning: Bundesliga event 16434056 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434072 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434077 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434082 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434092 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434107 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434112 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434122 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434128 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434140 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434149 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434157 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434168 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434177 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434186 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434194 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434200 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434207 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434215 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434234 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434240 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434253 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434256 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434261 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434274 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434285 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434292 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[15/18] SC Freiburg (team_id=2538)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2538/events/next/0\n",
-      "    Warning: Bundesliga event 16434024 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434046 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434053 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434065 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434075 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434080 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434093 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434106 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434110 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434119 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434169 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434137 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434148 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434157 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434158 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434178 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434180 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434193 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434201 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434209 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434217 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434223 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434242 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434040).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2538/events/next/0\n",
+      "    Warning: Bundesliga event 16434053 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434065 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434075 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434080 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434093 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434106 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434110 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434119 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434169 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434137 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434148 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434157 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434158 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434178 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434180 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434193 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434201 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434209 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434217 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434223 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434242 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[16/18] SV Werder Bremen (team_id=2534)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2534/events/next/0\n",
-      "    Warning: Bundesliga event 16434101 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434049 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434050 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434067 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434074 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434083 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434090 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434107 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434118 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434121 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434131 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434133 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434151 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434153 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434170 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434178 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434181 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434196 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434199 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434210 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434224 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434227 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434241 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434244 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434256 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434268 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434277 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434283 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434297 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-12T16:30:00+00:00 (event 16434027).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2534/events/next/0\n",
+      "    Warning: Bundesliga event 16434050 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434067 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434074 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434083 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434090 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434107 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434118 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434121 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434131 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434133 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434151 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434153 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434170 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434178 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434181 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434196 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434199 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434210 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434224 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434227 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434241 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434244 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434256 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434268 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434277 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434283 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434297 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[17/18] FC Augsburg (team_id=2600)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2600/events/next/0\n",
-      "    Warning: Bundesliga event 16434021 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434049 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434057 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434066 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434099 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434080 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434089 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434104 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434115 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434136 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434127 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434138 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434142 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434154 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434168 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434182 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434183 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434191 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434199 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434206 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434219 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434233 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434242 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434248 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434258 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434265 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434279 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434288 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434298 is not in the requested matchday 3 match-ID file; rejecting it.\n",
+      "    Selecting fixtures strictly after 2026-09-12T13:30:00+00:00 (event 16434031).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2600/events/next/0\n",
+      "    Warning: Bundesliga event 16434057 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434066 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434099 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434080 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434089 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434104 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434115 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434136 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434127 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434138 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434142 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434154 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434168 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434182 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434183 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434191 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434199 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434206 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434219 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434233 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434242 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434248 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434258 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434265 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434279 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434288 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434298 is not in the requested matchday 4 match-ID file; rejecting it.\n",
       "[18/18] FC Schalke 04 (team_id=2530)\n",
-      "    Loading page 0: https://www.sofascore.com/api/v1/team/2530/events/next/0\n",
-      "    Warning: Bundesliga event 16434032 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434051 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434053 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434071 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434078 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434081 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434094 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434109 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434114 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434126 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434128 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434141 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434146 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434153 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434164 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434182 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434184 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434198 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434203 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434209 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434221 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434232 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434236 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434252 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434254 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434267 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434271 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434285 is not in the requested matchday 3 match-ID file; rejecting it.\n",
-      "    Warning: Bundesliga event 16434296 is not in the requested matchday 3 match-ID file; rejecting it.\n"
+      "    Selecting fixtures strictly after 2026-09-11T18:30:00+00:00 (event 16434045).\n",
+      "    Loading: https://www.sofascore.com/api/v1/team/2530/events/next/0\n",
+      "    Warning: Bundesliga event 16434053 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434071 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434078 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434081 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434094 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434109 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434114 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434126 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434128 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434141 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434146 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434153 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434164 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434182 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434184 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434198 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434203 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434209 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434221 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434232 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434236 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434252 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434254 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434267 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434271 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434285 is not in the requested matchday 4 match-ID file; rejecting it.\n",
+      "    Warning: Bundesliga event 16434296 is not in the requested matchday 4 match-ID file; rejecting it.\n"
      ]
     },
     {
@@ -963,288 +989,288 @@
        "      2672\n",
        "      FC Bayern München\n",
        "      Bundesliga\n",
-       "      FC Schalke 04\n",
-       "      2026-09-05T16:30:00+00:00\n",
-       "      away\n",
+       "      1. FC Union Berlin\n",
+       "      2026-09-18T18:30:00+00:00\n",
+       "      home\n",
        "      Bundesliga\n",
-       "      SV 07 Elversberg\n",
-       "      2026-09-13T15:30:00+00:00\n",
-       "      away\n",
-       "      16434032\n",
-       "      16434041\n",
-       "      3\n",
+       "      1. FC Union Berlin\n",
+       "      2026-09-18T18:30:00+00:00\n",
+       "      home\n",
+       "      16434038\n",
+       "      16434038\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      1\n",
        "      2677\n",
        "      VfB Stuttgart\n",
        "      Bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-09-04T18:30:00+00:00\n",
+       "      Borussia Dortmund\n",
+       "      2026-09-19T16:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      away\n",
-       "      16434036\n",
-       "      16434035\n",
-       "      3\n",
+       "      Borussia Dortmund\n",
+       "      2026-09-19T16:30:00+00:00\n",
+       "      home\n",
+       "      16434034\n",
+       "      16434034\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      2\n",
        "      2671\n",
        "      1. FC Köln\n",
        "      Bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-09-04T18:30:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-09-12T16:30:00+00:00\n",
-       "      home\n",
-       "      16434036\n",
-       "      16434027\n",
-       "      3\n",
+       "      Hamburger SV\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      away\n",
+       "      16434048\n",
+       "      16434048\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      3\n",
        "      2569\n",
        "      TSG Hoffenheim\n",
+       "      UEFA Europa League\n",
+       "      OFI Crete\n",
+       "      2026-09-17T16:45:00+00:00\n",
+       "      away\n",
        "      Bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-09-05T13:30:00+00:00\n",
-       "      home\n",
-       "      Bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      home\n",
-       "      16434019\n",
-       "      16434035\n",
-       "      3\n",
+       "      SC Paderborn 07\n",
+       "      2026-09-20T17:30:00+00:00\n",
+       "      away\n",
+       "      16945561\n",
+       "      16434052\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      4\n",
        "      2547\n",
        "      1. FC Union Berlin\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      FC Bayern München\n",
+       "      2026-09-18T18:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      FC Schalke 04\n",
-       "      2026-09-11T18:30:00+00:00\n",
-       "      home\n",
-       "      16434042\n",
-       "      16434045\n",
-       "      3\n",
+       "      FC Bayern München\n",
+       "      2026-09-18T18:30:00+00:00\n",
+       "      away\n",
+       "      16434038\n",
+       "      16434038\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      5\n",
        "      2674\n",
        "      Eintracht Frankfurt\n",
        "      Bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-09-06T15:30:00+00:00\n",
+       "      SC Freiburg\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      away\n",
-       "      16434021\n",
-       "      16434018\n",
-       "      3\n",
+       "      SC Freiburg\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      home\n",
+       "      16434046\n",
+       "      16434046\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      6\n",
        "      2556\n",
        "      1. FSV Mainz 05\n",
        "      Bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-09-06T13:30:00+00:00\n",
+       "      Borussia M'gladbach\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      home\n",
-       "      16434030\n",
-       "      16434018\n",
-       "      3\n",
+       "      Borussia M'gladbach\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      away\n",
+       "      16434047\n",
+       "      16434047\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      7\n",
        "      2561\n",
        "      SC Paderborn 07\n",
        "      Bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      TSG Hoffenheim\n",
+       "      2026-09-20T17:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      away\n",
-       "      16434024\n",
-       "      16434037\n",
-       "      3\n",
+       "      TSG Hoffenheim\n",
+       "      2026-09-20T17:30:00+00:00\n",
+       "      home\n",
+       "      16434052\n",
+       "      16434052\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      8\n",
        "      36360\n",
        "      RB Leipzig\n",
        "      Bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-09-20T13:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-09-13T13:30:00+00:00\n",
-       "      home\n",
-       "      16434101\n",
-       "      16434043\n",
-       "      3\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-09-20T13:30:00+00:00\n",
+       "      away\n",
+       "      16434033\n",
+       "      16434033\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      9\n",
        "      2527\n",
        "      Borussia M'gladbach\n",
        "      Bundesliga\n",
-       "      SV 07 Elversberg\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      away\n",
-       "      16434028\n",
-       "      16434040\n",
-       "      3\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      home\n",
+       "      16434047\n",
+       "      16434047\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      10\n",
        "      2598\n",
        "      SV 07 Elversberg\n",
        "      Bundesliga\n",
-       "      Borussia M'gladbach\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      FC Schalke 04\n",
+       "      2026-09-20T15:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-09-13T15:30:00+00:00\n",
-       "      home\n",
-       "      16434028\n",
-       "      16434041\n",
-       "      3\n",
+       "      FC Schalke 04\n",
+       "      2026-09-20T15:30:00+00:00\n",
+       "      away\n",
+       "      16434051\n",
+       "      16434051\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      11\n",
        "      2681\n",
        "      Bayer 04 Leverkusen\n",
-       "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      UEFA Europa League\n",
+       "      NK Celje\n",
+       "      2026-09-16T19:00:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      away\n",
-       "      16434042\n",
-       "      16434031\n",
-       "      3\n",
+       "      RB Leipzig\n",
+       "      2026-09-20T13:30:00+00:00\n",
+       "      home\n",
+       "      16943945\n",
+       "      16434033\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      12\n",
        "      2673\n",
        "      Borussia Dortmund\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      VfB Stuttgart\n",
+       "      2026-09-19T16:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      SC Paderborn 07\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      home\n",
-       "      16434019\n",
-       "      16434037\n",
-       "      3\n",
+       "      VfB Stuttgart\n",
+       "      2026-09-19T16:30:00+00:00\n",
+       "      away\n",
+       "      16434034\n",
+       "      16434034\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      13\n",
        "      2676\n",
        "      Hamburger SV\n",
        "      Bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-09-06T13:30:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-09-13T13:30:00+00:00\n",
-       "      away\n",
-       "      16434030\n",
-       "      16434043\n",
-       "      3\n",
+       "      1. FC Köln\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      home\n",
+       "      16434048\n",
+       "      16434048\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      14\n",
        "      2538\n",
        "      SC Freiburg\n",
        "      Bundesliga\n",
-       "      SC Paderborn 07\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      Borussia M'gladbach\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      home\n",
-       "      16434024\n",
-       "      16434040\n",
-       "      3\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      away\n",
+       "      16434046\n",
+       "      16434046\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      15\n",
        "      2534\n",
        "      SV Werder Bremen\n",
        "      Bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-09-05T13:30:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-09-12T16:30:00+00:00\n",
-       "      away\n",
-       "      16434101\n",
-       "      16434027\n",
-       "      3\n",
+       "      FC Augsburg\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      home\n",
+       "      16434049\n",
+       "      16434049\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      16\n",
        "      2600\n",
        "      FC Augsburg\n",
        "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-09-06T15:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-09-19T13:30:00+00:00\n",
        "      away\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-09-12T13:30:00+00:00\n",
-       "      home\n",
-       "      16434021\n",
-       "      16434031\n",
-       "      3\n",
+       "      SV Werder Bremen\n",
+       "      2026-09-19T13:30:00+00:00\n",
+       "      away\n",
+       "      16434049\n",
+       "      16434049\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      17\n",
        "      2530\n",
        "      FC Schalke 04\n",
        "      Bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-09-05T16:30:00+00:00\n",
+       "      SV 07 Elversberg\n",
+       "      2026-09-20T15:30:00+00:00\n",
        "      home\n",
        "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-09-11T18:30:00+00:00\n",
-       "      away\n",
-       "      16434032\n",
-       "      16434045\n",
-       "      3\n",
+       "      SV 07 Elversberg\n",
+       "      2026-09-20T15:30:00+00:00\n",
+       "      home\n",
+       "      16434051\n",
+       "      16434051\n",
+       "      4\n",
        "    \n",
        "  \n",
        "\n",
@@ -1255,7 +1281,7 @@
        "0      2672    FC Bayern München               Bundesliga   \n",
        "1      2677        VfB Stuttgart               Bundesliga   \n",
        "2      2671           1. FC Köln               Bundesliga   \n",
-       "3      2569       TSG Hoffenheim               Bundesliga   \n",
+       "3      2569       TSG Hoffenheim       UEFA Europa League   \n",
        "4      2547   1. FC Union Berlin               Bundesliga   \n",
        "5      2674  Eintracht Frankfurt               Bundesliga   \n",
        "6      2556      1. FSV Mainz 05               Bundesliga   \n",
@@ -1263,7 +1289,7 @@
        "8     36360           RB Leipzig               Bundesliga   \n",
        "9      2527  Borussia M'gladbach               Bundesliga   \n",
        "10     2598     SV 07 Elversberg               Bundesliga   \n",
-       "11     2681  Bayer 04 Leverkusen               Bundesliga   \n",
+       "11     2681  Bayer 04 Leverkusen       UEFA Europa League   \n",
        "12     2673    Borussia Dortmund               Bundesliga   \n",
        "13     2676         Hamburger SV               Bundesliga   \n",
        "14     2538          SC Freiburg               Bundesliga   \n",
@@ -1272,84 +1298,84 @@
        "17     2530        FC Schalke 04               Bundesliga   \n",
        "\n",
        "   next_overall_opponent          next_overall_date next_overall_venue  \\\n",
-       "0          FC Schalke 04  2026-09-05T16:30:00+00:00               away   \n",
-       "1             1. FC Köln  2026-09-04T18:30:00+00:00               home   \n",
-       "2          VfB Stuttgart  2026-09-04T18:30:00+00:00               away   \n",
-       "3      Borussia Dortmund  2026-09-05T13:30:00+00:00               home   \n",
-       "4    Bayer 04 Leverkusen  2026-09-05T13:30:00+00:00               away   \n",
-       "5            FC Augsburg  2026-09-06T15:30:00+00:00               home   \n",
-       "6           Hamburger SV  2026-09-06T13:30:00+00:00               away   \n",
-       "7            SC Freiburg  2026-09-05T13:30:00+00:00               home   \n",
-       "8       SV Werder Bremen  2026-09-05T13:30:00+00:00               away   \n",
-       "9       SV 07 Elversberg  2026-09-05T13:30:00+00:00               home   \n",
-       "10   Borussia M'gladbach  2026-09-05T13:30:00+00:00               away   \n",
-       "11    1. FC Union Berlin  2026-09-05T13:30:00+00:00               home   \n",
-       "12        TSG Hoffenheim  2026-09-05T13:30:00+00:00               away   \n",
-       "13       1. FSV Mainz 05  2026-09-06T13:30:00+00:00               home   \n",
-       "14       SC Paderborn 07  2026-09-05T13:30:00+00:00               away   \n",
-       "15            RB Leipzig  2026-09-05T13:30:00+00:00               home   \n",
-       "16   Eintracht Frankfurt  2026-09-06T15:30:00+00:00               away   \n",
-       "17     FC Bayern München  2026-09-05T16:30:00+00:00               home   \n",
+       "0     1. FC Union Berlin  2026-09-18T18:30:00+00:00               home   \n",
+       "1      Borussia Dortmund  2026-09-19T16:30:00+00:00               home   \n",
+       "2           Hamburger SV  2026-09-19T13:30:00+00:00               away   \n",
+       "3              OFI Crete  2026-09-17T16:45:00+00:00               away   \n",
+       "4      FC Bayern München  2026-09-18T18:30:00+00:00               away   \n",
+       "5            SC Freiburg  2026-09-19T13:30:00+00:00               home   \n",
+       "6    Borussia M'gladbach  2026-09-19T13:30:00+00:00               away   \n",
+       "7         TSG Hoffenheim  2026-09-20T17:30:00+00:00               home   \n",
+       "8    Bayer 04 Leverkusen  2026-09-20T13:30:00+00:00               away   \n",
+       "9        1. FSV Mainz 05  2026-09-19T13:30:00+00:00               home   \n",
+       "10         FC Schalke 04  2026-09-20T15:30:00+00:00               away   \n",
+       "11              NK Celje  2026-09-16T19:00:00+00:00               home   \n",
+       "12         VfB Stuttgart  2026-09-19T16:30:00+00:00               away   \n",
+       "13            1. FC Köln  2026-09-19T13:30:00+00:00               home   \n",
+       "14   Eintracht Frankfurt  2026-09-19T13:30:00+00:00               away   \n",
+       "15           FC Augsburg  2026-09-19T13:30:00+00:00               home   \n",
+       "16      SV Werder Bremen  2026-09-19T13:30:00+00:00               away   \n",
+       "17      SV 07 Elversberg  2026-09-20T15:30:00+00:00               home   \n",
        "\n",
        "   following_bundesliga_competition following_bundesliga_opponent  \\\n",
-       "0                        Bundesliga              SV 07 Elversberg   \n",
-       "1                        Bundesliga                TSG Hoffenheim   \n",
-       "2                        Bundesliga              SV Werder Bremen   \n",
-       "3                        Bundesliga                 VfB Stuttgart   \n",
-       "4                        Bundesliga                 FC Schalke 04   \n",
-       "5                        Bundesliga               1. FSV Mainz 05   \n",
-       "6                        Bundesliga           Eintracht Frankfurt   \n",
-       "7                        Bundesliga             Borussia Dortmund   \n",
-       "8                        Bundesliga                  Hamburger SV   \n",
-       "9                        Bundesliga                   SC Freiburg   \n",
-       "10                       Bundesliga             FC Bayern München   \n",
-       "11                       Bundesliga                   FC Augsburg   \n",
-       "12                       Bundesliga               SC Paderborn 07   \n",
-       "13                       Bundesliga                    RB Leipzig   \n",
-       "14                       Bundesliga           Borussia M'gladbach   \n",
-       "15                       Bundesliga                    1. FC Köln   \n",
-       "16                       Bundesliga           Bayer 04 Leverkusen   \n",
-       "17                       Bundesliga            1. FC Union Berlin   \n",
+       "0                        Bundesliga            1. FC Union Berlin   \n",
+       "1                        Bundesliga             Borussia Dortmund   \n",
+       "2                        Bundesliga                  Hamburger SV   \n",
+       "3                        Bundesliga               SC Paderborn 07   \n",
+       "4                        Bundesliga             FC Bayern München   \n",
+       "5                        Bundesliga                   SC Freiburg   \n",
+       "6                        Bundesliga           Borussia M'gladbach   \n",
+       "7                        Bundesliga                TSG Hoffenheim   \n",
+       "8                        Bundesliga           Bayer 04 Leverkusen   \n",
+       "9                        Bundesliga               1. FSV Mainz 05   \n",
+       "10                       Bundesliga                 FC Schalke 04   \n",
+       "11                       Bundesliga                    RB Leipzig   \n",
+       "12                       Bundesliga                 VfB Stuttgart   \n",
+       "13                       Bundesliga                    1. FC Köln   \n",
+       "14                       Bundesliga           Eintracht Frankfurt   \n",
+       "15                       Bundesliga                   FC Augsburg   \n",
+       "16                       Bundesliga              SV Werder Bremen   \n",
+       "17                       Bundesliga              SV 07 Elversberg   \n",
        "\n",
        "    following_bundesliga_date following_bundesliga_venue  next_match_id  \\\n",
-       "0   2026-09-13T15:30:00+00:00                       away       16434032   \n",
-       "1   2026-09-12T13:30:00+00:00                       away       16434036   \n",
-       "2   2026-09-12T16:30:00+00:00                       home       16434036   \n",
-       "3   2026-09-12T13:30:00+00:00                       home       16434019   \n",
-       "4   2026-09-11T18:30:00+00:00                       home       16434042   \n",
-       "5   2026-09-12T13:30:00+00:00                       away       16434021   \n",
-       "6   2026-09-12T13:30:00+00:00                       home       16434030   \n",
-       "7   2026-09-12T13:30:00+00:00                       away       16434024   \n",
-       "8   2026-09-13T13:30:00+00:00                       home       16434101   \n",
-       "9   2026-09-12T13:30:00+00:00                       away       16434028   \n",
-       "10  2026-09-13T15:30:00+00:00                       home       16434028   \n",
-       "11  2026-09-12T13:30:00+00:00                       away       16434042   \n",
-       "12  2026-09-12T13:30:00+00:00                       home       16434019   \n",
-       "13  2026-09-13T13:30:00+00:00                       away       16434030   \n",
-       "14  2026-09-12T13:30:00+00:00                       home       16434024   \n",
-       "15  2026-09-12T16:30:00+00:00                       away       16434101   \n",
-       "16  2026-09-12T13:30:00+00:00                       home       16434021   \n",
-       "17  2026-09-11T18:30:00+00:00                       away       16434032   \n",
+       "0   2026-09-18T18:30:00+00:00                       home       16434038   \n",
+       "1   2026-09-19T16:30:00+00:00                       home       16434034   \n",
+       "2   2026-09-19T13:30:00+00:00                       away       16434048   \n",
+       "3   2026-09-20T17:30:00+00:00                       away       16945561   \n",
+       "4   2026-09-18T18:30:00+00:00                       away       16434038   \n",
+       "5   2026-09-19T13:30:00+00:00                       home       16434046   \n",
+       "6   2026-09-19T13:30:00+00:00                       away       16434047   \n",
+       "7   2026-09-20T17:30:00+00:00                       home       16434052   \n",
+       "8   2026-09-20T13:30:00+00:00                       away       16434033   \n",
+       "9   2026-09-19T13:30:00+00:00                       home       16434047   \n",
+       "10  2026-09-20T15:30:00+00:00                       away       16434051   \n",
+       "11  2026-09-20T13:30:00+00:00                       home       16943945   \n",
+       "12  2026-09-19T16:30:00+00:00                       away       16434034   \n",
+       "13  2026-09-19T13:30:00+00:00                       home       16434048   \n",
+       "14  2026-09-19T13:30:00+00:00                       away       16434046   \n",
+       "15  2026-09-19T13:30:00+00:00                       home       16434049   \n",
+       "16  2026-09-19T13:30:00+00:00                       away       16434049   \n",
+       "17  2026-09-20T15:30:00+00:00                       home       16434051   \n",
        "\n",
        "    next_bundesliga_match_id  next_bundesliga_round  \n",
-       "0                   16434041                      3  \n",
-       "1                   16434035                      3  \n",
-       "2                   16434027                      3  \n",
-       "3                   16434035                      3  \n",
-       "4                   16434045                      3  \n",
-       "5                   16434018                      3  \n",
-       "6                   16434018                      3  \n",
-       "7                   16434037                      3  \n",
-       "8                   16434043                      3  \n",
-       "9                   16434040                      3  \n",
-       "10                  16434041                      3  \n",
-       "11                  16434031                      3  \n",
-       "12                  16434037                      3  \n",
-       "13                  16434043                      3  \n",
-       "14                  16434040                      3  \n",
-       "15                  16434027                      3  \n",
-       "16                  16434031                      3  \n",
-       "17                  16434045                      3  "
+       "0                   16434038                      4  \n",
+       "1                   16434034                      4  \n",
+       "2                   16434048                      4  \n",
+       "3                   16434052                      4  \n",
+       "4                   16434038                      4  \n",
+       "5                   16434046                      4  \n",
+       "6                   16434047                      4  \n",
+       "7                   16434052                      4  \n",
+       "8                   16434033                      4  \n",
+       "9                   16434047                      4  \n",
+       "10                  16434051                      4  \n",
+       "11                  16434033                      4  \n",
+       "12                  16434034                      4  \n",
+       "13                  16434048                      4  \n",
+       "14                  16434046                      4  \n",
+       "15                  16434049                      4  \n",
+       "16                  16434049                      4  \n",
+       "17                  16434051                      4  "
       ]
      },
      "metadata": {},
@@ -1359,13 +1385,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Saved 18 team result(s) to C:\\kickbase project\\outputs\\sofascore\\upcoming_matches\\upcoming_matches_md_3_2026-09-03_13-40-38_093590+0200.json.\n",
+      "Saved 18 team result(s) to C:\\kickbase project\\outputs\\sofascore\\upcoming_matches\\upcoming_matches_md_4_2026-09-11_09-40-35_287443+0200.json.\n",
       "Chrome driver closed.\n"
      ]
     }
    ],
    "source": [
     "def collect_team_upcoming_matches(driver: Any, team_id: int, team_name: str) -> dict[str, Any]:\n",
+    "    analysis_event_id = analysis_match_ids_by_team[team_id]\n",
+    "    if analysis_event_id not in analysis_event_cache:\n",
+    "        payload = fetch_sofascore_payload(\n",
+    "            driver, f'https://www.sofascore.com/api/v1/event/{analysis_event_id}'\n",
+    "        )\n",
+    "        analysis_event_cache[analysis_event_id] = payload.get('event')\n",
+    "    analysis_fixture = parse_upcoming_event(analysis_event_cache[analysis_event_id], team_id)\n",
+    "    if analysis_fixture is None or analysis_fixture['match_id'] != analysis_event_id:\n",
+    "        raise SofaScorePageError(f'Cannot determine analysis fixture kickoff for {team_name}.')\n",
+    "    cutoff_timestamp = analysis_fixture['timestamp']\n",
+    "    print(f\"    Selecting fixtures strictly after {analysis_fixture['date']} (event {analysis_event_id}).\")\n",
+    "\n",
     "    candidates: list[dict[str, Any]] = []\n",
     "    seen_event_ids: set[int] = set()\n",
     "    eligible_bundesliga_candidates: list[dict[str, Any]] = []\n",
@@ -1390,6 +1428,8 @@
     "                print(f'    Warning: duplicate event {event_id} across upcoming-event pages; skipped.')\n",
     "                continue\n",
     "            seen_event_ids.add(event_id)\n",
+    "            if record['timestamp'] <= cutoff_timestamp:\n",
+    "                continue\n",
     "            candidates.append(record)\n",
     "\n",
     "            if (\n",
@@ -1404,7 +1444,7 @@
     "                        f'matchday {next_matchday} match-ID file; rejecting it.'\n",
     "                    )\n",
     "\n",
-    "        if next_matchday is None:\n",
+    "        if next_matchday is None and candidates:\n",
     "            break\n",
     "        if eligible_bundesliga_candidates:\n",
     "            break\n",
@@ -1470,7 +1510,7 @@
     "    if HEADLESS:\n",
     "        options.add_argument('--headless=new')\n",
     "    try:\n",
-    "        driver = uc.Chrome(options=options, use_subprocess=True)\n",
+    "        driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "        driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "    except Exception as exc:\n",
     "        raise RuntimeError(\n",
diff --git a/notebooks/04_derived_analysis/01_bundesliga_snapshot.ipynb b/notebooks/04_derived_analysis/01_bundesliga_snapshot.ipynb
index 10f8061..4e642c9 100644
--- a/notebooks/04_derived_analysis/01_bundesliga_snapshot.ipynb
+++ b/notebooks/04_derived_analysis/01_bundesliga_snapshot.ipynb
@@ -30,7 +30,7 @@
     "- Internet access\n",
     "- Google Chrome installed\n",
     "- Python packages: `pandas`, `undetected-chromedriver`, `beautifulsoup4`, and `selenium`\n",
-    "- The browser is explicitly started with `uc.Chrome()`.\n",
+    "- The browser is explicitly started with `uc.Chrome(version_main=CHROME_MAJOR_VERSION)`.\n",
     "\n",
     "Install missing packages in the active Jupyter kernel with:\n",
     "\n",
@@ -142,7 +142,6 @@
     "    ) from exc\n",
     "\n",
     "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
     "# Set workflow configuration value: COMPETITION.\n",
     "COMPETITION = \"Bundesliga\"\n",
     "# Set workflow configuration value: SEASON.\n",
@@ -168,7 +167,10 @@
     "    \"https://dataviz.theanalyst.com/project-data/soccer/\"\n",
     "    \"8h5xijv2u4mlf5028gso6kw7o/expected-points.json\"\n",
     ")\n",
-    "\n"
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -459,11 +461,11 @@
     "try:\n",
     "    # Handle expected failures with a clear, actionable message.\n",
     "    try:\n",
-    "        driver = uc.Chrome()\n",
+    "        driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "        driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "    except Exception as exc:\n",
     "        raise RuntimeError(\n",
-    "            \"Could not initialize undetected Chrome with major version 150. \"\n",
+    "            f\"Could not initialize undetected Chrome with major version {CHROME_MAJOR_VERSION}. \"\n",
     "            \"Confirm that Google Chrome is installed and compatible.\"\n",
     "        ) from exc\n",
     "\n",
@@ -870,13 +872,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: FC Bayern München\n",
-      "Local mapping: FC Bayern München\n",
-      "The Analyst name: FC Bayern München\n",
-      "The Analyst known name: Bayern München\n",
-      "The Analyst short name: FC Bayern\n",
-      "SofaScore code: FCB\n",
-      "The Analyst code: FCB\n",
+      "SofaScore: FC Augsburg\n",
+      "Local mapping: FC Augsburg\n",
+      "The Analyst name: FC Augsburg\n",
+      "The Analyst known name: Augsburg\n",
+      "The Analyst short name: Augsburg\n",
+      "SofaScore code: FCA\n",
+      "The Analyst code: FCA\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -918,13 +920,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: RB Leipzig\n",
-      "Local mapping: RB Leipzig\n",
-      "The Analyst name: RasenBallsport Leipzig\n",
-      "The Analyst known name: RB Leipzig\n",
-      "The Analyst short name: Leipzig\n",
-      "SofaScore code: RBL\n",
-      "The Analyst code: RBL\n",
+      "SofaScore: Borussia Dortmund\n",
+      "Local mapping: Borussia Dortmund\n",
+      "The Analyst name: BV Borussia 09 Dortmund\n",
+      "The Analyst known name: Borussia Dortmund\n",
+      "The Analyst short name: Dortmund\n",
+      "SofaScore code: BVB\n",
+      "The Analyst code: BVB\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -942,13 +944,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: FC Augsburg\n",
-      "Local mapping: FC Augsburg\n",
-      "The Analyst name: FC Augsburg\n",
-      "The Analyst known name: Augsburg\n",
-      "The Analyst short name: Augsburg\n",
-      "SofaScore code: FCA\n",
-      "The Analyst code: FCA\n",
+      "SofaScore: SV 07 Elversberg\n",
+      "Local mapping: SV 07 Elversberg\n",
+      "The Analyst name: SV 07 Elversberg\n",
+      "The Analyst known name: Elversberg\n",
+      "The Analyst short name: Elversberg\n",
+      "SofaScore code: ELV\n",
+      "The Analyst code: ELV\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -966,13 +968,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: Borussia Dortmund\n",
-      "Local mapping: Borussia Dortmund\n",
-      "The Analyst name: BV Borussia 09 Dortmund\n",
-      "The Analyst known name: Borussia Dortmund\n",
-      "The Analyst short name: Dortmund\n",
-      "SofaScore code: BVB\n",
-      "The Analyst code: BVB\n",
+      "SofaScore: 1. FSV Mainz 05\n",
+      "Local mapping: 1. FSV Mainz 05\n",
+      "The Analyst name: 1. FSV Mainz 05\n",
+      "The Analyst known name: Mainz 05\n",
+      "The Analyst short name: Mainz\n",
+      "SofaScore code: M05\n",
+      "The Analyst code: M05\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -990,13 +992,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: SV 07 Elversberg\n",
-      "Local mapping: SV 07 Elversberg\n",
-      "The Analyst name: SV 07 Elversberg\n",
-      "The Analyst known name: Elversberg\n",
-      "The Analyst short name: Elversberg\n",
-      "SofaScore code: ELV\n",
-      "The Analyst code: ELV\n",
+      "SofaScore: FC Bayern München\n",
+      "Local mapping: FC Bayern München\n",
+      "The Analyst name: FC Bayern München\n",
+      "The Analyst known name: Bayern München\n",
+      "The Analyst short name: FC Bayern\n",
+      "SofaScore code: FCB\n",
+      "The Analyst code: FCB\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1014,13 +1016,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: 1. FC Köln\n",
-      "Local mapping: 1. FC Köln\n",
-      "The Analyst name: 1. FC Köln\n",
-      "The Analyst known name: Köln\n",
-      "The Analyst short name: Köln\n",
-      "SofaScore code: KOE\n",
-      "The Analyst code: KOE\n",
+      "SofaScore: Bayer 04 Leverkusen\n",
+      "Local mapping: Bayer 04 Leverkusen\n",
+      "The Analyst name: Bayer 04 Leverkusen\n",
+      "The Analyst known name: Bayer 04 Leverkusen\n",
+      "The Analyst short name: Bayer 04\n",
+      "SofaScore code: B04\n",
+      "The Analyst code: B04\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1038,13 +1040,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: Eintracht Frankfurt\n",
-      "Local mapping: Eintracht Frankfurt\n",
-      "The Analyst name: Eintracht Frankfurt\n",
-      "The Analyst known name: Eintracht Frankfurt\n",
-      "The Analyst short name: Frankfurt\n",
-      "SofaScore code: SGE\n",
-      "The Analyst code: SGE\n",
+      "SofaScore: RB Leipzig\n",
+      "Local mapping: RB Leipzig\n",
+      "The Analyst name: RasenBallsport Leipzig\n",
+      "The Analyst known name: RB Leipzig\n",
+      "The Analyst short name: Leipzig\n",
+      "SofaScore code: RBL\n",
+      "The Analyst code: RBL\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1062,15 +1064,15 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: 1. FC Union Berlin\n",
-      "Local mapping: 1. FC Union Berlin\n",
-      "The Analyst name: 1. FC Union Berlin\n",
-      "The Analyst known name: Union Berlin\n",
-      "The Analyst short name: Union Berlin\n",
-      "SofaScore code: FCU\n",
-      "The Analyst code: FCU\n",
-      "Proposal reason: normalized exact name\n",
-      "Name similarity: 1.000\n"
+      "SofaScore: VfB Stuttgart\n",
+      "Local mapping: VfB Stuttgart\n",
+      "The Analyst name: VfB Stuttgart 1893\n",
+      "The Analyst known name: Stuttgart\n",
+      "The Analyst short name: Stuttgart\n",
+      "SofaScore code: VFB\n",
+      "The Analyst code: VFB\n",
+      "Proposal reason: explicit alias\n",
+      "Name similarity: 0.839\n"
      ]
     },
     {
@@ -1086,13 +1088,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: 1. FSV Mainz 05\n",
-      "Local mapping: 1. FSV Mainz 05\n",
-      "The Analyst name: 1. FSV Mainz 05\n",
-      "The Analyst known name: Mainz 05\n",
-      "The Analyst short name: Mainz\n",
-      "SofaScore code: M05\n",
-      "The Analyst code: M05\n",
+      "SofaScore: SV Werder Bremen\n",
+      "Local mapping: SV Werder Bremen\n",
+      "The Analyst name: SV Werder Bremen\n",
+      "The Analyst known name: Werder Bremen\n",
+      "The Analyst short name: Bremen\n",
+      "SofaScore code: SVW\n",
+      "The Analyst code: SVW\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1110,13 +1112,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: SC Paderborn 07\n",
-      "Local mapping: SC Paderborn 07\n",
-      "The Analyst name: SC Paderborn 07\n",
-      "The Analyst known name: Paderborn\n",
-      "The Analyst short name: Paderborn\n",
-      "SofaScore code: PAD\n",
-      "The Analyst code: SCP\n",
+      "SofaScore: 1. FC Köln\n",
+      "Local mapping: 1. FC Köln\n",
+      "The Analyst name: 1. FC Köln\n",
+      "The Analyst known name: Köln\n",
+      "The Analyst short name: Köln\n",
+      "SofaScore code: KOE\n",
+      "The Analyst code: KOE\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1134,15 +1136,15 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: TSG Hoffenheim\n",
-      "Local mapping: TSG Hoffenheim\n",
-      "The Analyst name: TSG 1899 Hoffenheim\n",
-      "The Analyst known name: Hoffenheim\n",
-      "The Analyst short name: Hoffenheim\n",
-      "SofaScore code: TSG\n",
-      "The Analyst code: TSG\n",
-      "Proposal reason: explicit alias\n",
-      "Name similarity: 0.848\n"
+      "SofaScore: SC Paderborn 07\n",
+      "Local mapping: SC Paderborn 07\n",
+      "The Analyst name: SC Paderborn 07\n",
+      "The Analyst known name: Paderborn\n",
+      "The Analyst short name: Paderborn\n",
+      "SofaScore code: PAD\n",
+      "The Analyst code: SCP\n",
+      "Proposal reason: normalized exact name\n",
+      "Name similarity: 1.000\n"
      ]
     },
     {
@@ -1158,13 +1160,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: Bayer 04 Leverkusen\n",
-      "Local mapping: Bayer 04 Leverkusen\n",
-      "The Analyst name: Bayer 04 Leverkusen\n",
-      "The Analyst known name: Bayer 04 Leverkusen\n",
-      "The Analyst short name: Bayer 04\n",
-      "SofaScore code: B04\n",
-      "The Analyst code: B04\n",
+      "SofaScore: Eintracht Frankfurt\n",
+      "Local mapping: Eintracht Frankfurt\n",
+      "The Analyst name: Eintracht Frankfurt\n",
+      "The Analyst known name: Eintracht Frankfurt\n",
+      "The Analyst short name: Frankfurt\n",
+      "SofaScore code: SGE\n",
+      "The Analyst code: SGE\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1182,13 +1184,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: Hamburger SV\n",
-      "Local mapping: Hamburger SV\n",
-      "The Analyst name: Hamburger SV\n",
-      "The Analyst known name: Hamburger SV\n",
-      "The Analyst short name: Hamburg\n",
-      "SofaScore code: HSV\n",
-      "The Analyst code: HSV\n",
+      "SofaScore: FC Schalke 04\n",
+      "Local mapping: FC Schalke 04\n",
+      "The Analyst name: FC Schalke 04\n",
+      "The Analyst known name: Schalke 04\n",
+      "The Analyst short name: Schalke 04\n",
+      "SofaScore code: S04\n",
+      "The Analyst code: S04\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1206,13 +1208,13 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: SV Werder Bremen\n",
-      "Local mapping: SV Werder Bremen\n",
-      "The Analyst name: SV Werder Bremen\n",
-      "The Analyst known name: Werder Bremen\n",
-      "The Analyst short name: Bremen\n",
-      "SofaScore code: SVW\n",
-      "The Analyst code: SVW\n",
+      "SofaScore: 1. FC Union Berlin\n",
+      "Local mapping: 1. FC Union Berlin\n",
+      "The Analyst name: 1. FC Union Berlin\n",
+      "The Analyst known name: Union Berlin\n",
+      "The Analyst short name: Union Berlin\n",
+      "SofaScore code: FCU\n",
+      "The Analyst code: FCU\n",
       "Proposal reason: normalized exact name\n",
       "Name similarity: 1.000\n"
      ]
@@ -1230,15 +1232,15 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: FC Schalke 04\n",
-      "Local mapping: FC Schalke 04\n",
-      "The Analyst name: FC Schalke 04\n",
-      "The Analyst known name: Schalke 04\n",
-      "The Analyst short name: Schalke 04\n",
-      "SofaScore code: S04\n",
-      "The Analyst code: S04\n",
-      "Proposal reason: normalized exact name\n",
-      "Name similarity: 1.000\n"
+      "SofaScore: TSG Hoffenheim\n",
+      "Local mapping: TSG Hoffenheim\n",
+      "The Analyst name: TSG 1899 Hoffenheim\n",
+      "The Analyst known name: Hoffenheim\n",
+      "The Analyst short name: Hoffenheim\n",
+      "SofaScore code: TSG\n",
+      "The Analyst code: TSG\n",
+      "Proposal reason: explicit alias\n",
+      "Name similarity: 0.848\n"
      ]
     },
     {
@@ -1278,15 +1280,15 @@
      "text": [
       "\n",
       "Potential team match detected:\n",
-      "SofaScore: VfB Stuttgart\n",
-      "Local mapping: VfB Stuttgart\n",
-      "The Analyst name: VfB Stuttgart 1893\n",
-      "The Analyst known name: Stuttgart\n",
-      "The Analyst short name: Stuttgart\n",
-      "SofaScore code: VFB\n",
-      "The Analyst code: VFB\n",
-      "Proposal reason: explicit alias\n",
-      "Name similarity: 0.839\n"
+      "SofaScore: Hamburger SV\n",
+      "Local mapping: Hamburger SV\n",
+      "The Analyst name: Hamburger SV\n",
+      "The Analyst known name: Hamburger SV\n",
+      "The Analyst short name: Hamburg\n",
+      "SofaScore code: HSV\n",
+      "The Analyst code: HSV\n",
+      "Proposal reason: normalized exact name\n",
+      "Name similarity: 1.000\n"
      ]
     },
     {
@@ -1673,7 +1675,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Saved snapshot: C:\\kickbase project\\outputs\\derived\\bundesliga_snapshots\\bundesliga_table_2026-09-01_14-45-18.json\n"
+      "Saved snapshot: C:\\kickbase project\\outputs\\derived\\bundesliga_snapshots\\bundesliga_table_2026-09-09_13-38-34.json\n"
      ]
     }
    ],
@@ -1718,14 +1720,14 @@
       "Bundesliga snapshot complete\n",
       "\n",
       "Teams captured: 18\n",
-      "Output file: bundesliga_table_2026-09-01_14-45-18.json\n",
+      "Output file: bundesliga_table_2026-09-09_13-38-34.json\n",
       "\n",
       "SofaScore standings: retrieved successfully\n",
       "\n",
       "Expected-performance data:\n",
       "Included: Yes\n",
-      "Last updated: 2026-09-01T05:36:12.888647+00:00\n",
-      "Age: 0.298 days\n",
+      "Last updated: 2026-09-09T05:06:30.451823+00:00\n",
+      "Age: 0.2723 days\n",
       "\n",
       "Automatically finalized matches: 0\n",
       "Match proposals shown: 18\n",
@@ -1778,363 +1780,363 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      2672\n",
-       "      FC Bayern München\n",
-       "      1\n",
-       "      1\n",
+       "      2600\n",
+       "      FC Augsburg\n",
        "      1\n",
+       "      2\n",
+       "      2\n",
        "      0\n",
        "      0\n",
-       "      5\n",
-       "      1\n",
-       "      4\n",
-       "      3\n",
+       "      7\n",
        "      1\n",
-       "      2.90\n",
-       "      4.06\n",
-       "      0.79\n",
-       "      0\n",
-       "      0.10\n",
-       "    \n",
+       "      6\n",
+       "      6\n",
+       "      8\n",
+       "      3.01\n",
+       "      4.85\n",
+       "      4.32\n",
+       "      7\n",
+       "      2.99\n",
+       "    \n",
        "    \n",
        "      1\n",
        "      2538\n",
        "      SC Freiburg\n",
        "      2\n",
-       "      1\n",
-       "      1\n",
+       "      2\n",
+       "      2\n",
        "      0\n",
        "      0\n",
-       "      4\n",
+       "      5\n",
        "      1\n",
+       "      4\n",
+       "      6\n",
+       "      5\n",
+       "      4.41\n",
+       "      3.61\n",
+       "      1.31\n",
        "      3\n",
-       "      3\n",
-       "      3\n",
-       "      2.66\n",
-       "      2.37\n",
-       "      0.54\n",
-       "      1\n",
-       "      0.34\n",
+       "      1.59\n",
        "    \n",
        "    \n",
        "      2\n",
-       "      36360\n",
-       "      RB Leipzig\n",
+       "      2673\n",
+       "      Borussia Dortmund\n",
        "      3\n",
-       "      1\n",
-       "      1\n",
-       "      0\n",
+       "      2\n",
+       "      2\n",
        "      0\n",
-       "      3\n",
        "      0\n",
+       "      5\n",
+       "      2\n",
        "      3\n",
+       "      6\n",
+       "      6\n",
+       "      3.43\n",
+       "      3.55\n",
+       "      2.67\n",
        "      3\n",
-       "      1\n",
-       "      2.90\n",
-       "      3.96\n",
-       "      1.09\n",
-       "      -2\n",
-       "      0.10\n",
+       "      2.57\n",
        "    \n",
        "    \n",
        "      3\n",
-       "      2600\n",
-       "      FC Augsburg\n",
+       "      2598\n",
+       "      SV 07 Elversberg\n",
        "      4\n",
-       "      1\n",
-       "      1\n",
-       "      0\n",
-       "      0\n",
-       "      3\n",
+       "      2\n",
+       "      2\n",
        "      0\n",
-       "      3\n",
-       "      3\n",
-       "      4\n",
-       "      2.31\n",
-       "      3.72\n",
-       "      2.10\n",
        "      0\n",
-       "      0.69\n",
+       "      7\n",
+       "      5\n",
+       "      2\n",
+       "      6\n",
+       "      9\n",
+       "      2.69\n",
+       "      3.58\n",
+       "      4.25\n",
+       "      5\n",
+       "      3.31\n",
        "    \n",
        "    \n",
        "      4\n",
-       "      2673\n",
-       "      Borussia Dortmund\n",
+       "      2556\n",
+       "      1. FSV Mainz 05\n",
        "      5\n",
+       "      2\n",
        "      1\n",
        "      1\n",
        "      0\n",
-       "      0\n",
-       "      2\n",
-       "      0\n",
-       "      2\n",
-       "      3\n",
        "      5\n",
-       "      1.80\n",
-       "      1.51\n",
-       "      0.91\n",
        "      0\n",
-       "      1.20\n",
+       "      5\n",
+       "      4\n",
+       "      3\n",
+       "      4.66\n",
+       "      4.00\n",
+       "      0.92\n",
+       "      -2\n",
+       "      -0.66\n",
        "    \n",
        "    \n",
        "      5\n",
-       "      2598\n",
-       "      SV 07 Elversberg\n",
+       "      2672\n",
+       "      FC Bayern München\n",
        "      6\n",
+       "      2\n",
        "      1\n",
        "      1\n",
        "      0\n",
-       "      0\n",
-       "      3\n",
-       "      2\n",
+       "      5\n",
        "      1\n",
-       "      3\n",
-       "      12\n",
-       "      0.98\n",
-       "      1.27\n",
-       "      1.88\n",
-       "      6\n",
-       "      2.02\n",
+       "      4\n",
+       "      4\n",
+       "      1\n",
+       "      5.55\n",
+       "      6.00\n",
+       "      1.00\n",
+       "      -5\n",
+       "      -1.55\n",
        "    \n",
        "    \n",
        "      6\n",
-       "      2671\n",
-       "      1. FC Köln\n",
+       "      2681\n",
+       "      Bayer 04 Leverkusen\n",
        "      7\n",
+       "      2\n",
        "      1\n",
-       "      1\n",
-       "      0\n",
        "      0\n",
-       "      3\n",
-       "      2\n",
        "      1\n",
+       "      6\n",
        "      3\n",
-       "      9\n",
-       "      1.40\n",
-       "      1.95\n",
-       "      1.88\n",
-       "      2\n",
-       "      1.60\n",
+       "      3\n",
+       "      3\n",
+       "      4\n",
+       "      4.61\n",
+       "      5.00\n",
+       "      1.66\n",
+       "      -3\n",
+       "      -1.61\n",
        "    \n",
        "    \n",
        "      7\n",
-       "      2674\n",
-       "      Eintracht Frankfurt\n",
+       "      36360\n",
+       "      RB Leipzig\n",
        "      8\n",
+       "      2\n",
        "      1\n",
        "      0\n",
        "      1\n",
-       "      0\n",
-       "      3\n",
+       "      4\n",
        "      3\n",
-       "      0\n",
        "      1\n",
-       "      11\n",
-       "      1.12\n",
-       "      1.47\n",
-       "      1.84\n",
        "      3\n",
-       "      -0.12\n",
+       "      2\n",
+       "      4.67\n",
+       "      5.46\n",
+       "      2.04\n",
+       "      -6\n",
+       "      -1.67\n",
        "    \n",
        "    \n",
        "      8\n",
-       "      2547\n",
-       "      1. FC Union Berlin\n",
+       "      2677\n",
+       "      VfB Stuttgart\n",
        "      9\n",
+       "      2\n",
        "      1\n",
        "      0\n",
        "      1\n",
-       "      0\n",
-       "      3\n",
-       "      3\n",
-       "      0\n",
-       "      1\n",
-       "      8\n",
-       "      1.64\n",
-       "      1.84\n",
-       "      1.47\n",
+       "      5\n",
+       "      6\n",
        "      -1\n",
-       "      -0.64\n",
+       "      3\n",
+       "      13\n",
+       "      1.83\n",
+       "      4.26\n",
+       "      6.83\n",
+       "      4\n",
+       "      1.17\n",
        "    \n",
        "    \n",
        "      9\n",
-       "      2556\n",
-       "      1. FSV Mainz 05\n",
+       "      2534\n",
+       "      SV Werder Bremen\n",
        "      10\n",
+       "      2\n",
        "      1\n",
        "      0\n",
        "      1\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
-       "      1\n",
-       "      7\n",
-       "      1.75\n",
-       "      1.23\n",
-       "      0.73\n",
-       "      -3\n",
-       "      -0.75\n",
+       "      4\n",
+       "      5\n",
+       "      -1\n",
+       "      3\n",
+       "      15\n",
+       "      1.16\n",
+       "      1.49\n",
+       "      3.87\n",
+       "      5\n",
+       "      1.84\n",
        "    \n",
        "    \n",
        "      10\n",
-       "      2561\n",
-       "      SC Paderborn 07\n",
+       "      2671\n",
+       "      1. FC Köln\n",
        "      11\n",
+       "      2\n",
        "      1\n",
        "      0\n",
        "      1\n",
+       "      4\n",
+       "      6\n",
+       "      -2\n",
+       "      3\n",
+       "      11\n",
+       "      2.41\n",
+       "      4.72\n",
+       "      5.36\n",
        "      0\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
-       "      1\n",
-       "      13\n",
-       "      0.94\n",
-       "      0.73\n",
-       "      1.23\n",
-       "      2\n",
-       "      0.06\n",
+       "      0.59\n",
        "    \n",
        "    \n",
        "      11\n",
-       "      2569\n",
-       "      TSG Hoffenheim\n",
+       "      2561\n",
+       "      SC Paderborn 07\n",
        "      12\n",
-       "      1\n",
+       "      2\n",
        "      0\n",
+       "      1\n",
+       "      1\n",
        "      0\n",
        "      1\n",
-       "      2\n",
-       "      3\n",
        "      -1\n",
+       "      1\n",
+       "      12\n",
+       "      1.92\n",
+       "      1.51\n",
+       "      2.47\n",
        "      0\n",
-       "      10\n",
-       "      1.36\n",
-       "      1.88\n",
-       "      1.95\n",
-       "      -2\n",
-       "      -1.36\n",
+       "      -0.92\n",
        "    \n",
        "    \n",
        "      12\n",
-       "      2681\n",
-       "      Bayer 04 Leverkusen\n",
+       "      2674\n",
+       "      Eintracht Frankfurt\n",
        "      13\n",
-       "      1\n",
-       "      0\n",
-       "      0\n",
-       "      1\n",
        "      2\n",
-       "      3\n",
-       "      -1\n",
        "      0\n",
-       "      6\n",
-       "      1.77\n",
-       "      1.88\n",
-       "      1.27\n",
-       "      -7\n",
-       "      -1.77\n",
+       "      1\n",
+       "      1\n",
+       "      4\n",
+       "      7\n",
+       "      -3\n",
+       "      1\n",
+       "      7\n",
+       "      3.18\n",
+       "      3.68\n",
+       "      2.97\n",
+       "      -6\n",
+       "      -2.18\n",
        "    \n",
        "    \n",
        "      13\n",
-       "      2676\n",
-       "      Hamburger SV\n",
+       "      2530\n",
+       "      FC Schalke 04\n",
        "      14\n",
-       "      1\n",
-       "      0\n",
-       "      0\n",
-       "      1\n",
-       "      0\n",
        "      2\n",
-       "      -2\n",
        "      0\n",
-       "      14\n",
-       "      0.93\n",
-       "      0.91\n",
-       "      1.51\n",
+       "      1\n",
+       "      1\n",
        "      0\n",
-       "      -0.93\n",
+       "      3\n",
+       "      -3\n",
+       "      1\n",
+       "      18\n",
+       "      0.74\n",
+       "      2.31\n",
+       "      5.66\n",
+       "      4\n",
+       "      0.26\n",
        "    \n",
        "    \n",
        "      14\n",
-       "      2534\n",
-       "      SV Werder Bremen\n",
+       "      2547\n",
+       "      1. FC Union Berlin\n",
        "      15\n",
-       "      1\n",
-       "      0\n",
+       "      2\n",
        "      0\n",
        "      1\n",
        "      1\n",
-       "      4\n",
-       "      -3\n",
-       "      0\n",
-       "      16\n",
-       "      0.23\n",
-       "      0.54\n",
-       "      2.37\n",
+       "      3\n",
+       "      7\n",
+       "      -4\n",
        "      1\n",
-       "      -0.23\n",
+       "      14\n",
+       "      1.76\n",
+       "      2.23\n",
+       "      4.58\n",
+       "      -1\n",
+       "      -0.76\n",
        "    \n",
        "    \n",
        "      15\n",
-       "      2530\n",
-       "      FC Schalke 04\n",
+       "      2569\n",
+       "      TSG Hoffenheim\n",
        "      16\n",
-       "      1\n",
-       "      0\n",
+       "      2\n",
        "      0\n",
-       "      1\n",
        "      0\n",
-       "      3\n",
-       "      -3\n",
+       "      2\n",
+       "      4\n",
+       "      6\n",
+       "      -2\n",
        "      0\n",
-       "      15\n",
-       "      0.53\n",
-       "      2.10\n",
-       "      3.72\n",
-       "      -1\n",
-       "      -0.53\n",
+       "      10\n",
+       "      2.53\n",
+       "      3.64\n",
+       "      3.99\n",
+       "      -6\n",
+       "      -2.53\n",
        "    \n",
        "    \n",
        "      16\n",
        "      2527\n",
        "      Borussia M'gladbach\n",
        "      17\n",
-       "      1\n",
-       "      0\n",
+       "      2\n",
        "      0\n",
-       "      1\n",
        "      0\n",
+       "      2\n",
        "      3\n",
-       "      -3\n",
-       "      0\n",
-       "      17\n",
-       "      0.07\n",
-       "      1.09\n",
-       "      3.96\n",
+       "      7\n",
+       "      -4\n",
        "      0\n",
-       "      -0.07\n",
+       "      16\n",
+       "      1.15\n",
+       "      3.45\n",
+       "      6.27\n",
+       "      -1\n",
+       "      -1.15\n",
        "    \n",
        "    \n",
        "      17\n",
-       "      2677\n",
-       "      VfB Stuttgart\n",
+       "      2676\n",
+       "      Hamburger SV\n",
        "      18\n",
-       "      1\n",
+       "      2\n",
        "      0\n",
        "      0\n",
-       "      1\n",
-       "      1\n",
-       "      5\n",
-       "      -4\n",
+       "      2\n",
+       "      0\n",
+       "      7\n",
+       "      -7\n",
        "      0\n",
        "      17\n",
-       "      0.07\n",
-       "      0.79\n",
-       "      4.06\n",
+       "      0.95\n",
+       "      1.10\n",
+       "      4.28\n",
        "      -1\n",
-       "      -0.07\n",
+       "      -0.95\n",
        "    \n",
        "  \n",
        "\n",
@@ -2142,84 +2144,84 @@
       ],
       "text/plain": [
        "    team_id                 team  position  matches  wins  draws  losses  \\\n",
-       "0      2672    FC Bayern München         1        1     1      0       0   \n",
-       "1      2538          SC Freiburg         2        1     1      0       0   \n",
-       "2     36360           RB Leipzig         3        1     1      0       0   \n",
-       "3      2600          FC Augsburg         4        1     1      0       0   \n",
-       "4      2673    Borussia Dortmund         5        1     1      0       0   \n",
-       "5      2598     SV 07 Elversberg         6        1     1      0       0   \n",
-       "6      2671           1. FC Köln         7        1     1      0       0   \n",
-       "7      2674  Eintracht Frankfurt         8        1     0      1       0   \n",
-       "8      2547   1. FC Union Berlin         9        1     0      1       0   \n",
-       "9      2556      1. FSV Mainz 05        10        1     0      1       0   \n",
-       "10     2561      SC Paderborn 07        11        1     0      1       0   \n",
-       "11     2569       TSG Hoffenheim        12        1     0      0       1   \n",
-       "12     2681  Bayer 04 Leverkusen        13        1     0      0       1   \n",
-       "13     2676         Hamburger SV        14        1     0      0       1   \n",
-       "14     2534     SV Werder Bremen        15        1     0      0       1   \n",
-       "15     2530        FC Schalke 04        16        1     0      0       1   \n",
-       "16     2527  Borussia M'gladbach        17        1     0      0       1   \n",
-       "17     2677        VfB Stuttgart        18        1     0      0       1   \n",
+       "0      2600          FC Augsburg         1        2     2      0       0   \n",
+       "1      2538          SC Freiburg         2        2     2      0       0   \n",
+       "2      2673    Borussia Dortmund         3        2     2      0       0   \n",
+       "3      2598     SV 07 Elversberg         4        2     2      0       0   \n",
+       "4      2556      1. FSV Mainz 05         5        2     1      1       0   \n",
+       "5      2672    FC Bayern München         6        2     1      1       0   \n",
+       "6      2681  Bayer 04 Leverkusen         7        2     1      0       1   \n",
+       "7     36360           RB Leipzig         8        2     1      0       1   \n",
+       "8      2677        VfB Stuttgart         9        2     1      0       1   \n",
+       "9      2534     SV Werder Bremen        10        2     1      0       1   \n",
+       "10     2671           1. FC Köln        11        2     1      0       1   \n",
+       "11     2561      SC Paderborn 07        12        2     0      1       1   \n",
+       "12     2674  Eintracht Frankfurt        13        2     0      1       1   \n",
+       "13     2530        FC Schalke 04        14        2     0      1       1   \n",
+       "14     2547   1. FC Union Berlin        15        2     0      1       1   \n",
+       "15     2569       TSG Hoffenheim        16        2     0      0       2   \n",
+       "16     2527  Borussia M'gladbach        17        2     0      0       2   \n",
+       "17     2676         Hamburger SV        18        2     0      0       2   \n",
        "\n",
        "    goals_for  goals_against  goal_difference  points  expected_position  \\\n",
-       "0           5              1                4       3                  1   \n",
-       "1           4              1                3       3                  3   \n",
-       "2           3              0                3       3                  1   \n",
-       "3           3              0                3       3                  4   \n",
-       "4           2              0                2       3                  5   \n",
-       "5           3              2                1       3                 12   \n",
-       "6           3              2                1       3                  9   \n",
-       "7           3              3                0       1                 11   \n",
-       "8           3              3                0       1                  8   \n",
-       "9           0              0                0       1                  7   \n",
-       "10          0              0                0       1                 13   \n",
-       "11          2              3               -1       0                 10   \n",
-       "12          2              3               -1       0                  6   \n",
-       "13          0              2               -2       0                 14   \n",
-       "14          1              4               -3       0                 16   \n",
-       "15          0              3               -3       0                 15   \n",
-       "16          0              3               -3       0                 17   \n",
-       "17          1              5               -4       0                 17   \n",
+       "0           7              1                6       6                  8   \n",
+       "1           5              1                4       6                  5   \n",
+       "2           5              2                3       6                  6   \n",
+       "3           7              5                2       6                  9   \n",
+       "4           5              0                5       4                  3   \n",
+       "5           5              1                4       4                  1   \n",
+       "6           6              3                3       3                  4   \n",
+       "7           4              3                1       3                  2   \n",
+       "8           5              6               -1       3                 13   \n",
+       "9           4              5               -1       3                 15   \n",
+       "10          4              6               -2       3                 11   \n",
+       "11          0              1               -1       1                 12   \n",
+       "12          4              7               -3       1                  7   \n",
+       "13          0              3               -3       1                 18   \n",
+       "14          3              7               -4       1                 14   \n",
+       "15          4              6               -2       0                 10   \n",
+       "16          3              7               -4       0                 16   \n",
+       "17          0              7               -7       0                 17   \n",
        "\n",
        "    expected_points  expected_goals_for  expected_goals_against  \\\n",
-       "0              2.90                4.06                    0.79   \n",
-       "1              2.66                2.37                    0.54   \n",
-       "2              2.90                3.96                    1.09   \n",
-       "3              2.31                3.72                    2.10   \n",
-       "4              1.80                1.51                    0.91   \n",
-       "5              0.98                1.27                    1.88   \n",
-       "6              1.40                1.95                    1.88   \n",
-       "7              1.12                1.47                    1.84   \n",
-       "8              1.64                1.84                    1.47   \n",
-       "9              1.75                1.23                    0.73   \n",
-       "10             0.94                0.73                    1.23   \n",
-       "11             1.36                1.88                    1.95   \n",
-       "12             1.77                1.88                    1.27   \n",
-       "13             0.93                0.91                    1.51   \n",
-       "14             0.23                0.54                    2.37   \n",
-       "15             0.53                2.10                    3.72   \n",
-       "16             0.07                1.09                    3.96   \n",
-       "17             0.07                0.79                    4.06   \n",
+       "0              3.01                4.85                    4.32   \n",
+       "1              4.41                3.61                    1.31   \n",
+       "2              3.43                3.55                    2.67   \n",
+       "3              2.69                3.58                    4.25   \n",
+       "4              4.66                4.00                    0.92   \n",
+       "5              5.55                6.00                    1.00   \n",
+       "6              4.61                5.00                    1.66   \n",
+       "7              4.67                5.46                    2.04   \n",
+       "8              1.83                4.26                    6.83   \n",
+       "9              1.16                1.49                    3.87   \n",
+       "10             2.41                4.72                    5.36   \n",
+       "11             1.92                1.51                    2.47   \n",
+       "12             3.18                3.68                    2.97   \n",
+       "13             0.74                2.31                    5.66   \n",
+       "14             1.76                2.23                    4.58   \n",
+       "15             2.53                3.64                    3.99   \n",
+       "16             1.15                3.45                    6.27   \n",
+       "17             0.95                1.10                    4.28   \n",
        "\n",
        "    position_difference  points_difference  \n",
-       "0                     0               0.10  \n",
-       "1                     1               0.34  \n",
-       "2                    -2               0.10  \n",
-       "3                     0               0.69  \n",
-       "4                     0               1.20  \n",
-       "5                     6               2.02  \n",
-       "6                     2               1.60  \n",
-       "7                     3              -0.12  \n",
-       "8                    -1              -0.64  \n",
-       "9                    -3              -0.75  \n",
-       "10                    2               0.06  \n",
-       "11                   -2              -1.36  \n",
-       "12                   -7              -1.77  \n",
-       "13                    0              -0.93  \n",
-       "14                    1              -0.23  \n",
-       "15                   -1              -0.53  \n",
-       "16                    0              -0.07  \n",
-       "17                   -1              -0.07  "
+       "0                     7               2.99  \n",
+       "1                     3               1.59  \n",
+       "2                     3               2.57  \n",
+       "3                     5               3.31  \n",
+       "4                    -2              -0.66  \n",
+       "5                    -5              -1.55  \n",
+       "6                    -3              -1.61  \n",
+       "7                    -6              -1.67  \n",
+       "8                     4               1.17  \n",
+       "9                     5               1.84  \n",
+       "10                    0               0.59  \n",
+       "11                    0              -0.92  \n",
+       "12                   -6              -2.18  \n",
+       "13                    4               0.26  \n",
+       "14                   -1              -0.76  \n",
+       "15                   -6              -2.53  \n",
+       "16                   -1              -1.15  \n",
+       "17                   -1              -0.95  "
       ]
      },
      "metadata": {},
diff --git a/notebooks/04_derived_analysis/02_sofascore_high_rated_players.ipynb b/notebooks/04_derived_analysis/02_sofascore_high_rated_players.ipynb
index d380fe4..ff01e3a 100644
--- a/notebooks/04_derived_analysis/02_sofascore_high_rated_players.ipynb
+++ b/notebooks/04_derived_analysis/02_sofascore_high_rated_players.ipynb
@@ -21,7 +21,7 @@
     "  path or external configuration is required.\n",
     "- The local Jupyter kernel must provide `undetected-chromedriver`, Selenium,\n",
     "  and Beautiful Soup, plus a compatible local Chrome installation.\n",
-    "- One reusable browser is started with `uc.Chrome()` and the\n",
+    "- One reusable browser is started with `uc.Chrome(version_main=CHROME_MAJOR_VERSION)` and the\n",
     "  only SofaScore endpoint used is\n",
     "  `https://www.sofascore.com/api/v1/event/{match_id}/lineups`.\n",
     "- Enter the current Bundesliga matchday when prompted. On matchday 1, a player\n",
@@ -144,7 +144,6 @@
     "    ) from exc\n",
     "\n",
     "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
     "# Set workflow configuration value: HEADLESS.\n",
     "HEADLESS = False\n",
     "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n",
@@ -178,7 +177,6 @@
     "\n",
     "# Process each available item while preserving the current workflow state.\n",
     "for setting_name, setting_value in {\n",
-
     "    \"PAGE_LOAD_TIMEOUT_SECONDS\": PAGE_LOAD_TIMEOUT_SECONDS,\n",
     "    \"WAIT_TIMEOUT_SECONDS\": WAIT_TIMEOUT_SECONDS,\n",
     "    \"MATCHDAY_ONE_MINIMUM_RATED_MATCHES\": MATCHDAY_ONE_MINIMUM_RATED_MATCHES,\n",
@@ -219,7 +217,11 @@
     "    return matchday\n",
     "\n",
     "\n",
-    "BUNDESLIGA_MATCHDAY = prompt_bundesliga_matchday()\n"
+    "BUNDESLIGA_MATCHDAY = prompt_bundesliga_matchday()\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -665,11 +667,7 @@
     "    driver = None\n",
     "    # Handle expected failures with a clear, actionable message.\n",
     "    try:\n",
-    "        driver = uc.Chrome(\n",
-    "            options=options,\n",
-    "            ,\n",
-    "            use_subprocess=True,\n",
-    "        )\n",
+    "        driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "        driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "        print(\n",
     "            \"One reusable undetected Chrome session is ready \"\n",
@@ -684,7 +682,7 @@
     "            except Exception:\n",
     "                pass\n",
     "        raise RuntimeError(\n",
-    "            \"Could not initialize undetected Chrome with major version 150. \"\n",
+    "            f\"Could not initialize undetected Chrome with major version {CHROME_MAJOR_VERSION}. \"\n",
     "            f\"Original error: {type(exc).__name__}: {exc}\"\n",
     "        ) from exc\n",
     "\n",
diff --git a/notebooks/04_derived_analysis/05_sofascore_player_average_ratings.ipynb b/notebooks/04_derived_analysis/05_sofascore_player_average_ratings.ipynb
index 65301b3..c570eef 100644
--- a/notebooks/04_derived_analysis/05_sofascore_player_average_ratings.ipynb
+++ b/notebooks/04_derived_analysis/05_sofascore_player_average_ratings.ipynb
@@ -24,7 +24,7 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Current Bundesliga matchday (1-34):  2\n"
+      "Current Bundesliga matchday (1-34):  3\n"
      ]
     }
    ],
@@ -76,7 +76,6 @@
     "except ImportError as exc:\n",
     "    raise ImportError('Install undetected-chromedriver, selenium, and beautifulsoup4 in this Jupyter kernel, then restart it.') from exc\n",
     "\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
     "HEADLESS = False\n",
     "PAGE_LOAD_TIMEOUT_SECONDS = 30\n",
     "WAIT_TIMEOUT_SECONDS = 20\n",
@@ -116,7 +115,11 @@
     "    return matchday\n",
     "\n",
     "\n",
-    "BUNDESLIGA_MATCHDAY = prompt_bundesliga_matchday()\n"
+    "BUNDESLIGA_MATCHDAY = prompt_bundesliga_matchday()\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -139,7 +142,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using team-form input: team_form_2026-09-03_13-35-57_797681+0200.json\n",
+      "Using team-form input: team_form_2026-09-11_09-39-44_057729+0200.json\n",
       "Loaded and validated 18 team(s).\n"
      ]
     }
@@ -297,7 +300,7 @@
     "    if HEADLESS:\n",
     "        options.add_argument('--headless=new')\n",
     "    try:\n",
-    "        driver = uc.Chrome(options=options, use_subprocess=True)\n",
+    "        driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "        driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "        print(f'Chrome ready (automatic version detection, headless={HEADLESS}).')\n",
     "        return driver\n",
@@ -508,18 +511,18 @@
       "\n",
       "Processing summary\n",
       "------------------\n",
-      "Selected input file: team_form_2026-09-03_13-35-57_797681+0200.json\n",
-      "Bundesliga matchday: 2\n",
+      "Selected input file: team_form_2026-09-11_09-39-44_057729+0200.json\n",
+      "Bundesliga matchday: 3\n",
       "Eligibility rule (overall and Bundesliga): at least 2 rated matches or the immediately latest match\n",
       "Teams processed: 18 / 18\n",
-      "Unique match IDs encountered: 113\n",
-      "Successful SofaScore requests: 112\n",
-      "Failed SofaScore requests: 1\n",
-      "Cache hits / reused matches: 57\n",
-      "Included overall players: 312\n",
-      "Included Bundesliga players: 403\n",
-      "JSON output: C:\\kickbase project\\outputs\\sofascore\\player_average_ratings\\team_player_average_ratings_2026-09-03_13-41-22_093456+0200.json\n",
-      "CSV output: C:\\kickbase project\\outputs\\sofascore\\player_average_ratings\\team_player_average_ratings_2026-09-03_13-41-22_093456+0200.csv\n",
+      "Unique match IDs encountered: 99\n",
+      "Successful SofaScore requests: 99\n",
+      "Failed SofaScore requests: 0\n",
+      "Cache hits / reused matches: 74\n",
+      "Included overall players: 338\n",
+      "Included Bundesliga players: 397\n",
+      "JSON output: C:\\kickbase project\\outputs\\sofascore\\player_average_ratings\\team_player_average_ratings_2026-09-11_09-41-12_926998+0200.json\n",
+      "CSV output: C:\\kickbase project\\outputs\\sofascore\\player_average_ratings\\team_player_average_ratings_2026-09-11_09-41-12_926998+0200.csv\n",
       "Chrome driver closed.\n"
      ]
     }
@@ -601,7 +604,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Pruned 2 expired timestamped output(s).\n"
+      "Pruned 0 expired timestamped output(s).\n"
      ]
     }
    ],
diff --git a/notebooks/04_derived_analysis/09_sofascore_kickbase_point_averages.ipynb b/notebooks/04_derived_analysis/09_sofascore_kickbase_point_averages.ipynb
index 1512072..bd3a52a 100644
--- a/notebooks/04_derived_analysis/09_sofascore_kickbase_point_averages.ipynb
+++ b/notebooks/04_derived_analysis/09_sofascore_kickbase_point_averages.ipynb
@@ -132,14 +132,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Current Bundesliga matchday (1-34):  2\n"
+      "Current Bundesliga matchday (1-34):  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using team-form input: team_form_2026-09-01_14-41-46_881236+0200.json\n",
+      "Using team-form input: team_form_2026-09-10_13-03-24_642850+0200.json\n",
       "Loaded 18 teams; evaluating overall matches only.\n",
       "[1/18] FC Bayern München (team_id=2672)\n",
       "[2/18] VfB Stuttgart (team_id=2677)\n",
@@ -159,10 +159,10 @@
       "[16/18] SV Werder Bremen (team_id=2534)\n",
       "[17/18] FC Augsburg (team_id=2600)\n",
       "[18/18] FC Schalke 04 (team_id=2530)\n",
-      "Unique match IDs: 77\n",
-      "Successful SofaScore requests: 231; failed matches: 0; cache hits: 13\n",
-      "JSON output: C:\\kickbase project\\outputs\\sofascore\\player_kickbase_point_averages\\overall_player_kickbase_point_averages_2026-09-03_13-10-50_830453+0200.json\n",
-      "CSV output: C:\\kickbase project\\outputs\\sofascore\\player_kickbase_point_averages\\overall_player_kickbase_point_averages_2026-09-03_13-10-50_830453+0200.csv\n"
+      "Unique match IDs: 71\n",
+      "Successful SofaScore requests: 213; failed matches: 0; cache hits: 19\n",
+      "JSON output: C:\\kickbase project\\outputs\\sofascore\\player_kickbase_point_averages\\overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.json\n",
+      "CSV output: C:\\kickbase project\\outputs\\sofascore\\player_kickbase_point_averages\\overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.csv\n"
      ]
     }
    ],
diff --git a/notebooks/05_predicted_lineups/01_rotowire_lineups.ipynb b/notebooks/05_predicted_lineups/01_rotowire_lineups.ipynb
index 246b567..8862070 100644
--- a/notebooks/05_predicted_lineups/01_rotowire_lineups.ipynb
+++ b/notebooks/05_predicted_lineups/01_rotowire_lineups.ipynb
@@ -122,9 +122,7 @@
     "# Set workflow configuration value: LEAGUE_CODE.\n",
     "LEAGUE_CODE = \"BUND\"\n",
     "# Detect the installed Chrome version so ChromeDriver stays compatible.\n",
-    "from chrome_runtime import detect_chrome_major_version\n",
     "# None is valid: undetected-chromedriver then uses its built-in auto detection.\n",
-    "CHROME_MAJOR_VERSION = detect_chrome_major_version()\n",
     "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n",
     "PAGE_LOAD_TIMEOUT_SECONDS = 45\n",
     "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n",
@@ -140,7 +138,11 @@
     "# Set workflow configuration value: LINEUP_CARD_SELECTOR.\n",
     "LINEUP_CARD_SELECTOR = \"div.lineup.is-soccer\"\n",
     "# Set workflow configuration value: ALLOWED_STARTER_INJURY_STATUSES.\n",
-    "ALLOWED_STARTER_INJURY_STATUSES = {None, \"QUES\", \"OUT\"}"
+    "ALLOWED_STARTER_INJURY_STATUSES = {None, \"QUES\", \"OUT\"}\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -370,7 +372,7 @@
     "page_html = None\n",
     "# Handle expected failures with a clear, actionable message.\n",
     "try:\n",
-    "    driver = uc.Chrome(version_main=CHROME_MAJOR_VERSION)\n",
+    "    driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "    driver.set_window_size(1920, 1080)\n",
     "    driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "    driver.get(SOURCE_URL)\n",
@@ -499,7 +501,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Saved RotoWire lineup snapshot: C:\\kickbase project\\outputs\\rotowire\\predicted_lineups\\rotowire_bundesliga_lineups_20260904_105027.json\n"
+      "Saved RotoWire lineup snapshot: C:\\kickbase project\\outputs\\rotowire\\predicted_lineups\\rotowire_bundesliga_lineups_20260911_094138.json\n"
      ]
     }
    ],
@@ -544,22 +546,24 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " 1. September 4 2:30 PM ET | VfB Stuttgart (Predicted Lineup) vs 1. FC Köln (Predicted Lineup)\n",
-      " 2. September 5 9:30 AM ET | SC Paderborn (Predicted Lineup) vs SC Freiburg (Predicted Lineup)\n",
-      " 3. September 5 9:30 AM ET | Werder Bremen (Predicted Lineup) vs RB Leipzig (Predicted Lineup)\n",
-      " 4. September 5 9:30 AM ET | Mönchengladbach (Predicted Lineup) vs SV 07 Elversberg (Predicted Lineup)\n",
-      " 5. September 5 9:30 AM ET | Bayer Leverkusen (Predicted Lineup) vs Union Berlin (Predicted Lineup)\n",
-      " 6. September 5 9:30 AM ET | 1899 Hoffenheim (Predicted Lineup) vs Borussia Dortmund (Predicted Lineup)\n",
-      " 7. September 5 12:30 PM ET | FC Schalke 04 (Predicted Lineup) vs Bayern Munich (Predicted Lineup)\n",
-      " 8. September 6 9:30 AM ET | Hamburger SV (Predicted Lineup) vs FSV Mainz 05 (Predicted Lineup)\n",
-      " 9. September 6 11:30 AM ET | Eintracht Frankfurt (Predicted Lineup) vs FC Augsburg (Predicted Lineup)\n",
+      " 1. September 11 2:30 PM ET | Union Berlin (Predicted Lineup) vs FC Schalke 04 (Predicted Lineup)\n",
+      " 2. September 12 9:30 AM ET | FSV Mainz 05 (Predicted Lineup) vs Eintracht Frankfurt (Predicted Lineup)\n",
+      " 3. September 12 9:30 AM ET | FC Augsburg (Predicted Lineup) vs Bayer Leverkusen (Predicted Lineup)\n",
+      " 4. September 12 9:30 AM ET | SC Freiburg (Predicted Lineup) vs Mönchengladbach (Predicted Lineup)\n",
+      " 5. September 12 9:30 AM ET | 1899 Hoffenheim (Predicted Lineup) vs VfB Stuttgart (Predicted Lineup)\n",
+      " 6. September 12 9:30 AM ET | Borussia Dortmund (Predicted Lineup) vs SC Paderborn (Predicted Lineup)\n",
+      " 7. September 12 12:30 PM ET | 1. FC Köln (Predicted Lineup) vs Werder Bremen (Predicted Lineup)\n",
+      " 8. September 13 9:30 AM ET | RB Leipzig (Predicted Lineup) vs Hamburger SV (Predicted Lineup)\n",
+      " 9. September 13 11:30 AM ET | SV 07 Elversberg (Predicted Lineup) vs Bayern Munich (Predicted Lineup)\n",
       "\n",
-      "Selected starters with injury flags: 3\n",
-      "- Werder Bremen: Senne Lynen (MC, QUES)\n",
-      "- RB Leipzig: Brajan Gruda (MC, QUES)\n",
-      "- FC Augsburg: Calvin Brackelmann (DC, QUES)\n",
+      "Selected starters with injury flags: 5\n",
+      "- FSV Mainz 05: Robin Zentner (GK, QUES)\n",
+      "- Eintracht Frankfurt: Fares Chaibi (MC, QUES)\n",
+      "- Bayer Leverkusen: Facundo Medina (DC, QUES)\n",
+      "- 1899 Hoffenheim: Tim Lemperle (FW, QUES)\n",
+      "- 1. FC Köln: Said El Mala (FWL, QUES)\n",
       "\n",
-      "JSON output: C:\\kickbase project\\outputs\\rotowire\\predicted_lineups\\rotowire_bundesliga_lineups_20260904_105027.json\n"
+      "JSON output: C:\\kickbase project\\outputs\\rotowire\\predicted_lineups\\rotowire_bundesliga_lineups_20260911_094138.json\n"
      ]
     }
    ],
diff --git a/notebooks/05_predicted_lineups/02_ligainsider_lineups.ipynb b/notebooks/05_predicted_lineups/02_ligainsider_lineups.ipynb
index 46797d5..fc1654e 100644
--- a/notebooks/05_predicted_lineups/02_ligainsider_lineups.ipynb
+++ b/notebooks/05_predicted_lineups/02_ligainsider_lineups.ipynb
@@ -113,7 +113,6 @@
     "# Set workflow configuration value: SOURCE_URL.\n",
     "SOURCE_URL = 'https://www.ligainsider.de/'\n",
     "# Set workflow configuration value: CHROME_MAJOR_VERSION.\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
     "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n",
     "PAGE_LOAD_TIMEOUT_SECONDS = 45\n",
     "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n",
@@ -159,7 +158,11 @@
     "    'SV Werder Bremen': 'SV Werder Bremen', 'FC Schalke 04': 'Schalke 04',\n",
     "    'Schalke 04': 'Schalke 04', 'SV 07 Elversberg': 'SV 07 Elversberg',\n",
     "    'SC Paderborn 07': 'SC Paderborn', 'SC Paderborn': 'SC Paderborn',\n",
-    "}\n"
+    "}\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -436,7 +439,7 @@
     "driver = None\n",
     "# Handle expected failures with a clear, actionable message.\n",
     "try:\n",
-    "    driver = uc.Chrome()\n",
+    "    driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "    driver.set_window_size(1920, 1080)\n",
     "    driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "    wait = WebDriverWait(driver, WAIT_TIMEOUT_SECONDS)\n",
@@ -494,7 +497,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Complete fixtures: 9; teams: 18; players including alternatives: 254\n"
+      "Complete fixtures: 9; teams: 18; players including alternatives: 242\n"
      ]
     }
    ],
@@ -572,23 +575,26 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " 1. 2026-09-04T20:30+02:00 | VfB Stuttgart vs 1. FC Köln\n",
-      " 2. 2026-09-05T15:30+02:00 | Bayer 04 Leverkusen vs 1. FC Union Berlin\n",
-      " 3. 2026-09-05T15:30+02:00 | Borussia Mönchengladbach vs SV 07 Elversberg\n",
-      " 4. 2026-09-05T15:30+02:00 | SC Paderborn vs SC Freiburg\n",
-      " 5. 2026-09-05T15:30+02:00 | SV Werder Bremen vs RB Leipzig\n",
-      " 6. 2026-09-05T15:30+02:00 | TSG Hoffenheim vs Borussia Dortmund\n",
-      " 7. 2026-09-05T18:30+02:00 | Schalke 04 vs Bayern München\n",
-      " 8. 2026-09-06T15:30+02:00 | Hamburger SV vs FSV Mainz 05\n",
-      " 9. 2026-09-06T17:30+02:00 | Eintracht Frankfurt vs FC Augsburg\n",
+      " 1. 2026-09-11T20:30+02:00 | 1. FC Union Berlin vs Schalke 04\n",
+      " 2. 2026-09-12T15:30+02:00 | Borussia Dortmund vs SC Paderborn\n",
+      " 3. 2026-09-12T15:30+02:00 | FC Augsburg vs Bayer 04 Leverkusen\n",
+      " 4. 2026-09-12T15:30+02:00 | FSV Mainz 05 vs Eintracht Frankfurt\n",
+      " 5. 2026-09-12T15:30+02:00 | SC Freiburg vs Borussia Mönchengladbach\n",
+      " 6. 2026-09-12T15:30+02:00 | TSG Hoffenheim vs VfB Stuttgart\n",
+      " 7. 2026-09-12T18:30+02:00 | 1. FC Köln vs SV Werder Bremen\n",
+      " 8. 2026-09-13T15:30+02:00 | RB Leipzig vs Hamburger SV\n",
+      " 9. 2026-09-13T17:30+02:00 | SV 07 Elversberg vs Bayern München\n",
       "\n",
-      "Questionable players: 4\n",
-      "- SV Werder Bremen: Lynen (DMC)\n",
-      "- RB Leipzig: Gruda (MCR)\n",
-      "- Borussia Dortmund: Bensebaini (AMCL)\n",
-      "- FC Augsburg: Kade (AMCR)\n",
+      "Questionable players: 7\n",
+      "- FSV Mainz 05: Zentner (GK)\n",
+      "- Eintracht Frankfurt: Chaïbi (MCR)\n",
+      "- 1. FC Köln: Castro-Montes (DR)\n",
+      "- 1. FC Köln: Jóhannesson (MCL)\n",
+      "- 1. FC Köln: S. El Mala (FWL)\n",
+      "- SV Werder Bremen: Dinkçi (FWR)\n",
+      "- Hamburger SV: Bornauw (DCL)\n",
       "\n",
-      "Saved LigaInsider lineup snapshot: C:\\kickbase project\\outputs\\ligainsider\\predicted_lineups\\ligainsider_bundesliga_lineups_20260904_105057.json\n"
+      "Saved LigaInsider lineup snapshot: C:\\kickbase project\\outputs\\ligainsider\\predicted_lineups\\ligainsider_bundesliga_lineups_20260911_094158.json\n"
      ]
     }
    ],
diff --git a/notebooks/05_predicted_lineups/03_kicker_lineups.ipynb b/notebooks/05_predicted_lineups/03_kicker_lineups.ipynb
index 9b7e593..2b3c81c 100644
--- a/notebooks/05_predicted_lineups/03_kicker_lineups.ipynb
+++ b/notebooks/05_predicted_lineups/03_kicker_lineups.ipynb
@@ -87,20 +87,21 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Bundesliga matchday (1-34):  2\n"
+      "Bundesliga matchday (1-34):  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Kicker source URL: https://www.kicker.de/bundesliga/spieltag/2026-27/2\n"
+      "Kicker source URL: https://www.kicker.de/bundesliga/spieltag/2026-27/3\n"
      ]
     }
    ],
    "source": [
     "import json\n",
     "import re\n",
+    "import time\n",
     "from datetime import datetime\n",
     "from typing import Any\n",
     "from urllib.parse import urljoin\n",
@@ -120,7 +121,9 @@
     "SOURCE_NAME = 'Kicker'\n",
     "SEASON = '2026-27'\n",
     "SCHEDULE_URL_TEMPLATE = 'https://www.kicker.de/bundesliga/spieltag/{season}/{matchday}'\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
+    "REQUEST_INTERVAL_SECONDS = 5  # Pacing only; separate from the element timeout.\n",
+    "CACHE_MAX_AGE_SECONDS = 3600\n",
+    "BLOCK_COOLDOWN_SECONDS = 1800  # Local precaution, not Kicker's expiry.\n",
     "PAGE_LOAD_TIMEOUT_SECONDS = 45\n",
     "WAIT_TIMEOUT_SECONDS = 30\n",
     "MIN_MATCHDAY = 1\n",
@@ -134,6 +137,8 @@
     "LINEUP_BLOCK_SELECTOR = 'div.kick__lineup-text'\n",
     "LINEUP_EXPLANATION_SELECTOR = '.kick__lineup-explanation'\n",
     "CHALLENGE_MARKERS = (\n",
+    "    'access is temporarily restricted',\n",
+    "    'unusual activity',\n",
     "    \"verify that you're not a robot\",\n",
     "    'verify you are human',\n",
     "    'verify that you are human',\n",
@@ -155,7 +160,11 @@
     "\n",
     "matchday = prompt_matchday()\n",
     "source_url = SCHEDULE_URL_TEMPLATE.format(season=SEASON, matchday=matchday)\n",
-    "print(f'Kicker source URL: {source_url}')"
+    "print(f'Kicker source URL: {source_url}')\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -373,28 +382,87 @@
     "    return any(marker in visible_text for marker in CHALLENGE_MARKERS)\n",
     "\n",
     "\n",
-    "def wait_for_required_elements(current_driver: Any, selector: str, page_label: str) -> None:\n",
+    "class KickerAccessRestricted(RuntimeError):\n",
+    "    \"\"\"Stop all navigation when Kicker restricts access.\"\"\"\n",
+    "\n",
+    "\n",
+    "def check_access(current_driver: Any, label: str) -> None:\n",
     "    if page_contains_challenge(current_driver.page_source):\n",
-    "        print(\n",
-    "            f'Kicker is requesting a browser verification for the {page_label}. '\n",
-    "            'Complete it yourself in the Chrome window, then return here.'\n",
+    "        raise KickerAccessRestricted(\n",
+    "            f'Kicker restricted access to {label}. Extraction stopped. '\n",
+    "            'Wait until normal browsing works again before retrying. '\n",
+    "            'Successful fixtures are saved for resuming.'\n",
     "        )\n",
-    "        input('Press Enter after the Kicker page has loaded normally: ')\n",
-    "    try:\n",
-    "        WebDriverWait(current_driver, WAIT_TIMEOUT_SECONDS).until(\n",
-    "            lambda active_driver: active_driver.find_elements(By.CSS_SELECTOR, selector)\n",
-    "        )\n",
-    "    except TimeoutException as exc:\n",
-    "        if page_contains_challenge(current_driver.page_source):\n",
-    "            raise RuntimeError(\n",
-    "                f'Kicker verification is still active for the {page_label}. '\n",
-    "                'Complete it manually, then rerun this cell.'\n",
-    "            ) from exc\n",
-    "        raise\n",
+    "\n",
+    "\n",
+    "def wait_for_required_elements(current_driver: Any, selector: str, page_label: str) -> None:\n",
+    "    def ready(active_driver: Any) -> Any:\n",
+    "        check_access(active_driver, page_label)\n",
+    "        return active_driver.find_elements(By.CSS_SELECTOR, selector)\n",
+    "    WebDriverWait(current_driver, WAIT_TIMEOUT_SECONDS).until(ready)\n",
     "\n",
     "\n",
     "def wait_for_document(current_driver: Any) -> bool:\n",
-    "    return current_driver.execute_script('return document.readyState') == 'complete'\n"
+    "    return current_driver.execute_script('return document.readyState') == 'complete'\n",
+    "\n",
+    "\n",
+    "cache_directory = ensure_directory(output_directory / '.cache')\n",
+    "progress_path = cache_directory / f'progress_{SEASON}_{matchday}.json'\n",
+    "cooldown_path = cache_directory / 'access_cooldown.json'\n",
+    "\n",
+    "\n",
+    "def atomic_json(path: Path, data: dict[str, Any]) -> None:\n",
+    "    temporary = path.with_suffix('.json.tmp')\n",
+    "    try:\n",
+    "        temporary.write_text(json.dumps(data, ensure_ascii=False, indent=2) + '\\n', encoding='utf-8')\n",
+    "        temporary.replace(path)\n",
+    "    finally:\n",
+    "        temporary.unlink(missing_ok=True)\n",
+    "\n",
+    "\n",
+    "def load_progress() -> dict[str, Any]:\n",
+    "    empty = {'source_url': source_url, 'fixtures': [], 'schedule_saved_at': 0, 'matches': {}}\n",
+    "    if not progress_path.exists():\n",
+    "        return empty\n",
+    "    try:\n",
+    "        data = json.loads(progress_path.read_text(encoding='utf-8'))\n",
+    "        if data.get('source_url') != source_url:\n",
+    "            return empty\n",
+    "        now = time.time()\n",
+    "        data['matches'] = {\n",
+    "            url: item for url, item in data['matches'].items()\n",
+    "            if 0 <= now - item['saved_at'] < CACHE_MAX_AGE_SECONDS\n",
+    "        }\n",
+    "        if not 0 <= now - data['schedule_saved_at'] < CACHE_MAX_AGE_SECONDS:\n",
+    "            data['fixtures'] = []\n",
+    "        return data\n",
+    "    except (ValueError, KeyError, TypeError, AttributeError):\n",
+    "        print('Ignoring invalid Kicker progress cache.')\n",
+    "        return empty\n",
+    "\n",
+    "\n",
+    "def enforce_cooldown() -> None:\n",
+    "    if cooldown_path.exists():\n",
+    "        remaining = json.loads(cooldown_path.read_text(encoding='utf-8'))['blocked_until'] - time.time()\n",
+    "        if remaining > 0:\n",
+    "            raise KickerAccessRestricted(\n",
+    "                f'Local Kicker cooldown: wait another {int(remaining / 60) + 1} minutes. '\n",
+    "                'This does not guarantee Kicker has lifted the restriction.'\n",
+    "            )\n",
+    "\n",
+    "\n",
+    "def navigate(current_driver: Any, url: str, selector: str, label: str) -> None:\n",
+    "    global last_navigation_finished\n",
+    "    if last_navigation_finished is not None:\n",
+    "        time.sleep(max(0, REQUEST_INTERVAL_SECONDS - (time.monotonic() - last_navigation_finished)))\n",
+    "    try:\n",
+    "        current_driver.get(url)\n",
+    "        wait_for_required_elements(current_driver, selector, label)\n",
+    "    except (TimeoutException, WebDriverException):\n",
+    "        check_access(current_driver, label)\n",
+    "        raise\n",
+    "    finally:\n",
+    "        last_navigation_finished = time.monotonic()\n"
    ]
   },
   {
@@ -465,7 +533,9 @@
     "assert 'kept verbatim' in parsed_fixture['kicker_details']['explanations'][0]['outer_html']\n",
     "assert not page_contains_challenge('')\n",
     "assert page_contains_challenge('
Verify that you are human
')\n",
-    "print('Local Kicker parser checks passed.')"
+    "print('Local Kicker parser checks passed.')\n",
+    "assert page_contains_challenge('
Access is temporarily restricted
')\n",
+    "assert page_contains_challenge('
We detected unusual activity from your device or network.
')\n"
    ]
   },
   {
@@ -475,7 +545,9 @@
    "source": [
     "## 5. Load the Kicker schedule and every fixture\n",
     "\n",
-    "A fixture without lineup blocks is retained in `skipped_fixtures` with its reason. A challenge or unavailable schedule page stops the run before any output file is written."
+    "Navigation is sequential with a 5-second pause after each page attempt. The schedule and successful fixtures are cached for one hour under `.cache`, separately from published snapshots. Reruns resume from fresh progress; expired entries are fetched again so predicted lineups can update.\n",
+    "\n",
+    "Restrictions stop the entire run and start a shared 30-minute local cooldown. This is a precaution, not Kicker's actual unblock time. Retry only after normal browsing works again. A finished run can publish available lineups with `coverage_status: partial`, `is_complete: false`, and explicit skipped-fixture reasons. A restriction, interrupted run, or empty result still prevents publication. Missing blocks may mean unpublished lineups or a loading problem; timeouts do not prove either cause. Timing constants are configurable in section 2.\n"
    ]
   },
   {
@@ -489,15 +561,15 @@
      "output_type": "stream",
      "text": [
       "Found 9 unique Kicker fixture links.\n",
-      " 1. Parsed VfB Stuttgart vs 1. FC Köln: https://www.kicker.de/stuttgart-gegen-koeln-2026-bundesliga-5226818/aufstellung\n",
-      " 2. Parsed TSG Hoffenheim vs Borussia Dortmund: https://www.kicker.de/hoffenheim-gegen-dortmund-2026-bundesliga-5226819/aufstellung\n",
-      " 3. Parsed Bayer 04 Leverkusen vs 1. FC Union Berlin: https://www.kicker.de/leverkusen-gegen-union-2026-bundesliga-5226820/aufstellung\n",
-      " 4. Parsed Bor. Mönchengladbach vs SV Elversberg: https://www.kicker.de/mgladbach-gegen-elversberg-2026-bundesliga-5226822/aufstellung\n",
-      " 5. Parsed Werder Bremen vs RB Leipzig: https://www.kicker.de/bremen-gegen-leipzig-2026-bundesliga-5226824/aufstellung\n",
-      " 6. Parsed SC Paderborn 07 vs SC Freiburg: https://www.kicker.de/paderborn-gegen-freiburg-2026-bundesliga-5226826/aufstellung\n",
-      " 7. Parsed FC Schalke 04 vs Bayern München: https://www.kicker.de/schalke-gegen-bayern-2026-bundesliga-5226825/aufstellung\n",
-      " 8. Parsed Hamburger SV vs 1. FSV Mainz 05: https://www.kicker.de/hsv-gegen-mainz-2026-bundesliga-5226823/aufstellung\n",
-      " 9. Parsed Eintracht Frankfurt vs FC Augsburg: https://www.kicker.de/frankfurt-gegen-augsburg-2026-bundesliga-5226821/aufstellung\n",
+      " 1. Parsed fixture: https://www.kicker.de/union-gegen-schalke-2026-bundesliga-5226833/aufstellung\n",
+      " 2. Parsed fixture: https://www.kicker.de/dortmund-gegen-paderborn-2026-bundesliga-5226827/aufstellung\n",
+      " 3. Parsed fixture: https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung\n",
+      " 4. Parsed fixture: https://www.kicker.de/freiburg-gegen-mgladbach-2026-bundesliga-5226830/aufstellung\n",
+      " 5. Parsed fixture: https://www.kicker.de/augsburg-gegen-leverkusen-2026-bundesliga-5226831/aufstellung\n",
+      " 6. Parsed fixture: https://www.kicker.de/mainz-gegen-frankfurt-2026-bundesliga-5226832/aufstellung\n",
+      " 7. Parsed fixture: https://www.kicker.de/koeln-gegen-bremen-2026-bundesliga-5226834/aufstellung\n",
+      " 8. Parsed fixture: https://www.kicker.de/leipzig-gegen-hsv-2026-bundesliga-5226828/aufstellung\n",
+      " 9. Parsed fixture: https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung\n",
       "Chrome driver closed.\n",
       "Extracted fixtures: 9; skipped fixtures: 0\n"
      ]
@@ -506,56 +578,66 @@
    "source": [
     "scrape_started_at = datetime.now().astimezone()\n",
     "scrape_finished_at = None\n",
+    "scrape_complete = False\n",
+    "scrape_run_finished = False\n",
     "driver = None\n",
+    "last_navigation_finished = None\n",
     "fixtures = []\n",
     "matches = []\n",
     "skipped_fixtures = []\n",
+    "fixture_captured_at = {}\n",
+    "progress = load_progress()\n",
     "\n",
     "try:\n",
-    "    driver = uc.Chrome()\n",
-    "    driver.set_window_size(1920, 1080)\n",
-    "    driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
-    "    wait = WebDriverWait(driver, WAIT_TIMEOUT_SECONDS)\n",
-    "\n",
-    "    driver.get(source_url)\n",
-    "    wait.until(wait_for_document)\n",
-    "    wait_for_required_elements(driver, GAME_DATE_GROUP_SELECTOR, 'schedule page')\n",
-    "    fixtures = extract_fixture_links(driver.page_source, source_url)\n",
+    "    enforce_cooldown()\n",
+    "    fixtures = progress['fixtures']\n",
+    "    needs_browser = not fixtures or any(f['fixture_url'] not in progress['matches'] for f in fixtures)\n",
+    "    if needs_browser:\n",
+    "        driver = uc.Chrome(browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
+    "        driver.set_window_size(1920, 1080)\n",
+    "        driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
+    "    if not fixtures:\n",
+    "        navigate(driver, source_url, GAME_DATE_GROUP_SELECTOR, 'schedule page')\n",
+    "        fixtures = extract_fixture_links(driver.page_source, source_url)\n",
+    "        progress['fixtures'] = fixtures\n",
+    "        progress['schedule_saved_at'] = time.time()\n",
+    "        atomic_json(progress_path, progress)\n",
     "    print(f'Found {len(fixtures)} unique Kicker fixture links.')\n",
-    "\n",
     "    for fixture_number, fixture in enumerate(fixtures, start=1):\n",
+    "        url = fixture['fixture_url']\n",
+    "        cached = progress['matches'].get(url)\n",
+    "        if cached is not None:\n",
+    "            matches.append(cached['match'])\n",
+    "            fixture_captured_at[url] = cached['captured_at']\n",
+    "            print(f'{fixture_number:>2}. Reused cached fixture: {url}')\n",
+    "            continue\n",
     "        try:\n",
-    "            driver.get(fixture['fixture_url'])\n",
-    "            wait.until(wait_for_document)\n",
-    "            wait_for_required_elements(driver, LINEUP_BLOCK_SELECTOR, 'fixture page')\n",
+    "            navigate(driver, url, LINEUP_BLOCK_SELECTOR, 'fixture page')\n",
     "            parsed_fixture = parse_fixture_page(driver.page_source, fixture)\n",
     "            if parsed_fixture is None:\n",
     "                skipped_fixtures.append({**fixture, 'reason': 'No Kicker lineup blocks found.'})\n",
-    "            else:\n",
-    "                matches.append(parsed_fixture)\n",
-    "                print(\n",
-    "                    f\"{fixture_number:>2}. Parsed {parsed_fixture['home']['team_name']} vs \"\n",
-    "                    f\"{parsed_fixture['away']['team_name']}: {fixture['fixture_url']}\"\n",
-    "                )\n",
+    "                continue\n",
+    "            captured_at = datetime.now().astimezone().isoformat(timespec='seconds')\n",
+    "            progress['matches'][url] = {\n",
+    "                'saved_at': time.time(), 'captured_at': captured_at, 'match': parsed_fixture,\n",
+    "            }\n",
+    "            atomic_json(progress_path, progress)\n",
+    "            matches.append(parsed_fixture)\n",
+    "            fixture_captured_at[url] = captured_at\n",
+    "            print(f'{fixture_number:>2}. Parsed fixture: {url}')\n",
+    "        except KickerAccessRestricted:\n",
+    "            raise\n",
     "        except TimeoutException:\n",
-    "            latest_html = driver.page_source if driver is not None else ''\n",
-    "            reason = (\n",
-    "                'Kicker presented a bot/challenge page.'\n",
-    "                if page_contains_challenge(latest_html)\n",
-    "                else 'Timed out waiting for Kicker lineup blocks.'\n",
-    "            )\n",
-    "            skipped_fixtures.append({**fixture, 'reason': reason})\n",
-    "        except (RuntimeError, ValueError, WebDriverException) as exc:\n",
+    "            skipped_fixtures.append({**fixture, 'reason': 'Timed out waiting for Kicker lineup blocks.'})\n",
+    "        except ValueError as exc:\n",
     "            skipped_fixtures.append({**fixture, 'reason': str(exc)})\n",
-    "except TimeoutException as exc:\n",
-    "    latest_html = driver.page_source if driver is not None else ''\n",
-    "    if page_contains_challenge(latest_html):\n",
-    "        raise RuntimeError('Kicker presented a bot/challenge page for the schedule URL.') from exc\n",
-    "    raise RuntimeError('Timed out while loading the Kicker schedule page.') from exc\n",
-    "except WebDriverException as exc:\n",
-    "    raise RuntimeError(\n",
-    "        'Could not load Kicker through undetected Chrome. Confirm that compatible Chrome is installed.'\n",
-    "    ) from exc\n",
+    "    scrape_complete = bool(fixtures) and len(matches) == len(fixtures)\n",
+    "    scrape_run_finished = True\n",
+    "except KickerAccessRestricted:\n",
+    "    # Rerunning during cooldown must not extend it.\n",
+    "    if driver is not None:\n",
+    "        atomic_json(cooldown_path, {'blocked_until': time.time() + BLOCK_COOLDOWN_SECONDS})\n",
+    "    raise\n",
     "finally:\n",
     "    scrape_finished_at = datetime.now().astimezone()\n",
     "    if driver is not None:\n",
@@ -568,9 +650,18 @@
     "        finally:\n",
     "            driver = None\n",
     "\n",
-    "if not fixtures:\n",
-    "    raise RuntimeError('Kicker did not provide any fixture links; no JSON snapshot was written.')\n",
-    "print(f'Extracted fixtures: {len(matches)}; skipped fixtures: {len(skipped_fixtures)}')"
+    "if not matches:\n",
+    "    raise RuntimeError(\n",
+    "        f'No Kicker lineups were extracted. Progress saved in {progress_path}. '\n",
+    "        f'Unresolved fixtures: {skipped_fixtures}'\n",
+    "    )\n",
+    "if not scrape_complete:\n",
+    "    print(\n",
+    "        f'Partial coverage: {len(matches)}/{len(fixtures)} fixtures. '\n",
+    "        'The snapshot will record missing fixtures and their reasons. '\n",
+    "        'Rerun this cell to retry them; fresh successful fixtures are reused.'\n",
+    "    )\n",
+    "print(f'Extracted fixtures: {len(matches)}; skipped fixtures: {len(skipped_fixtures)}')\n"
    ]
   },
   {
@@ -591,11 +682,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Saved Kicker lineup snapshot: C:\\kickbase project\\outputs\\kicker\\predicted_lineups\\kicker_bundesliga_lineups_20260904_105209.json\n"
+      "Saved Kicker lineup snapshot: C:\\kickbase project\\outputs\\kicker\\predicted_lineups\\kicker_bundesliga_lineups_20260911_094243.json\n"
      ]
     }
    ],
    "source": [
+    "if not scrape_run_finished or not matches:\n",
+    "    raise RuntimeError('Extraction stopped or returned no lineups; rerun section 5 before publishing.')\n",
+    "\n",
     "team_count = sum(2 for _ in matches)\n",
     "player_count = sum(\n",
     "    len(match[side]['players'])\n",
@@ -606,6 +700,10 @@
     "output_data = {\n",
     "    'metadata': {\n",
     "        'source': SOURCE_NAME,\n",
+    "        'is_complete': scrape_complete,\n",
+    "        'coverage_status': 'complete' if scrape_complete else 'partial',\n",
+    "        'fixture_captured_at': fixture_captured_at,\n",
+    "        'cache_max_age_seconds': CACHE_MAX_AGE_SECONDS,\n",
     "        'source_url': source_url,\n",
     "        'season': SEASON,\n",
     "        'matchday': matchday,\n",
@@ -662,17 +760,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " 1. VfB Stuttgart Stuttgart 20:30 heute 1. FC Köln Köln Vorschau | VfB Stuttgart vs 1. FC Köln | https://www.kicker.de/stuttgart-gegen-koeln-2026-bundesliga-5226818/aufstellung\n",
-      " 2. Sa. 15:30 | TSG Hoffenheim vs Borussia Dortmund | https://www.kicker.de/hoffenheim-gegen-dortmund-2026-bundesliga-5226819/aufstellung\n",
-      " 3. Sa. 15:30 | Bayer 04 Leverkusen vs 1. FC Union Berlin | https://www.kicker.de/leverkusen-gegen-union-2026-bundesliga-5226820/aufstellung\n",
-      " 4. Sa. 15:30 | Bor. Mönchengladbach vs SV Elversberg | https://www.kicker.de/mgladbach-gegen-elversberg-2026-bundesliga-5226822/aufstellung\n",
-      " 5. Sa. 15:30 | Werder Bremen vs RB Leipzig | https://www.kicker.de/bremen-gegen-leipzig-2026-bundesliga-5226824/aufstellung\n",
-      " 6. Sa. 15:30 | SC Paderborn 07 vs SC Freiburg | https://www.kicker.de/paderborn-gegen-freiburg-2026-bundesliga-5226826/aufstellung\n",
-      " 7. Sa. 18:30 | FC Schalke 04 vs Bayern München | https://www.kicker.de/schalke-gegen-bayern-2026-bundesliga-5226825/aufstellung\n",
-      " 8. So. 15:30 | Hamburger SV vs 1. FSV Mainz 05 | https://www.kicker.de/hsv-gegen-mainz-2026-bundesliga-5226823/aufstellung\n",
-      " 9. So. 17:30 | Eintracht Frankfurt vs FC Augsburg | https://www.kicker.de/frankfurt-gegen-augsburg-2026-bundesliga-5226821/aufstellung\n",
+      " 1. 1. FC Union Berlin Union 20:30 heute FC Schalke 04 Schalke Vorschau | 1. FC Union Berlin vs FC Schalke 04 | https://www.kicker.de/union-gegen-schalke-2026-bundesliga-5226833/aufstellung\n",
+      " 2. Sa. 15:30 | Borussia Dortmund vs SC Paderborn 07 | https://www.kicker.de/dortmund-gegen-paderborn-2026-bundesliga-5226827/aufstellung\n",
+      " 3. Sa. 15:30 | TSG Hoffenheim vs VfB Stuttgart | https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung\n",
+      " 4. Sa. 15:30 | SC Freiburg vs Bor. Mönchengladbach | https://www.kicker.de/freiburg-gegen-mgladbach-2026-bundesliga-5226830/aufstellung\n",
+      " 5. Sa. 15:30 | FC Augsburg vs Bayer 04 Leverkusen | https://www.kicker.de/augsburg-gegen-leverkusen-2026-bundesliga-5226831/aufstellung\n",
+      " 6. Sa. 15:30 | 1. FSV Mainz 05 vs Eintracht Frankfurt | https://www.kicker.de/mainz-gegen-frankfurt-2026-bundesliga-5226832/aufstellung\n",
+      " 7. Sa. 18:30 | 1. FC Köln vs Werder Bremen | https://www.kicker.de/koeln-gegen-bremen-2026-bundesliga-5226834/aufstellung\n",
+      " 8. So. 15:30 | RB Leipzig vs Hamburger SV | https://www.kicker.de/leipzig-gegen-hsv-2026-bundesliga-5226828/aufstellung\n",
+      " 9. So. 17:30 | SV Elversberg vs Bayern München | https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung\n",
       "\n",
-      "JSON output: C:\\kickbase project\\outputs\\kicker\\predicted_lineups\\kicker_bundesliga_lineups_20260904_105209.json\n"
+      "JSON output: C:\\kickbase project\\outputs\\kicker\\predicted_lineups\\kicker_bundesliga_lineups_20260911_094243.json\n"
      ]
     }
    ],
diff --git a/notebooks/06_score_creation/kbstats_average_points_odds_lineup_score.ipynb b/notebooks/06_score_creation/kbstats_average_points_odds_lineup_score.ipynb
index 8aebcd2..9482189 100644
--- a/notebooks/06_score_creation/kbstats_average_points_odds_lineup_score.ipynb
+++ b/notebooks/06_score_creation/kbstats_average_points_odds_lineup_score.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# KBStats average points × odds × lineup score\n",
     "\n",
-    "Creates an optimizer-ready full KBStats score file from the newest matchday-qualified season-average-points analysis, expected match points from odds, configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances, and geometric alternative decay for LigaInsider/Kickbase/Kicker slots. Kickbase and Kicker display labels resolve automatically to a unique same-team KBStats last name, then first name; shared-name or no-match candidates are prompted only at 50% similarity or higher and persist to `data/reference/kickbase_player_name_cross_references.csv` with a provider scope. A Kickbase label therefore cannot override a Kicker label for the same player, or vice versa. Players not present in the qualified analysis receive a metric and score of zero; valid negative KBStats averages are retained and can yield negative scores."
+    "Creates an optimizer-ready full KBStats score file from the newest matchday-qualified season-average-points analysis, expected match points from odds, configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances. LigaInsider and Kicker alternatives use geometric per-slot decay; repeated Kickbase alternatives are pooled as team-level evidence and normalized to an expected XI while remaining below displayed starters. Kickbase and Kicker display labels resolve automatically to a unique same-team KBStats last name, then first name; shared-name or no-match candidates are prompted only at 50% similarity or higher and persist to `data/reference/kickbase_player_name_cross_references.csv` with a provider scope. A Kickbase label therefore cannot override a Kicker label for the same player, or vice versa. Players not present in the qualified analysis receive a metric and score of zero; valid negative KBStats averages are retained and can yield negative scores."
    ]
   },
   {
diff --git a/notebooks/06_score_creation/kbstats_last_5_average_points_odds_lineup_score.ipynb b/notebooks/06_score_creation/kbstats_last_5_average_points_odds_lineup_score.ipynb
index 5c523db..05eb00a 100644
--- a/notebooks/06_score_creation/kbstats_last_5_average_points_odds_lineup_score.ipynb
+++ b/notebooks/06_score_creation/kbstats_last_5_average_points_odds_lineup_score.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# KBStats last-five average points × odds × lineup score\n",
     "\n",
-    "Creates an optimizer-ready full KBStats score file from the newest matchday-qualified last-five-average-points analysis, expected match points from odds, configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances, and geometric alternative decay for LigaInsider/Kickbase/Kicker slots. Kickbase and Kicker display labels resolve automatically to a unique same-team KBStats last name, then first name; shared-name or no-match candidates are prompted only at 50% similarity or higher and persist to `data/reference/kickbase_player_name_cross_references.csv` with a provider scope. A Kickbase label therefore cannot override a Kicker label for the same player, or vice versa. The last-five average already excludes unplayed slots from its denominator. Players not present in the qualified analysis receive a metric and score of zero; valid negative KBStats averages are retained and can yield negative scores."
+    "Creates an optimizer-ready full KBStats score file from the newest matchday-qualified last-five-average-points analysis, expected match points from odds, configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances. LigaInsider and Kicker alternatives use geometric per-slot decay; repeated Kickbase alternatives are pooled as team-level evidence and normalized to an expected XI while remaining below displayed starters. Kickbase and Kicker display labels resolve automatically to a unique same-team KBStats last name, then first name; shared-name or no-match candidates are prompted only at 50% similarity or higher and persist to `data/reference/kickbase_player_name_cross_references.csv` with a provider scope. A Kickbase label therefore cannot override a Kicker label for the same player, or vice versa. The last-five average already excludes unplayed slots from its denominator. Players not present in the qualified analysis receive a metric and score of zero; valid negative KBStats averages are retained and can yield negative scores."
    ]
   },
   {
diff --git a/notebooks/06_score_creation/sofascore_bundesliga_rating_odds_lineup_score.ipynb b/notebooks/06_score_creation/sofascore_bundesliga_rating_odds_lineup_score.ipynb
index c9bdb72..b9f8c0d 100644
--- a/notebooks/06_score_creation/sofascore_bundesliga_rating_odds_lineup_score.ipynb
+++ b/notebooks/06_score_creation/sofascore_bundesliga_rating_odds_lineup_score.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# SofaScore Bundesliga rating × odds × lineup score\n",
     "\n",
-    "Creates optimizer-ready scores from Bundesliga average ratings, expected match points from odds, and configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances. LigaInsider, Kickbase, and Kicker alternatives use configurable geometric decay before slot normalization. The exported CSV includes the provider-specific chances, the injury penalty, and the final `score` column.\n",
+    "Creates optimizer-ready scores from Bundesliga average ratings, expected match points from odds, and configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances. LigaInsider and Kicker alternatives use configurable geometric per-slot decay; repeated Kickbase alternatives are pooled as team-level evidence and normalized to an expected XI while remaining below displayed starters. The exported CSV includes the provider-specific chances, the injury penalty, and the final `score` column.\n",
     "\n",
     "Confirmed SofaScore, LigaInsider, and RotoWire name matches are stored with Transfermarkt mappings in `data/reference/player_name_cross_references.csv`. Kickbase and Kicker display names resolve to a unique same-team KBStats last name, then first name; only shared-name or no-match candidates at 50% similarity or higher are shown for notebook confirmation and stored separately in `data/reference/kickbase_player_name_cross_references.csv`. Those mappings are scoped by provider, team, and KBStats player, so one provider's display label cannot override the other.\n",
     "\n",
diff --git a/notebooks/06_score_creation/sofascore_overall_rating_odds_lineup_score.ipynb b/notebooks/06_score_creation/sofascore_overall_rating_odds_lineup_score.ipynb
index 783100a..d357834 100644
--- a/notebooks/06_score_creation/sofascore_overall_rating_odds_lineup_score.ipynb
+++ b/notebooks/06_score_creation/sofascore_overall_rating_odds_lineup_score.ipynb
@@ -7,13 +7,34 @@
    "source": [
     "# SofaScore overall rating × odds × lineup score\n",
     "\n",
-    "Creates optimizer-ready scores from overall average ratings, expected match points from odds, and configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances. LigaInsider, Kickbase, and Kicker alternatives use configurable geometric decay before slot normalization. The final score is `score multiplier × rating × expected match points × starting chance`; the exported CSV records the provider-specific chances, the injury penalty, multiplier, and final `score` column.\n",
+    "Creates optimizer-ready scores from recency-weighted overall ratings, expected match points from odds, and configurable-weight LigaInsider, Kickbase, Kicker, and RotoWire starting chances. LigaInsider and Kicker alternatives use configurable geometric per-slot decay; repeated Kickbase alternatives are pooled as team-level evidence and normalized to an expected XI while remaining below displayed starters. The final score is `score multiplier × rating × expected match points × starting chance`; the exported CSV records the provider-specific chances, the injury penalty, multiplier, and final `score` column.\n",
     "\n",
     "Confirmed SofaScore, LigaInsider, and RotoWire name matches are stored with Transfermarkt mappings in `data/reference/player_name_cross_references.csv`. Kickbase and Kicker display names resolve to a unique same-team KBStats last name, then first name; only shared-name or no-match candidates at 50% similarity or higher are shown for notebook confirmation and stored separately in `data/reference/kickbase_player_name_cross_references.csv`. Those mappings are scoped by provider, team, and KBStats player, so one provider's display label cannot override the other.\n",
     "\n",
+    "Overall ratings use team-match weights 28%, 24%, 20%, 16%, and 12% from newest to oldest, equally for good and bad performances. Missing ratings are excluded and remaining weights normalized without shifting match slots. The matching ratings JSON and its referenced team-form snapshot are required. The exported `sofascore_average_rating` is the weighted rating rounded half-up to two decimals. Bundesliga and standalone average-rating calculators retain their existing averages.\n",
+    "\n",
     "Set the notebook's QUES penalty, alternative-decay, source-weight, and score-multiplier variables to tune scoring. A provider-level QUES reduction is applied before LigaInsider or Kickbase formation-slot alternatives are normalized."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4212a77a-f7fa-4d2a-a361-0d398fd1a7a4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6c2ac474-ad71-4849-a27f-48f94d2b3d49",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -24,11 +45,11 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Matchday for odds and lineups:  2\n",
-      "Is the Ligainsider predicted lineup snapshot (ligainsider_bundesliga_lineups_20260904_105057.json) accurate for matchday 2, or from the previous matchday? [a]ccurate/[p]revious:  a\n",
-      "Is the Kickbase predicted lineup snapshot (kickbase_bundesliga_lineups_20260904_110452.json) accurate for matchday 2, or from the previous matchday? [a]ccurate/[p]revious:  p\n",
-      "Is the Kicker predicted lineup snapshot (kicker_bundesliga_lineups_20260904_105209.json) accurate for matchday 2, or from the previous matchday? [a]ccurate/[p]revious:  a\n",
-      "Is the Rotowire predicted lineup snapshot (rotowire_bundesliga_lineups_20260904_105027.json) accurate for matchday 2, or from the previous matchday? [a]ccurate/[p]revious:  a\n"
+      "Matchday for odds and lineups:  3\n",
+      "Is the Ligainsider predicted lineup snapshot (ligainsider_bundesliga_lineups_20260911_094158.json) accurate for matchday 3, or from the previous matchday? [a]ccurate/[p]revious:  a\n",
+      "Is the Kickbase predicted lineup snapshot (kickbase_bundesliga_lineups_20260911_095348.json) accurate for matchday 3, or from the previous matchday? [a]ccurate/[p]revious:  a\n",
+      "Is the Kicker predicted lineup snapshot (kicker_bundesliga_lineups_20260911_094243.json) accurate for matchday 3, or from the previous matchday? [a]ccurate/[p]revious:  a\n",
+      "Is the Rotowire predicted lineup snapshot (rotowire_bundesliga_lineups_20260911_094138.json) accurate for matchday 3, or from the previous matchday? [a]ccurate/[p]revious:  a\n"
      ]
     },
     {
@@ -36,15 +57,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for David Møller Wolfe (hamburg)\n",
-      "  1. David Moller Wolfe (ID 44313, similarity 97%)\n"
+      "No exact match for kickbase lineup for Nicolas Kühn (gladbach)\n",
+      "  1. NICOLAS (displayed name, similarity 78%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  1\n"
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
     {
@@ -52,15 +73,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Mert Kömür (augsburg)\n",
-      "  1. Mert Koemuer (ID 27169, similarity 90%)\n"
+      "No exact match for kicker lineup for Nicolas Kühn (gladbach)\n",
+      "  1. Nicolas (displayed name, similarity 78%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  1\n"
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
     {
@@ -68,10 +89,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Luca Jaquez\n",
-      "  1. Lucas Vázquez (ID 255239, similarity 82%)\n",
-      "  2. Cajetan Lenz (ID 2077300, similarity 57%)\n",
-      "  3. Lucas Höler (ID 280009, similarity 50%)\n"
+      "No exact match for kickbase lineup for Vitalie Becker (schalke)\n",
+      "  1. T. BECKER (displayed name, similarity 70%)\n"
      ]
     },
     {
@@ -86,12 +105,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Mitchell Weiser\n",
-      "  1. Michael Olise (ID 978838, similarity 77%)\n",
-      "  2. Michel Aebischer (ID 850891, similarity 76%)\n",
-      "  3. Michael Gregoritsch (ID 111483, similarity 56%)\n",
-      "  4. Mathis Albert (ID 1937835, similarity 54%)\n",
-      "  5. Jamie Leweling (ID 990201, similarity 52%)\n"
+      "No exact match for kicker lineup for Vitalie Becker (schalke)\n",
+      "  1. T. Becker (displayed name, similarity 70%)\n"
      ]
     },
     {
@@ -106,12 +121,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Luka Duric\n",
-      "  1. Lukas Ullrich (ID 1083382, similarity 76%)\n",
-      "  2. Laurin Curda (ID 981788, similarity 60%)\n",
-      "  3. Lukas Kübler (ID 142525, similarity 60%)\n",
-      "  4. Laurin Ulrich (ID 1152486, similarity 57%)\n",
-      "  5. Luca Sirch (ID 964603, similarity 56%)\n"
+      "No exact match for kicker lineup for Nicholas Mickelson (elversberg)\n",
+      "  1. Kristof (displayed name, similarity 65%)\n"
      ]
     },
     {
@@ -126,12 +137,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Lúkas Petersson\n",
-      "  1. Lukas Petkov (ID 960017, similarity 72%)\n",
-      "  2. Lukas Kübler (ID 142525, similarity 56%)\n",
-      "  3. Lasse Günther (ID 997175, similarity 54%)\n",
-      "  4. Julian Ryerson (ID 800951, similarity 52%)\n",
-      "  5. Lukas Finn Pinckert (ID 990105, similarity 52%)\n"
+      "No exact match for ligainsider lineup for Nicholas Mickelson (elversberg)\n",
+      "  1. Nicolas Kristof (ID 26473, similarity 65%)\n"
      ]
     },
     {
@@ -146,12 +153,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Alexander Prass\n",
-      "  1. Alexander Meyer (ID 138491, similarity 71%)\n",
-      "  2. Tom Alexander Rothe (ID 1210666, similarity 65%)\n",
-      "  3. Aleksandar Pavlović (ID 1142251, similarity 56%)\n",
-      "  4. Aleix García (ID 796047, similarity 56%)\n",
-      "  5. Daniel Fernandes (ID 113442, similarity 55%)\n"
+      "No exact match for rotowire lineup for Nicholas Mickelson (elversberg)\n",
+      "  1. Nicolas Kristof (ID 48713, similarity 65%)\n"
      ]
     },
     {
@@ -166,12 +169,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Alexander Schlager\n",
-      "  1. Alexander Meyer (ID 138491, similarity 71%)\n",
-      "  2. András Schäfer (ID 877302, similarity 67%)\n",
-      "  3. Tom Alexander Rothe (ID 1210666, similarity 65%)\n",
-      "  4. Aleix García (ID 796047, similarity 57%)\n",
-      "  5. Alessandro Vogt (ID 1408406, similarity 52%)\n"
+      "No exact match for ligainsider lineup for Lucas Höler (freiburg)\n",
+      "  1. Lukas Kuebler (ID 1935, similarity 64%)\n"
      ]
     },
     {
@@ -186,12 +185,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Maximilian Kinzig\n",
-      "  1. Maximilian Beier (ID 980628, similarity 71%)\n",
-      "  2. Maximilian Eggestein (ID 569784, similarity 69%)\n",
-      "  3. Maximilian Rohr (ID 846398, similarity 67%)\n",
-      "  4. Maximilian Wöber (ID 794962, similarity 65%)\n",
-      "  5. Maximilian Mittelstädt (ID 788949, similarity 59%)\n"
+      "No exact match for kickbase lineup for Sima Suso (augsburg)\n",
+      "  1. MASSENGO (displayed name, similarity 62%)\n",
+      "  2. MATSIMA (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -206,9 +202,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Marius Funk\n",
-      "  1. Marius Wolf (ID 254119, similarity 70%)\n",
-      "  2. Kaishu Sano (ID 1028307, similarity 50%)\n"
+      "No exact match for kicker lineup for Sima Suso (augsburg)\n",
+      "  1. Massengo (displayed name, similarity 62%)\n",
+      "  2. M. Wolf (displayed name, similarity 56%)\n",
+      "  3. Matsima (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -223,11 +220,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Timo Hübers\n",
-      "  1. Timo Becker (ID 814735, similarity 70%)\n",
-      "  2. Tim Binder (ID 1925507, similarity 63%)\n",
-      "  3. Fabio Gruber (ID 1130119, similarity 57%)\n",
-      "  4. Ramon Hendriks (ID 916943, similarity 52%)\n"
+      "No exact match for kickbase lineup for Emre Can (dortmund)\n",
+      "  1. NMECHA (displayed name, similarity 62%)\n",
+      "  2. Veerman (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -242,8 +237,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Vitalie Becker (schalke)\n",
-      "  1. T. Becker (displayed name, similarity 70%)\n"
+      "No exact match for ligainsider lineup for Vitalie Becker (schalke)\n",
+      "  1. Timo Becker (ID 11068, similarity 61%)\n"
      ]
     },
     {
@@ -258,11 +253,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Florian Pruhs\n",
-      "  1. Loris Karius (ID 174135, similarity 70%)\n",
-      "  2. Livan Burcu (ID 1513469, similarity 55%)\n",
-      "  3. Florian Yves Le Joncour (ID 787816, similarity 50%)\n",
-      "  4. Laurin Ulrich (ID 1152486, similarity 50%)\n"
+      "No exact match for rotowire lineup for Vitalie Becker (schalke)\n",
+      "  1. Timo Becker (ID 30648, similarity 61%)\n"
      ]
     },
     {
@@ -277,12 +269,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Linus Güther\n",
-      "  1. Lasse Günther (ID 997175, similarity 70%)\n",
-      "  2. Lucas Höler (ID 280009, similarity 57%)\n",
-      "  3. Kevin Stöger (ID 95381, similarity 55%)\n",
-      "  4. Lukas Kübler (ID 142525, similarity 55%)\n",
-      "  5. Christian Günter (ID 142231, similarity 54%)\n"
+      "No exact match for kicker lineup for Kevin Stöger (gladbach)\n",
+      "  1. Diks (displayed name, similarity 60%)\n",
+      "  2. Kleindienst (displayed name, similarity 55%)\n"
      ]
     },
     {
@@ -297,10 +286,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for David Møller Wolfe\n",
-      "  1. David Herold (ID 997178, similarity 69%)\n",
-      "  2. David Mokwa (ID 1432398, similarity 56%)\n",
-      "  3. David Raum (ID 856076, similarity 50%)\n"
+      "No exact match for rotowire lineup for Kevin Stöger (gladbach)\n",
+      "  1. Kevin Diks (ID 21650, similarity 60%)\n"
      ]
     },
     {
@@ -315,12 +302,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Martin Terrier\n",
-      "  1. Martin Adeline (ID 1158529, similarity 69%)\n",
-      "  2. Matthias Ginter (ID 142259, similarity 59%)\n",
-      "  3. Marvin Pieringer (ID 909485, similarity 57%)\n",
-      "  4. Maximilian Beier (ID 980628, similarity 57%)\n",
-      "  5. Fabian Rieder (ID 929620, similarity 56%)\n"
+      "No exact match for kicker lineup for Luka Duric (paderborn)\n",
+      "  1. Curda (displayed name, similarity 60%)\n",
+      "  2. Ulrich (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -335,12 +319,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Matthias Köbbing\n",
-      "  1. Matthias Ginter (ID 142259, similarity 69%)\n",
-      "  2. Mattes Hansen (ID 1083387, similarity 59%)\n",
-      "  3. Malik Pimpong (ID 1957761, similarity 52%)\n",
-      "  4. Mathis Albert (ID 1937835, similarity 52%)\n",
-      "  5. Thijs Dallinga (ID 905381, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Luka Duric (paderborn)\n",
+      "  1. Laurin Curda (ID 36261, similarity 60%)\n",
+      "  2. Laurin Ulrich (ID 27568, similarity 57%)\n"
      ]
     },
     {
@@ -355,12 +336,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Andrej Ilic\n",
-      "  1. Andrej Kramarić (ID 67647, similarity 67%)\n",
-      "  2. Andrija Maksimović (ID 1406171, similarity 59%)\n",
-      "  3. Dženan Pejčinović (ID 1127790, similarity 54%)\n",
-      "  4. Adil Aouchiche (ID 962877, similarity 52%)\n",
-      "  5. Martin Adeline (ID 1158529, similarity 52%)\n"
+      "No exact match for rotowire lineup for Luka Duric (paderborn)\n",
+      "  1. Laurin Curda (ID 48704, similarity 60%)\n",
+      "  2. Laurin Ulrich (ID 37153, similarity 57%)\n"
      ]
     },
     {
@@ -375,11 +353,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Arthur\n",
-      "  1. Arthur Chaves (ID 1122806, similarity 67%)\n",
-      "  2. Arthur Vermeeren (ID 1149127, similarity 57%)\n",
-      "  3. Mert Kömür (ID 1390682, similarity 53%)\n",
-      "  4. Matheo Raab (ID 842718, similarity 50%)\n"
+      "No exact match for kicker lineup for Christoph Baumgartner (leipzig)\n",
+      "  1. Nkunku (displayed name, similarity 59%)\n"
      ]
     },
     {
@@ -394,8 +369,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Dan-Axel Zagadou\n",
-      "  1. Joane Gadou (ID 1471049, similarity 67%)\n"
+      "No exact match for ligainsider lineup for Christoph Baumgartner (leipzig)\n",
+      "  1. Christopher Nkunku (ID 12446, similarity 59%)\n"
      ]
     },
     {
@@ -410,12 +385,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Fábio Vieira\n",
-      "  1. Fábio Silva (ID 954076, similarity 67%)\n",
-      "  2. Fabio Gruber (ID 1130119, similarity 64%)\n",
-      "  3. Fabian Rieder (ID 929620, similarity 61%)\n",
-      "  4. Rani Khedira (ID 149479, similarity 55%)\n",
-      "  5. Olivier Deman (ID 960114, similarity 52%)\n"
+      "No exact match for rotowire lineup for Christoph Baumgartner (leipzig)\n",
+      "  1. Christopher Nkunku (ID 20544, similarity 59%)\n"
      ]
     },
     {
@@ -430,10 +401,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Justin Diehl\n",
-      "  1. Justin Njinmah (ID 1005343, similarity 67%)\n",
-      "  2. Martin Adeline (ID 1158529, similarity 50%)\n",
-      "  3. Tim Binder (ID 1925507, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Jan Olschowsky (gladbach)\n",
+      "  1. Jan Leszczynski (ID 38925, similarity 59%)\n"
      ]
     },
     {
@@ -448,12 +417,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Justin Lerma\n",
-      "  1. Justin Njinmah (ID 1005343, similarity 67%)\n",
-      "  2. Jan Uwe Thielmann (ID 1010726, similarity 54%)\n",
-      "  3. Jamal Musiala (ID 1010231, similarity 52%)\n",
-      "  4. Jonah Sticker (ID 1517850, similarity 52%)\n",
-      "  5. Angelo Stiller (ID 901882, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Junior Adamu (schalke)\n",
+      "  1. Junior Dina Ebimbe (ID 26881, similarity 59%)\n"
      ]
     },
     {
@@ -468,10 +433,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Leopold Zingerle\n",
-      "  1. Leopold Querfeld (ID 1086547, similarity 67%)\n",
-      "  2. Tim Lemperle (ID 1014290, similarity 54%)\n",
-      "  3. Valentin Gendrey (ID 944899, similarity 53%)\n"
+      "No exact match for kicker lineup for Markus Schubert (paderborn)\n",
+      "  1. Scheller (displayed name, similarity 59%)\n"
      ]
     },
     {
@@ -486,12 +449,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Lukas Klostermann\n",
-      "  1. Lukas Kübler (ID 142525, similarity 67%)\n",
-      "  2. Lucas Höler (ID 280009, similarity 54%)\n",
-      "  3. Lukas Petkov (ID 960017, similarity 52%)\n",
-      "  4. Łukasz Poręba (ID 942336, similarity 52%)\n",
-      "  5. Jonas Hofmann (ID 142390, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Markus Schubert (paderborn)\n",
+      "  1. Tjark Scheller (ID 36890, similarity 59%)\n"
      ]
     },
     {
@@ -506,10 +465,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Markus Kolke\n",
-      "  1. Marius Wolf (ID 254119, similarity 67%)\n",
-      "  2. Mark Flekken (ID 171919, similarity 64%)\n",
-      "  3. Tim Skarke (ID 800252, similarity 50%)\n"
+      "No exact match for rotowire lineup for Markus Schubert (paderborn)\n",
+      "  1. Tjark Scheller (ID 48700, similarity 59%)\n"
      ]
     },
     {
@@ -524,12 +481,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Marvin Friedrich\n",
-      "  1. Marvin Pieringer (ID 909485, similarity 67%)\n",
-      "  2. Marco Friedl (ID 825771, similarity 62%)\n",
-      "  3. Fabian Rieder (ID 929620, similarity 59%)\n",
-      "  4. Laurin Ulrich (ID 1152486, similarity 59%)\n",
-      "  5. Marvin Schwäbe (ID 187185, similarity 57%)\n"
+      "No exact match for kickbase lineup for Isac Lidberg (gladbach)\n",
+      "  1. SANDER (displayed name, similarity 59%)\n"
      ]
     },
     {
@@ -544,10 +497,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Maxime Estève\n",
-      "  1. Max Moerstedt (ID 1418703, similarity 67%)\n",
-      "  2. Maximilian Eggestein (ID 569784, similarity 65%)\n",
-      "  3. Maximilian Beier (ID 980628, similarity 52%)\n"
+      "No exact match for kicker lineup for Isac Lidberg (gladbach)\n",
+      "  1. Sander (displayed name, similarity 59%)\n"
      ]
     },
     {
@@ -562,12 +513,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Nikolas Nartey\n",
-      "  1. Nikola Katić (ID 831488, similarity 67%)\n",
-      "  2. Jan-Niklas Beste (ID 836711, similarity 59%)\n",
-      "  3. Nicolas Kristof (ID 1131080, similarity 59%)\n",
-      "  4. Bilal Nadir (ID 1129527, similarity 52%)\n",
-      "  5. Kauã Prates (ID 1887796, similarity 52%)\n"
+      "No exact match for kicker lineup for Otávio (frankfurt)\n",
+      "  1. M. Götze (displayed name, similarity 59%)\n",
+      "  2. Ebnoutalib (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -582,11 +530,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Oliver Burke\n",
-      "  1. Oliver Baumann (ID 40244, similarity 67%)\n",
-      "  2. Olivier Deman (ID 960114, similarity 61%)\n",
-      "  3. Wouter Burger (ID 916946, similarity 61%)\n",
-      "  4. Livan Burcu (ID 1513469, similarity 57%)\n"
+      "No exact match for kickbase lineup for Tim Oermann (leverkusen)\n",
+      "  1. MOREIRA (displayed name, similarity 59%)\n",
+      "  2. Tillman (displayed name, similarity 59%)\n"
      ]
     },
     {
@@ -601,12 +547,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Rayan Philippe\n",
-      "  1. Luca Philipp (ID 943550, similarity 67%)\n",
-      "  2. Philipp Treu (ID 979820, similarity 67%)\n",
-      "  3. Philipp Sander (ID 939880, similarity 62%)\n",
-      "  4. Phillipp Mwene (ID 138126, similarity 62%)\n",
-      "  5. Philipp Lienhart (ID 576266, similarity 57%)\n"
+      "No exact match for kicker lineup for Tim Oermann (leverkusen)\n",
+      "  1. Tillman (displayed name, similarity 59%)\n"
      ]
     },
     {
@@ -621,8 +563,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Nicholas Mickelson (elversberg)\n",
-      "  1. Nicolas Kristof (ID 26473, similarity 65%)\n"
+      "No exact match for kicker lineup for Jannik Huth (freiburg)\n",
+      "  1. Beste (displayed name, similarity 58%)\n",
+      "  2. Engelhardt (displayed name, similarity 54%)\n"
      ]
     },
     {
@@ -637,8 +580,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Nicholas Mickelson (elversberg)\n",
-      "  1. Nicolas Kristof (ID 48713, similarity 65%)\n"
+      "No exact match for rotowire lineup for Jannik Huth (freiburg)\n",
+      "  1. Jan-Niklas Beste (ID 26591, similarity 58%)\n",
+      "  2. Yannik Engelhardt (ID 36578, similarity 54%)\n"
      ]
     },
     {
@@ -653,12 +597,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Nicholas Mickelson\n",
-      "  1. Nicolas Kristof (ID 1131080, similarity 65%)\n",
-      "  2. Nicolás Capaldo (ID 973564, similarity 65%)\n",
-      "  3. Nicolas Seiwald (ID 976575, similarity 58%)\n",
-      "  4. Nicolai Remberg (ID 1064305, similarity 52%)\n",
-      "  5. Michel Aebischer (ID 850891, similarity 50%)\n"
+      "No exact match for kicker lineup for Mert Can Ayhan (schalke)\n",
+      "  1. Kurucay (displayed name, similarity 58%)\n",
+      "  2. Tanaka (displayed name, similarity 56%)\n",
+      "  3. Karaman (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -673,9 +615,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Sebastian Klaas\n",
-      "  1. Sebastiaan Bornauw (ID 826167, similarity 65%)\n",
-      "  2. Satoshi Tanaka (ID 981067, similarity 59%)\n"
+      "No exact match for ligainsider lineup for Nicolas Kühn (gladbach)\n",
+      "  1. Moritz Nicolas (ID 6295, similarity 58%)\n"
      ]
     },
     {
@@ -690,10 +631,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Assan Ouédraogo\n",
-      "  1. Alessandro Vogt (ID 1408406, similarity 64%)\n",
-      "  2. Hasan Kuruçay (ID 852096, similarity 54%)\n",
-      "  3. Kaishu Sano (ID 1028307, similarity 50%)\n"
+      "No exact match for rotowire lineup for Nicolas Kühn (gladbach)\n",
+      "  1. Moritz Nicolas (ID 25259, similarity 58%)\n"
      ]
     },
     {
@@ -708,12 +647,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Lennard Maloney\n",
-      "  1. Lennart Karl (ID 1861975, similarity 64%)\n",
-      "  2. Bernardo (ID 828571, similarity 55%)\n",
-      "  3. Olivier Deman (ID 960114, similarity 54%)\n",
-      "  4. Waldemar Anton (ID 799046, similarity 52%)\n",
-      "  5. Adam Hložek (ID 963801, similarity 50%)\n"
+      "No exact match for kicker lineup for Cédric Itten (bremen)\n",
+      "  1. Dinkci (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -728,12 +663,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Nicolas Kühn\n",
-      "  1. Niclas Füllkrug (ID 132645, similarity 64%)\n",
-      "  2. Nicolas Kristof (ID 1131080, similarity 64%)\n",
-      "  3. Moritz Nicolas (ID 578166, similarity 58%)\n",
-      "  4. Nicolas Seiwald (ID 976575, similarity 56%)\n",
-      "  5. Nicolás Capaldo (ID 973564, similarity 56%)\n"
+      "No exact match for kicker lineup for Ezechiel Banzuzi (leipzig)\n",
+      "  1. El Aynaoui (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -748,12 +679,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Niklas Stark\n",
-      "  1. Jan-Niklas Beste (ID 836711, similarity 64%)\n",
-      "  2. Nicolas Kristof (ID 1131080, similarity 56%)\n",
-      "  3. Nicolas Seiwald (ID 976575, similarity 56%)\n",
-      "  4. Nikola Katić (ID 831488, similarity 55%)\n",
-      "  5. Lasse Günther (ID 997175, similarity 52%)\n"
+      "No exact match for kicker lineup for Felix Nmecha (dortmund)\n",
+      "  1. Bellingham (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -768,12 +695,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Shuto Machino\n",
-      "  1. Stefano Marino (ID 1167764, similarity 64%)\n",
-      "  2. Kaishu Sano (ID 1028307, similarity 55%)\n",
-      "  3. Tom Bischof (ID 1129935, similarity 55%)\n",
-      "  4. Linton Maina (ID 921033, similarity 52%)\n",
-      "  5. Jonas Hofmann (ID 142390, similarity 50%)\n"
+      "No exact match for rotowire lineup for Junior Adamu (schalke)\n",
+      "  1. Eric Junior (ID 27879, similarity 57%)\n"
      ]
     },
     {
@@ -788,12 +711,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Amara Condé\n",
-      "  1. Bambasé Conté (ID 1185359, similarity 64%)\n",
-      "  2. Waldemar Anton (ID 799046, similarity 61%)\n",
-      "  3. Ragnar Ache (ID 877544, similarity 60%)\n",
-      "  4. Chema Andrés (ID 1464641, similarity 57%)\n",
-      "  5. Marco Friedl (ID 825771, similarity 57%)\n"
+      "No exact match for ligainsider lineup for Luca Pfeiffer (elversberg)\n",
+      "  1. Luca Sirch (ID 26346, similarity 57%)\n"
      ]
     },
     {
@@ -808,11 +727,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Anthony Jung\n",
-      "  1. Anthony Caci (ID 846471, similarity 64%)\n",
-      "  2. Antonio Nusa (ID 1121923, similarity 55%)\n",
-      "  3. Anton Kade (ID 1129365, similarity 50%)\n",
-      "  4. Jordan Torunarigha (ID 801003, similarity 50%)\n"
+      "No exact match for kicker lineup for Noah Darvich (elversberg)\n",
+      "  1. Mokwa (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -827,10 +743,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kevin Müller\n",
-      "  1. Kevin Stöger (ID 95381, similarity 64%)\n",
-      "  2. Angelo Stiller (ID 901882, similarity 50%)\n",
-      "  3. Kevin Diks (ID 583806, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Oliver Burke (union)\n",
+      "  1. Livan Burcu (ID 36114, similarity 57%)\n"
      ]
     },
     {
@@ -845,8 +759,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Lucas Höler (freiburg)\n",
-      "  1. Lukas Kuebler (ID 1935, similarity 64%)\n"
+      "No exact match for rotowire lineup for Oliver Burke (union)\n",
+      "  1. Livan Burcu (ID 43803, similarity 57%)\n"
      ]
     },
     {
@@ -861,12 +775,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Marius Bülter\n",
-      "  1. Marius Wolf (ID 254119, similarity 64%)\n",
-      "  2. Mathis Albert (ID 1937835, similarity 58%)\n",
-      "  3. Marvin Schwäbe (ID 187185, similarity 56%)\n",
-      "  4. Marcel Sabitzer (ID 133908, similarity 54%)\n",
-      "  5. Matthias Ginter (ID 142259, similarity 54%)\n"
+      "No exact match for kicker lineup for Stefan Bell (mainz)\n",
+      "  1. Posch (displayed name, similarity 57%)\n"
      ]
     },
     {
@@ -881,10 +791,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Moussa Diaby\n",
-      "  1. Moussa Sylla (ID 861980, similarity 64%)\n",
-      "  2. Luis Díaz (ID 883537, similarity 53%)\n",
-      "  3. Sacha Boey (ID 980418, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Stefan Bell (mainz)\n",
+      "  1. Stefan Posch (ID 12798, similarity 57%)\n"
      ]
     },
     {
@@ -899,10 +807,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Felix Agu\n",
-      "  1. Felix Nmecha (ID 907463, similarity 63%)\n",
-      "  2. Elias Baum (ID 1403018, similarity 59%)\n",
-      "  3. Felix Keidel (ID 1215028, similarity 53%)\n"
+      "No exact match for rotowire lineup for Stefan Bell (mainz)\n",
+      "  1. Stefan Posch (ID 23594, similarity 57%)\n"
      ]
     },
     {
@@ -917,8 +823,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Keke Topp\n",
-      "  1. Keisuke Goto (ID 1391315, similarity 63%)\n"
+      "No exact match for kicker lineup for Janik Bachmann (schalke)\n",
+      "  1. Karaman (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -933,10 +839,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Luca Vozar\n",
-      "  1. Lucas Höler (ID 280009, similarity 63%)\n",
-      "  2. Lucas Vázquez (ID 255239, similarity 57%)\n",
-      "  3. Luca Sirch (ID 964603, similarity 56%)\n"
+      "No exact match for ligainsider lineup for Janik Bachmann (schalke)\n",
+      "  1. Kenan Karaman (ID 2676, similarity 56%)\n"
      ]
     },
     {
@@ -951,11 +855,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Christoph Baumgartner\n",
-      "  1. Christian Günter (ID 142231, similarity 63%)\n",
-      "  2. Christopher Nkunku (ID 769333, similarity 59%)\n",
-      "  3. Christian Kofane (ID 2029648, similarity 57%)\n",
-      "  4. Tristan Spranger (ID 1974432, similarity 51%)\n"
+      "No exact match for kicker lineup for Jonathan Tah (bayern)\n",
+      "  1. Brown (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -970,8 +871,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Christopher Trimmel\n",
-      "  1. Christopher Nkunku (ID 769333, similarity 63%)\n"
+      "No exact match for rotowire lineup for Marius Bülter (koeln)\n",
+      "  1. Marvin Schwabe (ID 34845, similarity 56%)\n"
      ]
     },
     {
@@ -986,8 +887,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Kim Minjae (bayern)\n",
-      "  1. Kimmich (displayed name, similarity 62%)\n"
+      "No exact match for kicker lineup for Borna Sosa (koeln)\n",
+      "  1. Krauß (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1002,9 +903,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Sima Suso (augsburg)\n",
-      "  1. Massengo (displayed name, similarity 62%)\n",
-      "  2. Matsima (displayed name, similarity 53%)\n"
+      "No exact match for ligainsider lineup for Borna Sosa (koeln)\n",
+      "  1. Tom Krauss (ID 20244, similarity 56%)\n"
      ]
     },
     {
@@ -1019,12 +919,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Lilian Brassier\n",
-      "  1. Maximilian Beier (ID 980628, similarity 62%)\n",
-      "  2. András Schäfer (ID 877302, similarity 59%)\n",
-      "  3. Maximilian Wöber (ID 794962, similarity 55%)\n",
-      "  4. Fabian Rieder (ID 929620, similarity 54%)\n",
-      "  5. Silvan Widmer (ID 157377, similarity 54%)\n"
+      "No exact match for rotowire lineup for Borna Sosa (koeln)\n",
+      "  1. Tom Krauss (ID 29789, similarity 56%)\n"
      ]
     },
     {
@@ -1039,12 +935,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Marcel Hoffmeier\n",
-      "  1. Marcel Sabitzer (ID 133908, similarity 62%)\n",
-      "  2. Marco Friedl (ID 825771, similarity 62%)\n",
-      "  3. Manuel Neuer (ID 8959, similarity 54%)\n",
-      "  4. Karl Hein (ID 991591, similarity 52%)\n",
-      "  5. András Schäfer (ID 877302, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Emre Can (dortmund)\n",
+      "  1. Felix Nmecha (ID 25090, similarity 56%)\n",
+      "  2. Waldemar Anton (ID 5837, similarity 50%)\n"
      ]
     },
     {
@@ -1059,11 +952,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Patrick Drewes\n",
-      "  1. Patrick Osterhage (ID 914755, similarity 62%)\n",
-      "  2. Patrick Wimmer (ID 987504, similarity 62%)\n",
-      "  3. Patrice Čović (ID 1596105, similarity 56%)\n",
-      "  4. Patrik Schick (ID 280609, similarity 56%)\n"
+      "No exact match for kickbase lineup for Mert Can Ayhan (schalke)\n",
+      "  1. TANAKA (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1078,11 +968,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kastriot Imeri\n",
-      "  1. Patrick Wimmer (ID 987504, similarity 62%)\n",
-      "  2. Patrick Osterhage (ID 914755, similarity 55%)\n",
-      "  3. Kevin Stöger (ID 95381, similarity 50%)\n",
-      "  4. Marvin Pieringer (ID 909485, similarity 50%)\n"
+      "No exact match for kicker lineup for Robert Skov (union)\n",
+      "  1. Rothe (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1097,8 +984,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Sebastian Sebulonsen\n",
-      "  1. Sebastiaan Bornauw (ID 826167, similarity 61%)\n"
+      "No exact match for ligainsider lineup for Sima Suso (augsburg)\n",
+      "  1. Marius Wolf (ID 5670, similarity 56%)\n"
      ]
     },
     {
@@ -1113,11 +1000,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Finn Porath\n",
-      "  1. Franck Honorat (ID 280453, similarity 61%)\n",
-      "  2. Finn Dahmen (ID 822564, similarity 60%)\n",
-      "  3. Finn Jeltsch (ID 1418649, similarity 57%)\n",
-      "  4. Lukas Finn Pinckert (ID 990105, similarity 52%)\n"
+      "No exact match for rotowire lineup for Sima Suso (augsburg)\n",
+      "  1. Marius Wolf (ID 21031, similarity 56%)\n"
      ]
     },
     {
@@ -1132,9 +1016,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Moussa Ndiaye\n",
-      "  1. Moussa Sylla (ID 861980, similarity 61%)\n",
-      "  2. Luis Díaz (ID 883537, similarity 50%)\n"
+      "No exact match for kickbase lineup for Sven Michel (paderborn)\n",
+      "  1. SCHELLER (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1149,12 +1032,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Noël Aséko\n",
-      "  1. Nicolas Kristof (ID 1131080, similarity 61%)\n",
-      "  2. Lukas Petkov (ID 960017, similarity 60%)\n",
-      "  3. Daniel Svensson (ID 1021272, similarity 52%)\n",
-      "  4. Nicolas Seiwald (ID 976575, similarity 52%)\n",
-      "  5. Nicolás Capaldo (ID 973564, similarity 52%)\n"
+      "No exact match for kicker lineup for Sven Michel (paderborn)\n",
+      "  1. Scheller (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1169,10 +1048,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Sven Ulreich\n",
-      "  1. Laurin Ulrich (ID 1152486, similarity 61%)\n",
-      "  2. Lukas Ullrich (ID 1083382, similarity 61%)\n",
-      "  3. Samuele Inacio (ID 1861666, similarity 50%)\n"
+      "No exact match for kickbase lineup for Tiago Tomás (stuttgart)\n",
+      "  1. VAGNOMAN (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1187,12 +1064,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Tim Oermann\n",
-      "  1. Oliver Baumann (ID 40244, similarity 61%)\n",
-      "  2. Timo Becker (ID 814735, similarity 60%)\n",
-      "  3. Joey Veerman (ID 850816, similarity 57%)\n",
-      "  4. Jan Uwe Thielmann (ID 1010726, similarity 56%)\n",
-      "  5. Mertcan Ayhan (ID 1195798, similarity 55%)\n"
+      "No exact match for kicker lineup for Tiago Tomás (stuttgart)\n",
+      "  1. Vagnoman (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1207,8 +1080,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Vitalie Becker (schalke)\n",
-      "  1. Timo Becker (ID 30648, similarity 61%)\n"
+      "No exact match for kicker lineup for Tim Binder (bayern)\n",
+      "  1. M.-J. Kim (displayed name, similarity 56%)\n"
      ]
     },
     {
@@ -1223,8 +1096,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Youri Regeer\n",
-      "  1. Wouter Burger (ID 916946, similarity 61%)\n"
+      "No exact match for rotowire lineup for Tim Binder (bayern)\n",
+      "  1. Kim Min-Jae (ID 34953, similarity 56%)\n"
      ]
     },
     {
@@ -1239,12 +1112,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Florian Müller\n",
-      "  1. Florian Yves Le Joncour (ID 787816, similarity 61%)\n",
-      "  2. Laurin Ulrich (ID 1152486, similarity 56%)\n",
-      "  3. Angelo Stiller (ID 901882, similarity 54%)\n",
-      "  4. Livan Burcu (ID 1513469, similarity 52%)\n",
-      "  5. Christian Günter (ID 142231, similarity 50%)\n"
+      "No exact match for kicker lineup for Christian Günter (freiburg)\n",
+      "  1. Ginter (displayed name, similarity 55%)\n",
+      "  2. Scherhant (displayed name, similarity 55%)\n"
      ]
     },
     {
@@ -1259,12 +1129,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Eric Martel\n",
-      "  1. Eric Ebimbe (ID 904994, similarity 60%)\n",
-      "  2. Cédric Itten (ID 352290, similarity 57%)\n",
-      "  3. Tim Skarke (ID 800252, similarity 53%)\n",
-      "  4. Grischa Prömel (ID 253993, similarity 52%)\n",
-      "  5. Martin Adeline (ID 1158529, similarity 52%)\n"
+      "No exact match for rotowire lineup for Christian Günter (freiburg)\n",
+      "  1. Matthias Ginter (ID 17592, similarity 55%)\n"
      ]
     },
     {
@@ -1279,12 +1145,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Janik Bachmann\n",
-      "  1. Calvin Brackelmann (ID 1128792, similarity 60%)\n",
-      "  2. Jan Uwe Thielmann (ID 1010726, similarity 57%)\n",
-      "  3. Jonas Hofmann (ID 142390, similarity 56%)\n",
-      "  4. Oliver Baumann (ID 40244, similarity 54%)\n",
-      "  5. Han-Noah Massengo (ID 927340, similarity 50%)\n"
+      "No exact match for kicker lineup for András Schäfer (union)\n",
+      "  1. Aebischer (displayed name, similarity 55%)\n",
+      "  2. van den Bosch (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -1299,11 +1162,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Jens Stage\n",
-      "  1. Kevin Stöger (ID 95381, similarity 60%)\n",
-      "  2. Jae-sung Lee (ID 537552, similarity 53%)\n",
-      "  3. Otto Stange (ID 1568535, similarity 53%)\n",
-      "  4. Cajetan Lenz (ID 2077300, similarity 50%)\n"
+      "No exact match for kicker lineup for Jan Thielmann (koeln)\n",
+      "  1. S. El Mala (displayed name, similarity 55%)\n",
+      "  2. Johannesson (displayed name, similarity 51%)\n"
      ]
     },
     {
@@ -1318,9 +1179,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Luka Duric (paderborn)\n",
-      "  1. Laurin Curda (ID 36261, similarity 60%)\n",
-      "  2. Laurin Ulrich (ID 27568, similarity 57%)\n"
+      "No exact match for ligainsider lineup for Jan Thielmann (koeln)\n",
+      "  1. Said El Mala (ID 38546, similarity 55%)\n"
      ]
     },
     {
@@ -1335,9 +1195,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Luka Duric (paderborn)\n",
-      "  1. Laurin Curda (ID 48704, similarity 60%)\n",
-      "  2. Laurin Ulrich (ID 37153, similarity 57%)\n"
+      "No exact match for rotowire lineup for Jan Thielmann (koeln)\n",
+      "  1. Said El Mala (ID 46716, similarity 55%)\n"
      ]
     },
     {
@@ -1352,11 +1211,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Paul Nebel\n",
-      "  1. Manuel Neuer (ID 8959, similarity 60%)\n",
-      "  2. Paul Okon-Engstler (ID 1411105, similarity 56%)\n",
-      "  3. Jae-sung Lee (ID 537552, similarity 53%)\n",
-      "  4. Nahuel Noll (ID 1048651, similarity 53%)\n"
+      "No exact match for kicker lineup for Luca Sirch (elversberg)\n",
+      "  1. Pinckert (displayed name, similarity 55%)\n"
      ]
     },
     {
@@ -1371,8 +1227,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Christoph Baumgartner (leipzig)\n",
-      "  1. Christopher Nkunku (ID 12446, similarity 59%)\n"
+      "No exact match for rotowire lineup for Luca Sirch (elversberg)\n",
+      "  1. Lukas Pinckert (ID 48715, similarity 55%)\n"
      ]
     },
     {
@@ -1387,8 +1243,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Jan Olschowsky (gladbach)\n",
-      "  1. Jan Leszczynski (ID 38925, similarity 59%)\n"
+      "No exact match for kickbase lineup for Martin Terrier (leverkusen)\n",
+      "  1. GUTIÉRREZ (displayed name, similarity 55%)\n"
      ]
     },
     {
@@ -1403,9 +1259,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kennet Eichhorn\n",
-      "  1. Hennes Behrens (ID 1864760, similarity 59%)\n",
-      "  2. Senne Lynen (ID 826171, similarity 50%)\n"
+      "No exact match for kicker lineup for Reigan Heskey (koeln)\n",
+      "  1. Moore (displayed name, similarity 55%)\n"
      ]
     },
     {
@@ -1420,8 +1275,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Markus Schubert (paderborn)\n",
-      "  1. Tjark Scheller (ID 36890, similarity 59%)\n"
+      "No exact match for kicker lineup for Afonso Moreira (leverkusen)\n",
+      "  1. Medina (displayed name, similarity 54%)\n"
      ]
     },
     {
@@ -1436,8 +1291,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Markus Schubert (paderborn)\n",
-      "  1. Tjark Scheller (ID 48700, similarity 59%)\n"
+      "No exact match for kicker lineup for Ermedin Demirović (stuttgart)\n",
+      "  1. Pejcinovic (displayed name, similarity 54%)\n"
      ]
     },
     {
@@ -1452,12 +1307,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Markus Schubert\n",
-      "  1. András Schäfer (ID 877302, similarity 59%)\n",
-      "  2. Marvin Schwäbe (ID 187185, similarity 59%)\n",
-      "  3. Tjark Lasse Scheller (ID 1137717, similarity 56%)\n",
-      "  4. Mathis Albert (ID 1937835, similarity 54%)\n",
-      "  5. Derry Scherhant (ID 1131002, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Jannik Huth (freiburg)\n",
+      "  1. Yannik Engelhardt (ID 20278, similarity 54%)\n"
      ]
     },
     {
@@ -1472,12 +1323,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Nediljko Labrović\n",
-      "  1. Nikola Katić (ID 831488, similarity 59%)\n",
-      "  2. Andrija Maksimović (ID 1406171, similarity 55%)\n",
-      "  3. Andrej Kramarić (ID 67647, similarity 53%)\n",
-      "  4. Noah Darvich (ID 1469995, similarity 52%)\n",
-      "  5. Ermedin Demirović (ID 878081, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Luca Schnellbacher (elversberg)\n",
+      "  1. Luca Sirch (ID 26346, similarity 54%)\n"
      ]
     },
     {
@@ -1492,12 +1339,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Alexander Schwolow\n",
-      "  1. Tom Alexander Rothe (ID 1210666, similarity 59%)\n",
-      "  2. Alessandro Vogt (ID 1408406, similarity 58%)\n",
-      "  3. Alexander Meyer (ID 138491, similarity 58%)\n",
-      "  4. Aleksandar Pavlović (ID 1142251, similarity 51%)\n",
-      "  5. Aleix García (ID 796047, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Luca Waldschmidt (koeln)\n",
+      "  1. Joel Schmied (ID 38328, similarity 54%)\n"
      ]
     },
     {
@@ -1512,12 +1355,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Borna Sosa\n",
-      "  1. Bernardo (ID 828571, similarity 59%)\n",
-      "  2. Jonas Hofmann (ID 142390, similarity 57%)\n",
-      "  3. Tom Krauß (ID 930272, similarity 56%)\n",
-      "  4. Edmond Tapsoba (ID 883262, similarity 55%)\n",
-      "  5. Antonio Nusa (ID 1121923, similarity 50%)\n"
+      "No exact match for kicker lineup for Marius Bülter (koeln)\n",
+      "  1. Schwäbe (displayed name, similarity 54%)\n"
      ]
     },
     {
@@ -1532,8 +1371,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Isac Lidberg (gladbach)\n",
-      "  1. Sander (displayed name, similarity 59%)\n"
+      "No exact match for kickbase lineup for Borna Sosa (koeln)\n",
+      "  1. KRAUSS (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1548,8 +1387,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Rael-Tshimbela Nakuzola\n",
-      "  1. Satoshi Tanaka (ID 981067, similarity 59%)\n"
+      "No exact match for kicker lineup for Emre Can (dortmund)\n",
+      "  1. J. Veerman (displayed name, similarity 53%)\n",
+      "  2. Anton (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -1564,8 +1404,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Tim Oermann (leverkusen)\n",
-      "  1. Moreira (displayed name, similarity 59%)\n"
+      "No exact match for kicker lineup for Guéla Doué (leverkusen)\n",
+      "  1. Miguel (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1580,11 +1420,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Chris Führich\n",
-      "  1. Laurin Ulrich (ID 1152486, similarity 58%)\n",
-      "  2. Christian Günter (ID 142231, similarity 52%)\n",
-      "  3. Cyriaque Irié (ID 1508537, similarity 50%)\n",
-      "  4. Lukas Ullrich (ID 1083382, similarity 50%)\n"
+      "No exact match for kickbase lineup for Luka Duric (paderborn)\n",
+      "  1. ULRICH (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1599,9 +1436,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Fabio Chiarodia\n",
-      "  1. Fábio Silva (ID 954076, similarity 58%)\n",
-      "  2. Albian Hajdari (ID 1000269, similarity 52%)\n"
+      "No exact match for kicker lineup for Marvin Friedrich (union)\n",
+      "  1. Rönnow (displayed name, similarity 53%)\n",
+      "  2. Ljubicic (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -1616,9 +1453,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Felix Uduokhai\n",
-      "  1. Felix Nmecha (ID 907463, similarity 58%)\n",
-      "  2. Felix Keidel (ID 1215028, similarity 50%)\n"
+      "No exact match for kickbase lineup for Tim Binder (bayern)\n",
+      "  1. Laimer (displayed name, similarity 53%)\n",
+      "  2. MINJAE (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1633,9 +1470,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Jannik Huth (freiburg)\n",
-      "  1. Jan-Niklas Beste (ID 26591, similarity 58%)\n",
-      "  2. Yannik Engelhardt (ID 36578, similarity 54%)\n"
+      "No exact match for kicker lineup for Bambasé Conté (hoffenheim)\n",
+      "  1. Baumann (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1650,11 +1486,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Jannik Huth\n",
-      "  1. Jan-Niklas Beste (ID 836711, similarity 58%)\n",
-      "  2. Janik Haberer (ID 168985, similarity 55%)\n",
-      "  3. Yannik Keitel (ID 877842, similarity 55%)\n",
-      "  4. Yannick Engelhardt (ID 990209, similarity 52%)\n"
+      "No exact match for kicker lineup for Justin Lerma (dortmund)\n",
+      "  1. J. Veerman (displayed name, similarity 53%)\n",
+      "  2. Anton (displayed name, similarity 50%)\n",
+      "  3. Ryerson (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -1669,8 +1504,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Luca Waldschmidt\n",
-      "  1. Luca Sirch (ID 964603, similarity 58%)\n"
+      "No exact match for kicker lineup for Paul Nebel (mainz)\n",
+      "  1. J.-S. Lee (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1685,11 +1520,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Mario Götze\n",
-      "  1. Marcel Sabitzer (ID 133908, similarity 58%)\n",
-      "  2. Mats Rots (ID 1387012, similarity 56%)\n",
-      "  3. Marco Grüll (ID 815612, similarity 50%)\n",
-      "  4. Marius Wolf (ID 254119, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Paul Nebel (mainz)\n",
+      "  1. Jaesung Lee (ID 21202, similarity 53%)\n"
      ]
     },
     {
@@ -1704,8 +1536,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Nicolas Kühn (gladbach)\n",
-      "  1. Moritz Nicolas (ID 6295, similarity 58%)\n"
+      "No exact match for kickbase lineup for Ruben Müller (paderborn)\n",
+      "  1. SCHELLER (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1720,8 +1552,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Nicolas Kühn (gladbach)\n",
-      "  1. Moritz Nicolas (ID 25259, similarity 58%)\n"
+      "No exact match for kicker lineup for Ruben Müller (paderborn)\n",
+      "  1. Scheller (displayed name, similarity 53%)\n"
      ]
     },
     {
@@ -1736,12 +1568,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Robert Andrich\n",
-      "  1. Robin Hranáč (ID 957615, similarity 58%)\n",
-      "  2. Benjamin Henrichs (ID 319857, similarity 55%)\n",
-      "  3. Robin Koch (ID 581302, similarity 55%)\n",
-      "  4. Ramon Hendriks (ID 916943, similarity 54%)\n",
-      "  5. Eren Dinkçi (ID 1067120, similarity 52%)\n"
+      "No exact match for kicker lineup for Amara Condé (elversberg)\n",
+      "  1. Onyeka (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1756,11 +1584,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Stefan Posch\n",
-      "  1. Stefano Marino (ID 1167764, similarity 58%)\n",
-      "  2. Zeno Van Den Bosch (ID 1103765, similarity 54%)\n",
-      "  3. Josip Stanišić (ID 927407, similarity 50%)\n",
-      "  4. Steffen Tigges (ID 826884, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Amara Condé (elversberg)\n",
+      "  1. Francis Onyeka (ID 36948, similarity 52%)\n"
      ]
     },
     {
@@ -1775,10 +1600,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Timothy Chandler\n",
-      "  1. Tim Binder (ID 1925507, similarity 58%)\n",
-      "  2. Timo Becker (ID 814735, similarity 56%)\n",
-      "  3. Mathis Albert (ID 1937835, similarity 52%)\n"
+      "No exact match for rotowire lineup for Amara Condé (elversberg)\n",
+      "  1. Francis Onyeka (ID 40979, similarity 52%)\n"
      ]
     },
     {
@@ -1793,8 +1616,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Tom Wisbereit\n",
-      "  1. Mathis Albert (ID 1937835, similarity 58%)\n"
+      "No exact match for kicker lineup for Daniel Batz (gladbach)\n",
+      "  1. Nicolas (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1809,8 +1632,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Oliver Batista Meier\n",
-      "  1. Oliver Baumann (ID 40244, similarity 58%)\n"
+      "No exact match for kicker lineup for Danny Da Costa (mainz)\n",
+      "  1. Caci (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1825,8 +1648,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Eliesse Ben Seghir\n",
-      "  1. Ellyes Skhiri (ID 591706, similarity 57%)\n"
+      "No exact match for ligainsider lineup for Danny Da Costa (mainz)\n",
+      "  1. Anthony Caci (ID 26102, similarity 52%)\n"
      ]
     },
     {
@@ -1841,9 +1664,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Emre Can (dortmund)\n",
-      "  1. F. Nmecha (displayed name, similarity 57%)\n",
-      "  2. J. Veerman (displayed name, similarity 53%)\n"
+      "No exact match for rotowire lineup for Danny Da Costa (mainz)\n",
+      "  1. Anthony Caci (ID 25792, similarity 52%)\n"
      ]
     },
     {
@@ -1858,10 +1680,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Felix Götze\n",
-      "  1. Felix Keidel (ID 1215028, similarity 57%)\n",
-      "  2. Felix Nmecha (ID 907463, similarity 57%)\n",
-      "  3. Marcel Sabitzer (ID 133908, similarity 50%)\n"
+      "No exact match for kicker lineup for Janik Haberer (union)\n",
+      "  1. R. Khedira (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1876,8 +1696,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Jeremy Arévalo\n",
-      "  1. Jeremiaha Maluze (ID 1886360, similarity 57%)\n"
+      "No exact match for ligainsider lineup for Janik Haberer (union)\n",
+      "  1. Rani Khedira (ID 2122, similarity 52%)\n"
      ]
     },
     {
@@ -1892,11 +1712,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Luca Pfeiffer\n",
-      "  1. Luca Sirch (ID 964603, similarity 57%)\n",
-      "  2. Lucas Höler (ID 280009, similarity 55%)\n",
-      "  3. Luca Philipp (ID 943550, similarity 52%)\n",
-      "  4. Luca Reggiani (ID 1937833, similarity 50%)\n"
+      "No exact match for rotowire lineup for Janik Haberer (union)\n",
+      "  1. Rani Khedira (ID 21666, similarity 52%)\n"
      ]
     },
     {
@@ -1911,8 +1728,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Neil El Aynaoui (leipzig)\n",
-      "  1. Ezechiel Banzuzi (ID 46428, similarity 57%)\n"
+      "No exact match for kickbase lineup for Sebastian Klaas (paderborn)\n",
+      "  1. CASTAÑEDA (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1927,12 +1744,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Neil El Aynaoui\n",
-      "  1. Ezechiel Banzuzi (ID 1155383, similarity 57%)\n",
-      "  2. Bilal El Khannouss (ID 1126569, similarity 55%)\n",
-      "  3. Soufiane El-Faouzi (ID 1083338, similarity 55%)\n",
-      "  4. Bilal Nadir (ID 1129527, similarity 52%)\n",
-      "  5. Jan Uwe Thielmann (ID 1010726, similarity 50%)\n"
+      "No exact match for kicker lineup for Sebastian Klaas (paderborn)\n",
+      "  1. Castaneda (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1947,8 +1760,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Oliver Burke (union)\n",
-      "  1. Livan Burcu (ID 36114, similarity 57%)\n"
+      "No exact match for kicker lineup for Alexander Meyer (dortmund)\n",
+      "  1. Ryerson (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -1963,12 +1776,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Rav van den Berg\n",
-      "  1. Ron Schallenberg (ID 872358, similarity 57%)\n",
-      "  2. Alexander Meyer (ID 138491, similarity 52%)\n",
-      "  3. Isac Lidberg (ID 798175, similarity 50%)\n",
-      "  4. Manuel Neuer (ID 8959, similarity 50%)\n",
-      "  5. Raphael Obermair (ID 820465, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Alexander Meyer (dortmund)\n",
+      "  1. Julian Ryerson (ID 18478, similarity 52%)\n"
      ]
     },
     {
@@ -1983,8 +1792,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Stefan Bell (mainz)\n",
-      "  1. Stefan Posch (ID 12798, similarity 57%)\n"
+      "No exact match for rotowire lineup for Alexander Meyer (dortmund)\n",
+      "  1. Julian Ryerson (ID 28864, similarity 52%)\n"
      ]
     },
     {
@@ -1999,12 +1808,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Stefan Bell\n",
-      "  1. Nathan Tella (ID 920379, similarity 57%)\n",
-      "  2. Cole Campbell (ID 1134578, similarity 55%)\n",
-      "  3. Fabian Bredlow (ID 152463, similarity 52%)\n",
-      "  4. Stefano Marino (ID 1167764, similarity 52%)\n",
-      "  5. Steffen Tigges (ID 826884, similarity 52%)\n"
+      "No exact match for kickbase lineup for Nediljko Labrović (augsburg)\n",
+      "  1. IBRAHIMOVIĆ (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -2019,9 +1824,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Young-Woo Seol\n",
-      "  1. Younes Ebnoutalib (ID 1474296, similarity 57%)\n",
-      "  2. Robin Gosens (ID 377118, similarity 52%)\n"
+      "No exact match for kicker lineup for Nediljko Labrović (augsburg)\n",
+      "  1. Ibrahimovic (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -2036,12 +1840,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Daniel Batz\n",
-      "  1. Daniel Fernandes (ID 113442, similarity 56%)\n",
-      "  2. Natnael Abraha (ID 1861981, similarity 52%)\n",
-      "  3. Yannick Engelhardt (ID 990209, similarity 52%)\n",
-      "  4. Daniel Svensson (ID 1021272, similarity 50%)\n",
-      "  5. Marcel Sabitzer (ID 133908, similarity 50%)\n"
+      "No exact match for kickbase lineup for Ron-Robert Zieler (koeln)\n",
+      "  1. Okon-Engstler (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -2056,12 +1856,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Dennis Seimen\n",
-      "  1. Hennes Behrens (ID 1864760, similarity 56%)\n",
-      "  2. Eric Ebimbe (ID 904994, similarity 55%)\n",
-      "  3. Senne Lynen (ID 826171, similarity 55%)\n",
-      "  4. Gideon Mensah (ID 844942, similarity 50%)\n",
-      "  5. Leonidas Stergiou (ID 962898, similarity 50%)\n"
+      "No exact match for kicker lineup for Samuele Inácio (dortmund)\n",
+      "  1. Bensebaini (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -2076,12 +1872,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Florian Neuhaus\n",
-      "  1. Felix Nmecha (ID 907463, similarity 56%)\n",
-      "  2. Loris Karius (ID 174135, similarity 56%)\n",
-      "  3. Florian Yves Le Joncour (ID 787816, similarity 53%)\n",
-      "  4. Francis Onyeka (ID 1414916, similarity 52%)\n",
-      "  5. Livan Burcu (ID 1513469, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Samuele Inácio (dortmund)\n",
+      "  1. Ramy Bensebaini (ID 7791, similarity 52%)\n"
      ]
     },
     {
@@ -2096,12 +1888,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Frank Lehmann\n",
-      "  1. Franck Honorat (ID 280453, similarity 56%)\n",
-      "  2. Calvin Brackelmann (ID 1128792, similarity 55%)\n",
-      "  3. Rani Khedira (ID 149479, similarity 52%)\n",
-      "  4. Jan Uwe Thielmann (ID 1010726, similarity 52%)\n",
-      "  5. Bilal El Khannouss (ID 1126569, similarity 50%)\n"
+      "No exact match for rotowire lineup for Samuele Inácio (dortmund)\n",
+      "  1. Ramy Bensebaini (ID 20296, similarity 52%)\n"
      ]
     },
     {
@@ -2116,8 +1904,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Jan Olschowsky\n",
-      "  1. Jano Ter-Horst (ID 1152342, similarity 56%)\n"
+      "No exact match for kicker lineup for Junior Adamu (schalke)\n",
+      "  1. Dina Ebimbe (displayed name, similarity 52%)\n"
      ]
     },
     {
@@ -2132,11 +1920,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Julián Malatini\n",
-      "  1. Linton Maina (ID 921033, similarity 56%)\n",
-      "  2. Albian Hajdari (ID 1000269, similarity 52%)\n",
-      "  3. Ismael Saibari (ID 1063767, similarity 52%)\n",
-      "  4. Julian Ryerson (ID 800951, similarity 52%)\n"
+      "No exact match for kicker lineup for Andrej Kramarić (hoffenheim)\n",
+      "  1. Daghim (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2151,11 +1936,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kenan Karaman\n",
-      "  1. Natnael Abraha (ID 1861981, similarity 56%)\n",
-      "  2. Andrej Kramarić (ID 67647, similarity 54%)\n",
-      "  3. Lennart Karl (ID 1861975, similarity 52%)\n",
-      "  4. Konstantinos Karetsas (ID 1468744, similarity 50%)\n"
+      "No exact match for rotowire lineup for Andrej Kramarić (hoffenheim)\n",
+      "  1. Adam Daghim (ID 44189, similarity 50%)\n"
      ]
     },
     {
@@ -2170,8 +1952,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Marius Bülter (koeln)\n",
-      "  1. Marvin Schwabe (ID 34845, similarity 56%)\n"
+      "No exact match for kickbase lineup for Christian Günter (freiburg)\n",
+      "  1. SCHERHANT (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2186,10 +1968,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Nnamdi Collins\n",
-      "  1. Michael Olise (ID 978838, similarity 56%)\n",
-      "  2. Jamie Leweling (ID 990201, similarity 54%)\n",
-      "  3. Nicolas Kristof (ID 1131080, similarity 52%)\n"
+      "No exact match for kicker lineup for Elias Baum (frankfurt)\n",
+      "  1. Kosugi (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2204,10 +1984,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Ruben Müller\n",
-      "  1. Robin Fellhauer (ID 860461, similarity 56%)\n",
-      "  2. Manuel Neuer (ID 8959, similarity 55%)\n",
-      "  3. Robin Zentner (ID 174345, similarity 52%)\n"
+      "No exact match for rotowire lineup for Emre Can (dortmund)\n",
+      "  1. Waldemar Anton (ID 20160, similarity 50%)\n"
      ]
     },
     {
@@ -2222,9 +2000,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Tom Zimmerschied\n",
-      "  1. Tom Bischof (ID 1129935, similarity 56%)\n",
-      "  2. Tim Lemperle (ID 1014290, similarity 54%)\n"
+      "No exact match for kicker lineup for Florian Pruhs (paderborn)\n",
+      "  1. Ulrich (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2239,12 +2016,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Warmed Omari\n",
-      "  1. Andrej Kramarić (ID 67647, similarity 56%)\n",
-      "  2. Nadiem Amiri (ID 327755, similarity 55%)\n",
-      "  3. Mert Kömür (ID 1390682, similarity 50%)\n",
-      "  4. Ramon Hendriks (ID 916943, similarity 50%)\n",
-      "  5. Stefano Marino (ID 1167764, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Florian Pruhs (paderborn)\n",
+      "  1. Laurin Ulrich (ID 27568, similarity 50%)\n"
      ]
     },
     {
@@ -2259,8 +2032,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Borna Sosa (koeln)\n",
-      "  1. Tom Krauss (ID 20244, similarity 56%)\n"
+      "No exact match for rotowire lineup for Florian Pruhs (paderborn)\n",
+      "  1. Laurin Ulrich (ID 37153, similarity 50%)\n"
      ]
     },
     {
@@ -2275,8 +2048,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Borna Sosa (koeln)\n",
-      "  1. Tom Krauss (ID 29789, similarity 56%)\n"
+      "No exact match for ligainsider lineup for Frank Lehmann (elversberg)\n",
+      "  1. Florian Le Joncour (ID 37052, similarity 50%)\n"
      ]
     },
     {
@@ -2291,9 +2064,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Emre Can (dortmund)\n",
-      "  1. Felix Nmecha (ID 25090, similarity 56%)\n",
-      "  2. Waldemar Anton (ID 5837, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Guéla Doué (leverkusen)\n",
+      "  1. Miguel Gutierrez (ID 24219, similarity 50%)\n"
      ]
     },
     {
@@ -2308,9 +2080,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Emre Can (dortmund)\n",
-      "  1. Felix Nmecha (ID 27147, similarity 56%)\n",
-      "  2. Waldemar Anton (ID 20160, similarity 50%)\n"
+      "No exact match for rotowire lineup for Guéla Doué (leverkusen)\n",
+      "  1. Miguel Gutierrez (ID 32495, similarity 50%)\n"
      ]
     },
     {
@@ -2325,10 +2096,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Emre Can\n",
-      "  1. Felix Nmecha (ID 907463, similarity 56%)\n",
-      "  2. Mertcan Ayhan (ID 1195798, similarity 53%)\n",
-      "  3. Waldemar Anton (ID 799046, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Isac Lidberg (gladbach)\n",
+      "  1. Philipp Sander (ID 18612, similarity 50%)\n"
      ]
     },
     {
@@ -2343,12 +2112,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Faik Sakar\n",
-      "  1. Tim Skarke (ID 800252, similarity 56%)\n",
-      "  2. Daiki Hashioka (ID 897334, similarity 55%)\n",
-      "  3. Francis Onyeka (ID 1414916, similarity 55%)\n",
-      "  4. Fábio Silva (ID 954076, similarity 53%)\n",
-      "  5. Patson Daka (ID 865057, similarity 53%)\n"
+      "No exact match for rotowire lineup for Isac Lidberg (gladbach)\n",
+      "  1. Philipp Sander (ID 43368, similarity 50%)\n"
      ]
     },
     {
@@ -2363,12 +2128,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Jens Grahl\n",
-      "  1. Joe Scally (ID 1002920, similarity 56%)\n",
-      "  2. Jarell Quansah (ID 1003339, similarity 55%)\n",
-      "  3. Jae-sung Lee (ID 537552, similarity 53%)\n",
-      "  4. Brajan Gruda (ID 1198075, similarity 50%)\n",
-      "  5. Jan Gyamerah (ID 254411, similarity 50%)\n"
+      "No exact match for kicker lineup for Jamal Musiala (bayern)\n",
+      "  1. Luis Diaz (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2383,8 +2144,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Mert Can Ayhan (schalke)\n",
-      "  1. Tanaka (displayed name, similarity 56%)\n"
+      "No exact match for kickbase lineup for Janik Bachmann (schalke)\n",
+      "  1. Karaman (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2399,8 +2160,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Sima Suso (augsburg)\n",
-      "  1. Marius Wolf (ID 5670, similarity 56%)\n"
+      "No exact match for kickbase lineup for Janis Blaswich (leverkusen)\n",
+      "  1. QUANSAH (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2415,8 +2176,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Sima Suso (augsburg)\n",
-      "  1. Marius Wolf (ID 21031, similarity 56%)\n"
+      "No exact match for kicker lineup for Janis Blaswich (leverkusen)\n",
+      "  1. Quansah (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2431,10 +2192,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Sima Suso\n",
-      "  1. Marius Wolf (ID 254119, similarity 56%)\n",
-      "  2. Salim Musah (ID 1864786, similarity 56%)\n",
-      "  3. Mats Rots (ID 1387012, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Jens Castrop (gladbach)\n",
+      "  1. Joe Scally (ID 23700, similarity 50%)\n"
      ]
     },
     {
@@ -2449,8 +2208,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Sven Michel (paderborn)\n",
-      "  1. Scheller (displayed name, similarity 56%)\n"
+      "No exact match for rotowire lineup for Jens Castrop (gladbach)\n",
+      "  1. Joe Scally (ID 26680, similarity 50%)\n"
      ]
     },
     {
@@ -2465,8 +2224,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Tiago Tomás (stuttgart)\n",
-      "  1. Vagnoman (displayed name, similarity 56%)\n"
+      "No exact match for kicker lineup for Jens Grahl (frankfurt)\n",
+      "  1. Maluze (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2481,11 +2240,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Tim Boss\n",
-      "  1. Tidiam Gomis (ID 1426577, similarity 56%)\n",
-      "  2. Tim Binder (ID 1925507, similarity 50%)\n",
-      "  3. Tim Skarke (ID 800252, similarity 50%)\n",
-      "  4. Tom Krauß (ID 930272, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Jens Grahl (frankfurt)\n",
+      "  1. Jeremiaha Maluze (ID 38581, similarity 50%)\n"
      ]
     },
     {
@@ -2500,8 +2256,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Christian Günter (freiburg)\n",
-      "  1. Matthias Ginter (ID 17592, similarity 55%)\n"
+      "No exact match for kicker lineup for Justin Diehl (stuttgart)\n",
+      "  1. Stiller (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2516,10 +2272,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kristijan Jakić\n",
-      "  1. Christian Kofane (ID 2029648, similarity 55%)\n",
-      "  2. Kim Min-jae (ID 896569, similarity 52%)\n",
-      "  3. Andrija Maksimović (ID 1406171, similarity 52%)\n"
+      "No exact match for kickbase lineup for Justin Lerma (dortmund)\n",
+      "  1. Silva (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2534,9 +2288,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Alexander Røssing-Lelesiit\n",
-      "  1. Tom Alexander Rothe (ID 1210666, similarity 55%)\n",
-      "  2. Alexander Meyer (ID 138491, similarity 54%)\n"
+      "No exact match for ligainsider lineup for Justin Lerma (dortmund)\n",
+      "  1. Julian Ryerson (ID 18478, similarity 50%)\n"
      ]
     },
     {
@@ -2551,8 +2304,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Giannis Konstantelias (dortmund)\n",
-      "  1. Konstantinos Karetsas (ID 38406, similarity 55%)\n"
+      "No exact match for rotowire lineup for Justin Lerma (dortmund)\n",
+      "  1. Julian Ryerson (ID 28864, similarity 50%)\n"
      ]
     },
     {
@@ -2567,8 +2320,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Giannis Konstantelias (dortmund)\n",
-      "  1. Konstantinos Karetsas (ID 47271, similarity 55%)\n"
+      "No exact match for kickbase lineup for Linus Güther (union)\n",
+      "  1. AEBISCHER (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2583,11 +2336,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Alexis Claude-Maurice\n",
-      "  1. Alexander Meyer (ID 138491, similarity 55%)\n",
-      "  2. Adil Aouchiche (ID 962877, similarity 50%)\n",
-      "  3. Albian Hajdari (ID 1000269, similarity 50%)\n",
-      "  4. Tom Alexander Rothe (ID 1210666, similarity 50%)\n"
+      "No exact match for kicker lineup for Linus Güther (union)\n",
+      "  1. Aebischer (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2602,9 +2352,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for András Schäfer (union)\n",
-      "  1. Aebischer (displayed name, similarity 55%)\n",
-      "  2. van den Bosch (displayed name, similarity 50%)\n"
+      "No exact match for kicker lineup for Marcel Hoffmeier (paderborn)\n",
+      "  1. Scheller (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2619,10 +2368,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Carl Klaus\n",
-      "  1. Jarell Quansah (ID 1003339, similarity 55%)\n",
-      "  2. Mio Backhaus (ID 1083390, similarity 50%)\n",
-      "  3. Oscar Højlund (ID 1149113, similarity 50%)\n"
+      "No exact match for ligainsider lineup for Marcel Hoffmeier (paderborn)\n",
+      "  1. Tjark Scheller (ID 36890, similarity 50%)\n"
      ]
     },
     {
@@ -2637,12 +2384,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Janis Blaswich\n",
-      "  1. Luca Sirch (ID 964603, similarity 55%)\n",
-      "  2. Adil Aouchiche (ID 962877, similarity 54%)\n",
-      "  3. Josip Stanišić (ID 927407, similarity 54%)\n",
-      "  4. Jan-Niklas Beste (ID 836711, similarity 52%)\n",
-      "  5. Dariusz Stalmach (ID 1141977, similarity 50%)\n"
+      "No exact match for rotowire lineup for Marcel Hoffmeier (paderborn)\n",
+      "  1. Tjark Scheller (ID 48700, similarity 50%)\n"
      ]
     },
     {
@@ -2657,10 +2400,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Joël Schmied\n",
-      "  1. Finn Jeltsch (ID 1418649, similarity 55%)\n",
-      "  2. Aljoscha Kemlein (ID 1198074, similarity 54%)\n",
-      "  3. Joe Scally (ID 1002920, similarity 50%)\n"
+      "No exact match for kicker lineup for Martin Adeline (hamburg)\n",
+      "  1. El Ouahdi (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2675,8 +2416,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Kenny Quetant (bremen)\n",
-      "  1. Senne Lynen (ID 35359, similarity 55%)\n"
+      "No exact match for ligainsider lineup for Martin Adeline (hamburg)\n",
+      "  1. Zakaria El Ouahdi (ID 38592, similarity 50%)\n"
      ]
     },
     {
@@ -2691,8 +2432,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Kenny Quetant (bremen)\n",
-      "  1. Senne Lynen (ID 37714, similarity 55%)\n"
+      "No exact match for rotowire lineup for Martin Adeline (hamburg)\n",
+      "  1. Zakaria El Ouahdi (ID 43675, similarity 50%)\n"
      ]
     },
     {
@@ -2707,8 +2448,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kenny Quetant\n",
-      "  1. Senne Lynen (ID 826171, similarity 55%)\n"
+      "No exact match for kicker lineup for Martin Terrier (leverkusen)\n",
+      "  1. Miguel (displayed name, similarity 50%)\n"
      ]
     },
     {
@@ -2723,8 +2464,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Luca Sirch (elversberg)\n",
-      "  1. Lukas Pinckert (ID 38539, similarity 55%)\n"
+      "No exact match for ligainsider lineup for Martin Terrier (leverkusen)\n",
+      "  1. Miguel Gutierrez (ID 24219, similarity 50%)\n"
      ]
     },
     {
@@ -2739,9 +2480,837 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Luca Sirch (elversberg)\n",
-      "  1. Lukas Pinckert (ID 48715, similarity 55%)\n"
-     ]
+      "No exact match for rotowire lineup for Martin Terrier (leverkusen)\n",
+      "  1. Miguel Gutierrez (ID 32495, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for ligainsider lineup for Marvin Friedrich (union)\n",
+      "  1. Marin Ljubicic (ID 36465, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for rotowire lineup for Marvin Friedrich (union)\n",
+      "  1. Marin Ljubicic (ID 40575, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for ligainsider lineup for Matthias Köbbing (koeln)\n",
+      "  1. Thijs Dallinga (ID 36506, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for ligainsider lineup for Mert Can Ayhan (schalke)\n",
+      "  1. Kenan Karaman (ID 2676, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kickbase lineup for Montrell Culbreath (leverkusen)\n",
+      "  1. MOREIRA (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kickbase lineup for Otávio (frankfurt)\n",
+      "  1. EBNOUTALIB (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kickbase lineup for Paul Nebel (mainz)\n",
+      "  1. LEE (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for rotowire lineup for Ruben Müller (paderborn)\n",
+      "  1. Tjark Scheller (ID 48700, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kickbase lineup for Sota Kawasaki (mainz)\n",
+      "  1. POTULSKI (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kicker lineup for Sota Kawasaki (mainz)\n",
+      "  1. Potulski (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kicker lineup for Stefano Marino (paderborn)\n",
+      "  1. Pieringer (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kickbase lineup for Örjan Nyland (leipzig)\n",
+      "  1. ORBÁN (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for kicker lineup for Örjan Nyland (leipzig)\n",
+      "  1. Orban (displayed name, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Moussa Ndiaye\n",
+      "  1. Moussa Diaby (ID 855817, similarity 87%)\n",
+      "  2. Moussa Sylla (ID 861980, similarity 61%)\n",
+      "  3. Luis Díaz (ID 883537, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Luca Jaquez\n",
+      "  1. Lucas Vázquez (ID 255239, similarity 82%)\n",
+      "  2. Cajetan Lenz (ID 2077300, similarity 57%)\n",
+      "  3. Luca Vozar (ID 2255221, similarity 53%)\n",
+      "  4. Lucas Höler (ID 280009, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Nicolas Kühn\n",
+      "  1. Nicolas-Gerrit Kühn (ID 877835, similarity 79%)\n",
+      "  2. Nicholas Mickelson (ID 900264, similarity 64%)\n",
+      "  3. Niclas Füllkrug (ID 132645, similarity 64%)\n",
+      "  4. Nicolas Kristof (ID 1131080, similarity 64%)\n",
+      "  5. Moritz Nicolas (ID 578166, similarity 58%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Mitchell Weiser\n",
+      "  1. Michael Olise (ID 978838, similarity 77%)\n",
+      "  2. Michel Aebischer (ID 850891, similarity 76%)\n",
+      "  3. Michael Gregoritsch (ID 111483, similarity 56%)\n",
+      "  4. Jamie Leweling (ID 990201, similarity 52%)\n",
+      "  5. Mick Schmetgens (ID 1568521, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Alexander Schlager\n",
+      "  1. Alexander Schwolow (ID 134778, similarity 76%)\n",
+      "  2. András Schäfer (ID 877302, similarity 67%)\n",
+      "  3. Tom Alexander Rothe (ID 1210666, similarity 65%)\n",
+      "  4. Aleix García (ID 796047, similarity 57%)\n",
+      "  5. Alexis Claude-Maurice (ID 822877, similarity 56%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Luka Duric\n",
+      "  1. Lukas Ullrich (ID 1083382, similarity 76%)\n",
+      "  2. Laurin Curda (ID 981788, similarity 60%)\n",
+      "  3. Lukas Kübler (ID 142525, similarity 60%)\n",
+      "  4. Laurin Ulrich (ID 1152486, similarity 57%)\n",
+      "  5. Luca Sirch (ID 964603, similarity 56%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Lúkas Petersson\n",
+      "  1. Lukas Petkov (ID 960017, similarity 72%)\n",
+      "  2. Lukas Kübler (ID 142525, similarity 56%)\n",
+      "  3. Lasse Günther (ID 997175, similarity 54%)\n",
+      "  4. Julian Ryerson (ID 800951, similarity 52%)\n",
+      "  5. Lukas Finn Pinckert (ID 990105, similarity 52%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Maximilian Kinzig\n",
+      "  1. Maximilian Beier (ID 980628, similarity 71%)\n",
+      "  2. Maximilian Eggestein (ID 569784, similarity 69%)\n",
+      "  3. Maximilian Rohr (ID 846398, similarity 67%)\n",
+      "  4. Maximilian Wöber (ID 794962, similarity 65%)\n",
+      "  5. Maximilian Mittelstädt (ID 788949, similarity 59%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Marius Funk\n",
+      "  1. Marius Wolf (ID 254119, similarity 70%)\n",
+      "  2. Marius Bülter (ID 378340, similarity 64%)\n",
+      "  3. Marc Guiu (ID 1414933, similarity 56%)\n",
+      "  4. Kaishu Sano (ID 1028307, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Timo Hübers\n",
+      "  1. Timo Becker (ID 814735, similarity 70%)\n",
+      "  2. Fabio Gruber (ID 1130119, similarity 57%)\n",
+      "  3. Timothy Chandler (ID 40239, similarity 56%)\n",
+      "  4. Ramon Hendriks (ID 916943, similarity 52%)\n",
+      "  5. Arthur (ID 1174761, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Florian Pruhs\n",
+      "  1. Loris Karius (ID 174135, similarity 70%)\n",
+      "  2. Livan Burcu (ID 1513469, similarity 55%)\n",
+      "  3. Florian Yves Le Joncour (ID 787816, similarity 50%)\n",
+      "  4. Laurin Ulrich (ID 1152486, similarity 50%)\n",
+      "  5. Reigan Heskey (ID 1601596, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Linus Güther\n",
+      "  1. Lasse Günther (ID 997175, similarity 70%)\n",
+      "  2. Marius Bülter (ID 378340, similarity 61%)\n",
+      "  3. Lucas Höler (ID 280009, similarity 57%)\n",
+      "  4. Kevin Stöger (ID 95381, similarity 55%)\n",
+      "  5. Lukas Kübler (ID 142525, similarity 55%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Martin Terrier\n",
+      "  1. Martin Adeline (ID 1158529, similarity 69%)\n",
+      "  2. Matthias Ginter (ID 142259, similarity 59%)\n",
+      "  3. Marvin Pieringer (ID 909485, similarity 57%)\n",
+      "  4. Maximilian Beier (ID 980628, similarity 57%)\n",
+      "  5. Fabian Rieder (ID 929620, similarity 56%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Stanley Nsoki\n",
+      "  1. Jan Leszczyński (ID 1823942, similarity 69%)\n",
+      "  2. Neil El Aynaoui (ID 1128530, similarity 56%)\n",
+      "  3. Daniel Svensson (ID 1021272, similarity 54%)\n",
+      "  4. Cajetan Lenz (ID 2077300, similarity 52%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Matthias Köbbing\n",
+      "  1. Matthias Ginter (ID 142259, similarity 69%)\n",
+      "  2. Mattes Hansen (ID 1083387, similarity 59%)\n",
+      "  3. Malik Pimpong (ID 1957761, similarity 52%)\n",
+      "  4. Thijs Dallinga (ID 905381, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Andrej Ilic\n",
+      "  1. Andrej Kramarić (ID 67647, similarity 67%)\n",
+      "  2. Andrija Maksimović (ID 1406171, similarity 59%)\n",
+      "  3. Dženan Pejčinović (ID 1127790, similarity 54%)\n",
+      "  4. Adil Aouchiche (ID 962877, similarity 52%)\n",
+      "  5. Martin Adeline (ID 1158529, similarity 52%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Dan-Axel Zagadou\n",
+      "  1. Joane Gadou (ID 1471049, similarity 67%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Justin Diehl\n",
+      "  1. Justin Njinmah (ID 1005343, similarity 67%)\n",
+      "  2. Martin Adeline (ID 1158529, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Justin Lerma\n",
+      "  1. Justin Njinmah (ID 1005343, similarity 67%)\n",
+      "  2. Jan Uwe Thielmann (ID 1010726, similarity 54%)\n",
+      "  3. Jamal Musiala (ID 1010231, similarity 52%)\n",
+      "  4. Jonah Sticker (ID 1517850, similarity 52%)\n",
+      "  5. Angelo Stiller (ID 901882, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Leopold Zingerle\n",
+      "  1. Leopold Querfeld (ID 1086547, similarity 67%)\n",
+      "  2. Tim Lemperle (ID 1014290, similarity 54%)\n",
+      "  3. Valentin Gendrey (ID 944899, similarity 53%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Lukas Klostermann\n",
+      "  1. Lukas Kübler (ID 142525, similarity 67%)\n",
+      "  2. Lucas Höler (ID 280009, similarity 54%)\n",
+      "  3. Lukas Petkov (ID 960017, similarity 52%)\n",
+      "  4. Łukasz Poręba (ID 942336, similarity 52%)\n",
+      "  5. Lasse Günther (ID 997175, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Markus Kolke\n",
+      "  1. Marius Wolf (ID 254119, similarity 67%)\n",
+      "  2. Mark Flekken (ID 171919, similarity 64%)\n",
+      "  3. Marius Bülter (ID 378340, similarity 61%)\n",
+      "  4. Tim Skarke (ID 800252, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Marvin Friedrich\n",
+      "  1. Marvin Pieringer (ID 909485, similarity 67%)\n",
+      "  2. Marco Friedl (ID 825771, similarity 62%)\n",
+      "  3. Fabian Rieder (ID 929620, similarity 59%)\n",
+      "  4. Laurin Ulrich (ID 1152486, similarity 59%)\n",
+      "  5. Marvin Schwäbe (ID 187185, similarity 57%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Maxime Estève\n",
+      "  1. Max Moerstedt (ID 1418703, similarity 67%)\n",
+      "  2. Maximilian Eggestein (ID 569784, similarity 65%)\n",
+      "  3. Maximilian Beier (ID 980628, similarity 52%)\n",
+      "  4. Marius Bülter (ID 378340, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Nikolas Nartey\n",
+      "  1. Nikola Katić (ID 831488, similarity 67%)\n",
+      "  2. Jan-Niklas Beste (ID 836711, similarity 59%)\n",
+      "  3. Nicolas Kristof (ID 1131080, similarity 59%)\n",
+      "  4. Bilal Nadir (ID 1129527, similarity 52%)\n",
+      "  5. Kauã Prates (ID 1887796, similarity 52%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Oliver Burke\n",
+      "  1. Oliver Baumann (ID 40244, similarity 67%)\n",
+      "  2. Olivier Deman (ID 960114, similarity 61%)\n",
+      "  3. Wouter Burger (ID 916946, similarity 61%)\n",
+      "  4. Livan Burcu (ID 1513469, similarity 57%)\n",
+      "  5. Oliver Batista Meier (ID 907685, similarity 55%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Alexander Meyer\n",
+      "  1. Tom Alexander Rothe (ID 1210666, similarity 65%)\n",
+      "  2. Alexander Schwolow (ID 134778, similarity 58%)\n",
+      "  3. Valentin Gendrey (ID 944899, similarity 55%)\n",
+      "  4. Alexis Claude-Maurice (ID 822877, similarity 55%)\n",
+      "  5. Julian Ryerson (ID 800951, similarity 52%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Alexander Prass\n",
+      "  1. Alexander Schwolow (ID 134778, similarity 65%)\n",
+      "  2. Tom Alexander Rothe (ID 1210666, similarity 65%)\n",
+      "  3. Aleksandar Pavlović (ID 1142251, similarity 56%)\n",
+      "  4. Aleix García (ID 796047, similarity 56%)\n",
+      "  5. Daniel Fernandes (ID 113442, similarity 55%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Sebastian Klaas\n",
+      "  1. Sebastiaan Bornauw (ID 826167, similarity 65%)\n",
+      "  2. Satoshi Tanaka (ID 981067, similarity 59%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Jonas Hofmann\n",
+      "  1. Josha Vagnoman (ID 906278, similarity 64%)\n",
+      "  2. Jonathan Tah (ID 227672, similarity 61%)\n",
+      "  3. Jan Uwe Thielmann (ID 1010726, similarity 52%)\n",
+      "  4. Jonathan Burkardt (ID 939830, similarity 50%)\n",
+      "  5. Mattes Hansen (ID 1083387, similarity 50%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Lennard Maloney\n",
+      "  1. Lennart Karl (ID 1861975, similarity 64%)\n",
+      "  2. Kenan Karaman (ID 168943, similarity 62%)\n",
+      "  3. Bernardo (ID 828571, similarity 55%)\n",
+      "  4. Olivier Deman (ID 960114, similarity 54%)\n",
+      "  5. Waldemar Anton (ID 799046, similarity 52%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "No exact match for SofaScore rating for Niklas Stark\n",
+      "  1. Jan-Niklas Beste (ID 836711, similarity 64%)\n",
+      "  2. Nicolas Kristof (ID 1131080, similarity 56%)\n",
+      "  3. Nicolas Seiwald (ID 976575, similarity 56%)\n",
+      "  4. Nikola Katić (ID 831488, similarity 55%)\n",
+      "  5. Lasse Günther (ID 997175, similarity 52%)\n"
+     ]
     },
     {
      "name": "stdin",
@@ -2755,9 +3324,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Oskar Wójcik\n",
-      "  1. Loris Karius (ID 174135, similarity 55%)\n",
-      "  2. Tim Skarke (ID 800252, similarity 50%)\n"
+      "No exact match for SofaScore rating for Shuto Machino\n",
+      "  1. Stefano Marino (ID 1167764, similarity 64%)\n",
+      "  2. Kaishu Sano (ID 1028307, similarity 55%)\n",
+      "  3. Tom Bischof (ID 1129935, similarity 55%)\n",
+      "  4. Linton Maina (ID 921033, similarity 52%)\n"
      ]
     },
     {
@@ -2772,8 +3343,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Said El Mala (koeln)\n",
-      "  1. Jan Thielmann (ID 21998, similarity 55%)\n"
+      "No exact match for SofaScore rating for Anthony Jung\n",
+      "  1. Anthony Caci (ID 846471, similarity 64%)\n",
+      "  2. Antonio Nusa (ID 1121923, similarity 55%)\n",
+      "  3. Anton Kade (ID 1129365, similarity 50%)\n",
+      "  4. Jordan Torunarigha (ID 801003, similarity 50%)\n"
      ]
     },
     {
@@ -2788,8 +3362,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Said El Mala (koeln)\n",
-      "  1. Jan Thielmann (ID 30688, similarity 55%)\n"
+      "No exact match for SofaScore rating for Kevin Müller\n",
+      "  1. Kevin Stöger (ID 95381, similarity 64%)\n",
+      "  2. David Møller Wolfe (ID 1031283, similarity 54%)\n",
+      "  3. Angelo Stiller (ID 901882, similarity 50%)\n",
+      "  4. Kevin Diks (ID 583806, similarity 50%)\n"
      ]
     },
     {
@@ -2804,8 +3381,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Shafiq Nandja\n",
-      "  1. Finn Dahmen (ID 822564, similarity 55%)\n"
+      "No exact match for SofaScore rating for Christoph Baumgartner\n",
+      "  1. Christopher Trimmel (ID 48557, similarity 63%)\n",
+      "  2. Christian Günter (ID 142231, similarity 63%)\n",
+      "  3. Christopher Nkunku (ID 769333, similarity 59%)\n",
+      "  4. Christian Kofane (ID 2029648, similarity 57%)\n",
+      "  5. Tristan Spranger (ID 1974432, similarity 51%)\n"
      ]
     },
     {
@@ -2820,9 +3401,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Sven Michel\n",
-      "  1. Michael Olise (ID 978838, similarity 55%)\n",
-      "  2. Senne Lynen (ID 826171, similarity 50%)\n"
+      "No exact match for SofaScore rating for Felix Agu\n",
+      "  1. Felix Nmecha (ID 907463, similarity 63%)\n",
+      "  2. Elias Baum (ID 1403018, similarity 59%)\n",
+      "  3. Felix Uduokhai (ID 792142, similarity 57%)\n",
+      "  4. Felix Keidel (ID 1215028, similarity 53%)\n"
      ]
     },
     {
@@ -2837,11 +3420,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Örjan Nyland\n",
-      "  1. Oscar Højlund (ID 1149113, similarity 55%)\n",
-      "  2. Mertcan Ayhan (ID 1195798, similarity 52%)\n",
-      "  3. Anton Kade (ID 1129365, similarity 50%)\n",
-      "  4. Francis Onyeka (ID 1414916, similarity 50%)\n"
+      "No exact match for SofaScore rating for Keke Topp\n",
+      "  1. Keisuke Goto (ID 1391315, similarity 63%)\n"
      ]
     },
     {
@@ -2856,9 +3436,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Abdoul Koné\n",
-      "  1. Paul Okon-Engstler (ID 1411105, similarity 54%)\n",
-      "  2. Louis Lemke (ID 1995000, similarity 50%)\n"
+      "No exact match for SofaScore rating for Tim Binder\n",
+      "  1. Timo Becker (ID 814735, similarity 63%)\n",
+      "  2. Tim Kleindienst (ID 228981, similarity 61%)\n",
+      "  3. Timothy Chandler (ID 40239, similarity 58%)\n",
+      "  4. Fabian Rieder (ID 929620, similarity 57%)\n",
+      "  5. Kim Min-jae (ID 896569, similarity 56%)\n"
      ]
     },
     {
@@ -2873,10 +3456,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Ameen Al Dakhil\n",
-      "  1. Samuele Inacio (ID 1861666, similarity 54%)\n",
-      "  2. Adam Daghim (ID 1180758, similarity 52%)\n",
-      "  3. Eren Dinkçi (ID 1067120, similarity 52%)\n"
+      "No exact match for SofaScore rating for Marcel Hoffmeier\n",
+      "  1. Marcel Sabitzer (ID 133908, similarity 62%)\n",
+      "  2. Marco Friedl (ID 825771, similarity 62%)\n",
+      "  3. Manuel Neuer (ID 8959, similarity 54%)\n",
+      "  4. Karl Hein (ID 991591, similarity 52%)\n",
+      "  5. András Schäfer (ID 877302, similarity 50%)\n"
      ]
     },
     {
@@ -2891,10 +3476,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Clemens Lippmann\n",
-      "  1. Filippo Mané (ID 1137131, similarity 54%)\n",
-      "  2. Calvin Brackelmann (ID 1128792, similarity 50%)\n",
-      "  3. Phillipp Mwene (ID 138126, similarity 50%)\n"
+      "No exact match for SofaScore rating for Patrick Osterhage\n",
+      "  1. Patrick Wimmer (ID 987504, similarity 62%)\n",
+      "  2. Otto Stange (ID 1568535, similarity 54%)\n",
+      "  3. Arthur Chaves (ID 1122806, similarity 50%)\n",
+      "  4. Jonah Sticker (ID 1517850, similarity 50%)\n",
+      "  5. Marius Bülter (ID 378340, similarity 50%)\n"
      ]
     },
     {
@@ -2909,8 +3496,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Enzo Leopold\n",
-      "  1. Leopold Querfeld (ID 1086547, similarity 54%)\n"
+      "No exact match for SofaScore rating for Kastriot Imeri\n",
+      "  1. Patrick Wimmer (ID 987504, similarity 62%)\n",
+      "  2. Mario Götze (ID 66518, similarity 52%)\n",
+      "  3. Fábio Vieira (ID 904835, similarity 50%)\n",
+      "  4. Kevin Stöger (ID 95381, similarity 50%)\n",
+      "  5. Marvin Pieringer (ID 909485, similarity 50%)\n"
      ]
     },
     {
@@ -2925,8 +3516,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Ermedin Demirović (stuttgart)\n",
-      "  1. Pejcinovic (displayed name, similarity 54%)\n"
+      "No exact match for SofaScore rating for Markus Schubert\n",
+      "  1. Marius Bülter (ID 378340, similarity 62%)\n",
+      "  2. András Schäfer (ID 877302, similarity 59%)\n",
+      "  3. Marvin Schwäbe (ID 187185, similarity 59%)\n",
+      "  4. Tjark Lasse Scheller (ID 1137717, similarity 56%)\n",
+      "  5. Arthur (ID 1174761, similarity 50%)\n"
      ]
     },
     {
@@ -2941,10 +3536,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Frederik Schmahl\n",
-      "  1. Farès Chaïbi (ID 1192318, similarity 54%)\n",
-      "  2. Grischa Prömel (ID 253993, similarity 50%)\n",
-      "  3. Ramon Hendriks (ID 916943, similarity 50%)\n"
+      "No exact match for SofaScore rating for Patrick Drewes\n",
+      "  1. Patrick Wimmer (ID 987504, similarity 62%)\n",
+      "  2. Patrik Schick (ID 280609, similarity 56%)\n"
      ]
     },
     {
@@ -2959,8 +3553,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Jannik Huth (freiburg)\n",
-      "  1. Yannik Engelhardt (ID 20278, similarity 54%)\n"
+      "No exact match for SofaScore rating for Sebastian Sebulonsen\n",
+      "  1. Sebastiaan Bornauw (ID 826167, similarity 61%)\n"
      ]
     },
     {
@@ -2975,8 +3569,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Ron-Robert Zieler\n",
-      "  1. Gregor Kobel (ID 556866, similarity 54%)\n"
+      "No exact match for SofaScore rating for Finn Porath\n",
+      "  1. Franck Honorat (ID 280453, similarity 61%)\n",
+      "  2. Finn Dahmen (ID 822564, similarity 60%)\n",
+      "  3. Finn Jeltsch (ID 1418649, similarity 57%)\n",
+      "  4. Lukas Finn Pinckert (ID 990105, similarity 52%)\n"
      ]
     },
     {
@@ -2991,9 +3588,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Stanley Nsoki\n",
-      "  1. Daniel Svensson (ID 1021272, similarity 54%)\n",
-      "  2. Cajetan Lenz (ID 2077300, similarity 52%)\n"
+      "No exact match for SofaScore rating for Noël Aséko\n",
+      "  1. Nicolas Kristof (ID 1131080, similarity 61%)\n",
+      "  2. Lukas Petkov (ID 960017, similarity 60%)\n",
+      "  3. Nicholas Mickelson (ID 900264, similarity 54%)\n",
+      "  4. Nicolas-Gerrit Kühn (ID 877835, similarity 54%)\n",
+      "  5. Noel Futkeu (ID 1017574, similarity 53%)\n"
      ]
     },
     {
@@ -3008,8 +3608,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Borna Sosa (koeln)\n",
-      "  1. Krauß (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Ruben Müller\n",
+      "  1. Marius Bülter (ID 378340, similarity 61%)\n",
+      "  2. Robin Fellhauer (ID 860461, similarity 56%)\n",
+      "  3. Manuel Neuer (ID 8959, similarity 55%)\n",
+      "  4. Robin Zentner (ID 174345, similarity 52%)\n"
      ]
     },
     {
@@ -3024,8 +3627,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Guéla Doué (leverkusen)\n",
-      "  1. Miguel (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Sven Ulreich\n",
+      "  1. Laurin Ulrich (ID 1152486, similarity 61%)\n",
+      "  2. Lukas Ullrich (ID 1083382, similarity 61%)\n",
+      "  3. Chris Führich (ID 891510, similarity 52%)\n",
+      "  4. Robert Andrich (ID 168903, similarity 50%)\n",
+      "  5. Samuele Inacio (ID 1861666, similarity 50%)\n"
      ]
     },
     {
@@ -3040,12 +3647,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Jens Castrop\n",
-      "  1. Alessio Castro-Montes (ID 839898, similarity 53%)\n",
-      "  2. Bernardo (ID 828571, similarity 53%)\n",
-      "  3. Jonah Sticker (ID 1517850, similarity 52%)\n",
-      "  4. Leonidas Stergiou (ID 962898, similarity 52%)\n",
-      "  5. Joe Scally (ID 1002920, similarity 50%)\n"
+      "No exact match for SofaScore rating for Tim Oermann\n",
+      "  1. Oliver Baumann (ID 40244, similarity 61%)\n",
+      "  2. Timo Becker (ID 814735, similarity 60%)\n",
+      "  3. Joey Veerman (ID 850816, similarity 57%)\n",
+      "  4. Jan Uwe Thielmann (ID 1010726, similarity 56%)\n",
+      "  5. Mertcan Ayhan (ID 1195798, similarity 55%)\n"
      ]
     },
     {
@@ -3060,10 +3667,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Lorenz Assignon\n",
-      "  1. Leonidas Stergiou (ID 962898, similarity 53%)\n",
-      "  2. Daniel Svensson (ID 1021272, similarity 50%)\n",
-      "  3. Jonas Urbig (ID 1130647, similarity 50%)\n"
+      "No exact match for SofaScore rating for Florian Müller\n",
+      "  1. Florian Yves Le Joncour (ID 787816, similarity 61%)\n",
+      "  2. Laurin Ulrich (ID 1152486, similarity 56%)\n",
+      "  3. Angelo Stiller (ID 901882, similarity 54%)\n",
+      "  4. Livan Burcu (ID 1513469, similarity 52%)\n",
+      "  5. Christian Günter (ID 142231, similarity 50%)\n"
      ]
     },
     {
@@ -3078,8 +3687,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Luka Duric (paderborn)\n",
-      "  1. Ulrich (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Eric Martel\n",
+      "  1. Eric Ebimbe (ID 904994, similarity 60%)\n",
+      "  2. Cédric Itten (ID 352290, similarity 57%)\n",
+      "  3. Tim Skarke (ID 800252, similarity 53%)\n",
+      "  4. Grischa Prömel (ID 253993, similarity 52%)\n",
+      "  5. Martin Adeline (ID 1158529, similarity 52%)\n"
      ]
     },
     {
@@ -3094,9 +3707,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Montrell Culbreath\n",
-      "  1. Natnael Abraha (ID 1861981, similarity 53%)\n",
-      "  2. Emmanuel Latte Lath (ID 848074, similarity 53%)\n"
+      "No exact match for SofaScore rating for Felix Götze\n",
+      "  1. Mario Götze (ID 66518, similarity 60%)\n",
+      "  2. Felix Keidel (ID 1215028, similarity 57%)\n",
+      "  3. Felix Nmecha (ID 907463, similarity 57%)\n",
+      "  4. Felix Uduokhai (ID 792142, similarity 52%)\n",
+      "  5. Marcel Sabitzer (ID 133908, similarity 50%)\n"
      ]
     },
     {
@@ -3111,9 +3727,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Rômulo\n",
-      "  1. Mert Kömür (ID 1390682, similarity 53%)\n",
-      "  2. Marco Grüll (ID 815612, similarity 50%)\n"
+      "No exact match for SofaScore rating for Janik Bachmann\n",
+      "  1. Calvin Brackelmann (ID 1128792, similarity 60%)\n",
+      "  2. Jan Uwe Thielmann (ID 1010726, similarity 57%)\n",
+      "  3. Kenan Karaman (ID 168943, similarity 56%)\n",
+      "  4. Oliver Baumann (ID 40244, similarity 54%)\n",
+      "  5. Han-Noah Massengo (ID 927340, similarity 50%)\n"
      ]
     },
     {
@@ -3128,9 +3747,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Silas\n",
-      "  1. Fábio Silva (ID 954076, similarity 53%)\n",
-      "  2. Said El Mala (ID 1800475, similarity 53%)\n"
+      "No exact match for SofaScore rating for Jens Stage\n",
+      "  1. Kevin Stöger (ID 95381, similarity 60%)\n",
+      "  2. Jae-sung Lee (ID 537552, similarity 53%)\n",
+      "  3. Otto Stange (ID 1568535, similarity 53%)\n",
+      "  4. Cajetan Lenz (ID 2077300, similarity 50%)\n"
      ]
     },
     {
@@ -3145,8 +3766,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Tim Binder (bayern)\n",
-      "  1. Laimer (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Paul Nebel\n",
+      "  1. Manuel Neuer (ID 8959, similarity 60%)\n",
+      "  2. Paul Erevbenagie (ID 2160258, similarity 58%)\n",
+      "  3. Paul Okon-Engstler (ID 1411105, similarity 56%)\n",
+      "  4. Jae-sung Lee (ID 537552, similarity 53%)\n",
+      "  5. Nahuel Noll (ID 1048651, similarity 53%)\n"
      ]
     },
     {
@@ -3161,8 +3786,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Ayoube Amaimouni (frankfurt)\n",
-      "  1. Amaimouni-Echghouyab (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Jan Olschowsky\n",
+      "  1. Jan Leszczyński (ID 1823942, similarity 59%)\n",
+      "  2. Jano Ter-Horst (ID 1152342, similarity 56%)\n",
+      "  3. Stefan Posch (ID 355486, similarity 50%)\n"
      ]
     },
     {
@@ -3177,11 +3804,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Bara Sapoko Ndiaye\n",
-      "  1. Albert Sambi Lokonga (ID 901892, similarity 53%)\n",
-      "  2. Brajan Gruda (ID 1198075, similarity 52%)\n",
-      "  3. Raphael Onyedika (ID 1129862, similarity 52%)\n",
-      "  4. Bambasé Conté (ID 1185359, similarity 50%)\n"
+      "No exact match for SofaScore rating for Kennet Eichhorn\n",
+      "  1. Hennes Behrens (ID 1864760, similarity 59%)\n",
+      "  2. Senne Lynen (ID 826171, similarity 50%)\n"
      ]
     },
     {
@@ -3196,10 +3821,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Guéla Doué\n",
-      "  1. Joane Gadou (ID 1471049, similarity 53%)\n",
-      "  2. Manuel Neuer (ID 8959, similarity 50%)\n",
-      "  3. Miguel Gutiérrez (ID 908716, similarity 50%)\n"
+      "No exact match for SofaScore rating for Nediljko Labrović\n",
+      "  1. Nikola Katić (ID 831488, similarity 59%)\n",
+      "  2. Neil El Aynaoui (ID 1128530, similarity 55%)\n",
+      "  3. Andrija Maksimović (ID 1406171, similarity 55%)\n",
+      "  4. Andrej Kramarić (ID 67647, similarity 53%)\n",
+      "  5. Noah Darvich (ID 1469995, similarity 52%)\n"
      ]
     },
     {
@@ -3214,8 +3841,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Justin Lerma (dortmund)\n",
-      "  1. J. Veerman (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Borna Sosa\n",
+      "  1. Bernardo (ID 828571, similarity 59%)\n",
+      "  2. Tom Krauß (ID 930272, similarity 56%)\n",
+      "  3. Edmond Tapsoba (ID 883262, similarity 55%)\n",
+      "  4. Antonio Nusa (ID 1121923, similarity 50%)\n"
      ]
     },
     {
@@ -3230,8 +3860,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Kofi Amoako\n",
-      "  1. Ko Itakura (ID 790989, similarity 53%)\n"
+      "No exact match for SofaScore rating for Rael-Tshimbela Nakuzola\n",
+      "  1. Satoshi Tanaka (ID 981067, similarity 59%)\n"
      ]
     },
     {
@@ -3246,12 +3876,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Leo Sauer\n",
-      "  1. Loris Karius (ID 174135, similarity 53%)\n",
-      "  2. Manuel Neuer (ID 8959, similarity 53%)\n",
-      "  3. Leopold Querfeld (ID 1086547, similarity 52%)\n",
-      "  4. Lasse Günther (ID 997175, similarity 50%)\n",
-      "  5. Leonidas Stergiou (ID 962898, similarity 50%)\n"
+      "No exact match for SofaScore rating for Tom Baack\n",
+      "  1. Robin Hack (ID 876858, similarity 59%)\n",
+      "  2. Timo Becker (ID 814735, similarity 56%)\n",
+      "  3. Tom Bischof (ID 1129935, similarity 56%)\n",
+      "  4. Linton Maina (ID 921033, similarity 53%)\n",
+      "  5. Mio Backhaus (ID 1083390, similarity 53%)\n"
      ]
     },
     {
@@ -3266,8 +3896,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Miro Muheim\n",
-      "  1. Mert Kömür (ID 1390682, similarity 53%)\n"
+      "No exact match for SofaScore rating for Fabio Chiarodia\n",
+      "  1. Fábio Silva (ID 954076, similarity 58%)\n",
+      "  2. Fábio Vieira (ID 904835, similarity 56%)\n",
+      "  3. Albian Hajdari (ID 1000269, similarity 52%)\n"
      ]
     },
     {
@@ -3282,8 +3914,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Paul Nebel (mainz)\n",
-      "  1. Jaesung Lee (ID 21202, similarity 53%)\n"
+      "No exact match for SofaScore rating for Hee-Chan Hwang\n",
+      "  1. Ethan Nwaneri (ID 1401702, similarity 58%)\n",
+      "  2. Han-Noah Massengo (ID 927340, similarity 52%)\n"
      ]
     },
     {
@@ -3298,10 +3931,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Raif Adam\n",
-      "  1. Brajan Gruda (ID 1198075, similarity 53%)\n",
-      "  2. Ibrahim Maza (ID 1407524, similarity 53%)\n",
-      "  3. Junior Adamu (ID 902381, similarity 53%)\n"
+      "No exact match for SofaScore rating for Jannik Huth\n",
+      "  1. Jan-Niklas Beste (ID 836711, similarity 58%)\n",
+      "  2. Janik Haberer (ID 168985, similarity 55%)\n",
+      "  3. Yannik Keitel (ID 877842, similarity 55%)\n",
+      "  4. Yannick Engelhardt (ID 990209, similarity 52%)\n"
      ]
     },
     {
@@ -3316,10 +3950,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Ritsu Dōan\n",
-      "  1. Kaishu Sano (ID 1028307, similarity 53%)\n",
-      "  2. Laurin Curda (ID 981788, similarity 50%)\n",
-      "  3. Linton Maina (ID 921033, similarity 50%)\n"
+      "No exact match for SofaScore rating for Luca Waldschmidt\n",
+      "  1. Luca Sirch (ID 964603, similarity 58%)\n"
      ]
     },
     {
@@ -3334,11 +3966,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Robert Skov\n",
-      "  1. Mert Kömür (ID 1390682, similarity 53%)\n",
-      "  2. Robin Koch (ID 581302, similarity 53%)\n",
-      "  3. Albert Sambi Lokonga (ID 901892, similarity 50%)\n",
-      "  4. Rodrigo Ribeiro (ID 1215904, similarity 50%)\n"
+      "No exact match for SofaScore rating for Abdoul Koné\n",
+      "  1. Samba Konaté (ID 2269705, similarity 57%)\n",
+      "  2. Paul Okon-Engstler (ID 1411105, similarity 54%)\n",
+      "  3. Louis Lemke (ID 1995000, similarity 50%)\n"
      ]
     },
     {
@@ -3353,8 +3984,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Ruben Müller (paderborn)\n",
-      "  1. Scheller (displayed name, similarity 53%)\n"
+      "No exact match for SofaScore rating for Eliesse Ben Seghir\n",
+      "  1. Ellyes Skhiri (ID 591706, similarity 57%)\n"
      ]
     },
     {
@@ -3369,8 +4000,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Serge Gnabry\n",
-      "  1. Bernardo (ID 828571, similarity 53%)\n"
+      "No exact match for SofaScore rating for Frederik Schmahl\n",
+      "  1. Frederik Rønnow (ID 137692, similarity 57%)\n",
+      "  2. Farès Chaïbi (ID 1192318, similarity 54%)\n",
+      "  3. Alexander Schwolow (ID 134778, similarity 50%)\n",
+      "  4. Grischa Prömel (ID 253993, similarity 50%)\n",
+      "  5. Ramon Hendriks (ID 916943, similarity 50%)\n"
      ]
     },
     {
@@ -3385,8 +4020,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Amara Condé (elversberg)\n",
-      "  1. Francis Onyeka (ID 36948, similarity 52%)\n"
+      "No exact match for SofaScore rating for Luca Pfeiffer\n",
+      "  1. Luca Sirch (ID 964603, similarity 57%)\n",
+      "  2. Lucas Höler (ID 280009, similarity 55%)\n",
+      "  3. Luca Philipp (ID 943550, similarity 52%)\n",
+      "  4. Luca Reggiani (ID 1937833, similarity 50%)\n"
      ]
     },
     {
@@ -3401,8 +4039,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Amara Condé (elversberg)\n",
-      "  1. Francis Onyeka (ID 40979, similarity 52%)\n"
+      "No exact match for SofaScore rating for Rav van den Berg\n",
+      "  1. Ron Schallenberg (ID 872358, similarity 57%)\n",
+      "  2. Isac Lidberg (ID 798175, similarity 50%)\n",
+      "  3. Manuel Neuer (ID 8959, similarity 50%)\n",
+      "  4. Raphael Obermair (ID 820465, similarity 50%)\n",
+      "  5. Zeno Van Den Bosch (ID 1103765, similarity 50%)\n"
      ]
     },
     {
@@ -3417,8 +4059,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Janik Haberer (union)\n",
-      "  1. Rani Khedira (ID 2122, similarity 52%)\n"
+      "No exact match for SofaScore rating for Stefan Bell\n",
+      "  1. Nathan Tella (ID 920379, similarity 57%)\n",
+      "  2. Stefan Posch (ID 355486, similarity 57%)\n",
+      "  3. Cole Campbell (ID 1134578, similarity 55%)\n",
+      "  4. Fabian Bredlow (ID 152463, similarity 52%)\n",
+      "  5. Stefano Marino (ID 1167764, similarity 52%)\n"
      ]
     },
     {
@@ -3433,8 +4079,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Janik Haberer (union)\n",
-      "  1. Rani Khedira (ID 21666, similarity 52%)\n"
+      "No exact match for SofaScore rating for Atakan Karazor\n",
+      "  1. Kenan Karaman (ID 168943, similarity 56%)\n",
+      "  2. Aleksandar Pavlović (ID 1142251, similarity 52%)\n"
      ]
     },
     {
@@ -3449,8 +4096,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Sebastian Klaas (paderborn)\n",
-      "  1. Castaneda (displayed name, similarity 52%)\n"
+      "No exact match for SofaScore rating for Daniel Batz\n",
+      "  1. Daniel Fernandes (ID 113442, similarity 56%)\n",
+      "  2. Natnael Abraha (ID 1861981, similarity 52%)\n",
+      "  3. Yannick Engelhardt (ID 990209, similarity 52%)\n",
+      "  4. Daniel Svensson (ID 1021272, similarity 50%)\n",
+      "  5. Marcel Sabitzer (ID 133908, similarity 50%)\n"
      ]
     },
     {
@@ -3465,9 +4116,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Zento Uno\n",
-      "  1. Zeno Van Den Bosch (ID 1103765, similarity 52%)\n",
-      "  2. Robin Zentner (ID 174345, similarity 50%)\n"
+      "No exact match for SofaScore rating for Dennis Seimen\n",
+      "  1. Hennes Behrens (ID 1864760, similarity 56%)\n",
+      "  2. Eric Ebimbe (ID 904994, similarity 55%)\n",
+      "  3. Senne Lynen (ID 826171, similarity 55%)\n",
+      "  4. Gideon Mensah (ID 844942, similarity 50%)\n",
+      "  5. Yannik Keitel (ID 877842, similarity 50%)\n"
      ]
     },
     {
@@ -3482,8 +4136,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Alexander Meyer (dortmund)\n",
-      "  1. Julian Ryerson (ID 18478, similarity 52%)\n"
+      "No exact match for SofaScore rating for Derrick Köhn\n",
+      "  1. Derry Scherhant (ID 1131002, similarity 56%)\n",
+      "  2. Dominik Kohr (ID 152206, similarity 55%)\n",
+      "  3. Nicolas-Gerrit Kühn (ID 877835, similarity 50%)\n",
+      "  4. Robert Andrich (ID 168903, similarity 50%)\n",
+      "  5. Robin Koch (ID 581302, similarity 50%)\n"
      ]
     },
     {
@@ -3498,8 +4156,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Alexander Meyer (dortmund)\n",
-      "  1. Julian Ryerson (ID 28864, similarity 52%)\n"
+      "No exact match for SofaScore rating for Florian Neuhaus\n",
+      "  1. Felix Nmecha (ID 907463, similarity 56%)\n",
+      "  2. Loris Karius (ID 174135, similarity 56%)\n",
+      "  3. Florian Yves Le Joncour (ID 787816, similarity 53%)\n",
+      "  4. Francis Onyeka (ID 1414916, similarity 52%)\n",
+      "  5. Livan Burcu (ID 1513469, similarity 50%)\n"
      ]
     },
     {
@@ -3514,8 +4176,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Ethan Nwaneri\n",
-      "  1. Tristan Spranger (ID 1974432, similarity 52%)\n"
+      "No exact match for SofaScore rating for Frank Lehmann\n",
+      "  1. Franck Honorat (ID 280453, similarity 56%)\n",
+      "  2. Calvin Brackelmann (ID 1128792, similarity 55%)\n",
+      "  3. Rani Khedira (ID 149479, similarity 52%)\n",
+      "  4. Jan Uwe Thielmann (ID 1010726, similarity 52%)\n",
+      "  5. Bilal El Khannouss (ID 1126569, similarity 50%)\n"
      ]
     },
     {
@@ -3530,15 +4196,16 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Hee-Chan Hwang\n",
-      "  1. Han-Noah Massengo (ID 927340, similarity 52%)\n"
+      "No exact match for SofaScore rating for Nnamdi Collins\n",
+      "  1. Michael Olise (ID 978838, similarity 56%)\n",
+      "  2. Jamie Leweling (ID 990201, similarity 54%)\n",
+      "  3. Nicolas Kristof (ID 1131080, similarity 52%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -3547,11 +4214,29 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Ron-Robert Zieler (koeln)\n",
-      "  1. Okon-Engstler (displayed name, similarity 52%)\n",
+      "No exact match for SofaScore rating for Tom Zimmerschied\n",
+      "  1. Tom Bischof (ID 1129935, similarity 56%)\n",
+      "  2. Tim Lemperle (ID 1014290, similarity 54%)\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Choose a candidate number, or press Enter to skip (score 0):  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "\n",
-      "No exact match for ligainsider lineup for Samuele Inácio (dortmund)\n",
-      "  1. Ramy Bensebaini (ID 7791, similarity 52%)\n"
+      "No exact match for SofaScore rating for Warmed Omari\n",
+      "  1. Andrej Kramarić (ID 67647, similarity 56%)\n",
+      "  2. Nadiem Amiri (ID 327755, similarity 55%)\n",
+      "  3. Ameen Al-Dakhil (ID 1979970, similarity 50%)\n",
+      "  4. Mert Kömür (ID 1390682, similarity 50%)\n",
+      "  5. Ramon Hendriks (ID 916943, similarity 50%)\n"
      ]
     },
     {
@@ -3566,11 +4251,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Sander Tangvik\n",
-      "  1. Andrej Kramarić (ID 67647, similarity 52%)\n",
-      "  2. Aleksandar Pavlović (ID 1142251, similarity 52%)\n",
-      "  3. Albert Grønbæk (ID 1000263, similarity 50%)\n",
-      "  4. Isac Lidberg (ID 798175, similarity 50%)\n"
+      "No exact match for SofaScore rating for Emre Can\n",
+      "  1. Felix Nmecha (ID 907463, similarity 56%)\n",
+      "  2. Mertcan Ayhan (ID 1195798, similarity 53%)\n",
+      "  3. Waldemar Anton (ID 799046, similarity 50%)\n"
      ]
     },
     {
@@ -3585,9 +4269,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Adrian Gantenbein\n",
-      "  1. Christian Günter (ID 142231, similarity 52%)\n",
-      "  2. Maximilian Eggestein (ID 569784, similarity 51%)\n"
+      "No exact match for SofaScore rating for Faik Sakar\n",
+      "  1. Tim Skarke (ID 800252, similarity 56%)\n",
+      "  2. Daiki Hashioka (ID 897334, similarity 55%)\n",
+      "  3. Francis Onyeka (ID 1414916, similarity 55%)\n",
+      "  4. Fábio Silva (ID 954076, similarity 53%)\n",
+      "  5. Patson Daka (ID 865057, similarity 53%)\n"
      ]
     },
     {
@@ -3602,8 +4289,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Atakan Karazor\n",
-      "  1. Aleksandar Pavlović (ID 1142251, similarity 52%)\n"
+      "No exact match for SofaScore rating for Jens Grahl\n",
+      "  1. Joe Scally (ID 1002920, similarity 56%)\n",
+      "  2. Jarell Quansah (ID 1003339, similarity 55%)\n",
+      "  3. Jae-sung Lee (ID 537552, similarity 53%)\n",
+      "  4. Brajan Gruda (ID 1198075, similarity 50%)\n",
+      "  5. Jan Gyamerah (ID 254411, similarity 50%)\n"
      ]
     },
     {
@@ -3618,9 +4309,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Nico Schlotterbeck\n",
-      "  1. Nicolás Capaldo (ID 973564, similarity 52%)\n",
-      "  2. Sheraldo Becker (ID 352544, similarity 52%)\n"
+      "No exact match for SofaScore rating for Sima Suso\n",
+      "  1. Marius Wolf (ID 254119, similarity 56%)\n",
+      "  2. Salim Musah (ID 1864786, similarity 56%)\n",
+      "  3. Mats Rots (ID 1387012, similarity 50%)\n"
      ]
     },
     {
@@ -3635,9 +4327,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Johannes Simon Siebeking\n",
-      "  1. Jamie Leweling (ID 990201, similarity 51%)\n",
-      "  2. Jahmai Simpson-Pusey (ID 1402924, similarity 50%)\n"
+      "No exact match for SofaScore rating for Tim Boss\n",
+      "  1. Tidiam Gomis (ID 1426577, similarity 56%)\n",
+      "  2. Tim Skarke (ID 800252, similarity 50%)\n",
+      "  3. Tom Krauß (ID 930272, similarity 50%)\n"
      ]
     },
     {
@@ -3652,8 +4345,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Adam Hložek (hoffenheim)\n",
-      "  1. Adam Daghim (ID 44189, similarity 50%)\n"
+      "No exact match for SofaScore rating for Alexander Røssing-Lelesiit\n",
+      "  1. Alexander Schwolow (ID 134778, similarity 55%)\n",
+      "  2. Tom Alexander Rothe (ID 1210666, similarity 55%)\n"
      ]
     },
     {
@@ -3668,8 +4362,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Andrej Kramarić (hoffenheim)\n",
-      "  1. Adam Daghim (ID 37622, similarity 50%)\n"
+      "No exact match for SofaScore rating for Carl Klaus\n",
+      "  1. Jarell Quansah (ID 1003339, similarity 55%)\n",
+      "  2. Mio Backhaus (ID 1083390, similarity 50%)\n",
+      "  3. Oscar Højlund (ID 1149113, similarity 50%)\n"
      ]
     },
     {
@@ -3684,8 +4380,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Andrej Kramarić (hoffenheim)\n",
-      "  1. Adam Daghim (ID 44189, similarity 50%)\n"
+      "No exact match for SofaScore rating for Janis Blaswich\n",
+      "  1. Luca Sirch (ID 964603, similarity 55%)\n",
+      "  2. Adil Aouchiche (ID 962877, similarity 54%)\n",
+      "  3. Josip Stanišić (ID 927407, similarity 54%)\n",
+      "  4. Jan-Niklas Beste (ID 836711, similarity 52%)\n",
+      "  5. Dariusz Stalmach (ID 1141977, similarity 50%)\n"
      ]
     },
     {
@@ -3700,8 +4400,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Christian Günter (freiburg)\n",
-      "  1. Scherhant (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Jonas Urbig\n",
+      "  1. Jonah Sticker (ID 1517850, similarity 55%)\n",
+      "  2. Jordan Torunarigha (ID 801003, similarity 52%)\n",
+      "  3. Jae-sung Lee (ID 537552, similarity 50%)\n",
+      "  4. Joane Gadou (ID 1471049, similarity 50%)\n",
+      "  5. Josip Juranović (ID 791642, similarity 50%)\n"
      ]
     },
     {
@@ -3716,8 +4420,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Darwin Soylu\n",
-      "  1. Marin Ljubičić (ID 1090010, similarity 50%)\n"
+      "No exact match for SofaScore rating for Joël Schmied\n",
+      "  1. Finn Jeltsch (ID 1418649, similarity 55%)\n",
+      "  2. Aljoscha Kemlein (ID 1198074, similarity 54%)\n",
+      "  3. Joe Scally (ID 1002920, similarity 50%)\n"
      ]
     },
     {
@@ -3732,8 +4438,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Deniz Zeitler\n",
-      "  1. Yannik Keitel (ID 877842, similarity 50%)\n"
+      "No exact match for SofaScore rating for Kenny Quetant\n",
+      "  1. Senne Lynen (ID 826171, similarity 55%)\n"
      ]
     },
     {
@@ -3748,8 +4454,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Ermedin Demirović (stuttgart)\n",
-      "  1. Dzenan Pejcinovic (ID 26158, similarity 50%)\n"
+      "No exact match for SofaScore rating for Oskar Wójcik\n",
+      "  1. Loris Karius (ID 174135, similarity 55%)\n",
+      "  2. Tim Skarke (ID 800252, similarity 50%)\n"
      ]
     },
     {
@@ -3764,15 +4471,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Ermedin Demirović (stuttgart)\n",
-      "  1. Dzenan Pejcinovic (ID 37405, similarity 50%)\n"
+      "No exact match for SofaScore rating for Sven Michel\n",
+      "  1. Michael Olise (ID 978838, similarity 55%)\n",
+      "  2. Senne Lynen (ID 826171, similarity 50%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -3781,12 +4488,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Fisnik Asllani\n",
-      "  1. Moussa Sylla (ID 861980, similarity 50%)\n",
-      "  2. Nikola Katić (ID 831488, similarity 50%)\n",
-      "\n",
-      "No exact match for ligainsider lineup for Florian Pruhs (paderborn)\n",
-      "  1. Laurin Ulrich (ID 27568, similarity 50%)\n"
+      "No exact match for SofaScore rating for Örjan Nyland\n",
+      "  1. Oscar Højlund (ID 1149113, similarity 55%)\n",
+      "  2. Mertcan Ayhan (ID 1195798, similarity 52%)\n",
+      "  3. Anton Kade (ID 1129365, similarity 50%)\n",
+      "  4. Francis Onyeka (ID 1414916, similarity 50%)\n"
      ]
     },
     {
@@ -3801,8 +4507,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Florian Pruhs (paderborn)\n",
-      "  1. Laurin Ulrich (ID 37153, similarity 50%)\n"
+      "No exact match for SofaScore rating for Bara Sapoko Ndiaye\n",
+      "  1. Amara Condé (ID 817978, similarity 54%)\n",
+      "  2. Albert Sambi Lokonga (ID 901892, similarity 53%)\n",
+      "  3. Brajan Gruda (ID 1198075, similarity 52%)\n",
+      "  4. Samba Konaté (ID 2269705, similarity 52%)\n",
+      "  5. Raphael Onyedika (ID 1129862, similarity 52%)\n"
      ]
     },
     {
@@ -3817,15 +4527,16 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Guéla Doué (leverkusen)\n",
-      "  1. Miguel Gutierrez (ID 32495, similarity 50%)\n"
+      "No exact match for SofaScore rating for Clemens Lippmann\n",
+      "  1. Filippo Mané (ID 1137131, similarity 54%)\n",
+      "  2. Calvin Brackelmann (ID 1128792, similarity 50%)\n",
+      "  3. Phillipp Mwene (ID 138126, similarity 50%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -3834,11 +4545,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Isac Lidberg (gladbach)\n",
-      "  1. Philipp Sander (ID 18612, similarity 50%)\n",
-      "\n",
-      "No exact match for rotowire lineup for Isac Lidberg (gladbach)\n",
-      "  1. Philipp Sander (ID 43368, similarity 50%)\n"
+      "No exact match for SofaScore rating for Enzo Leopold\n",
+      "  1. Leopold Querfeld (ID 1086547, similarity 54%)\n"
      ]
     },
     {
@@ -3853,15 +4561,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Jamal Musiala (bayern)\n",
-      "  1. Luis Diaz (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Ron-Robert Zieler\n",
+      "  1. Gregor Kobel (ID 556866, similarity 54%)\n",
+      "  2. Robert Andrich (ID 168903, similarity 50%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -3870,11 +4578,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Jamal Musiala (bayern)\n",
-      "  1. Luis Diaz (ID 22566, similarity 50%)\n",
-      "\n",
-      "No exact match for rotowire lineup for Jamal Musiala (bayern)\n",
-      "  1. Luis Diaz (ID 28527, similarity 50%)\n"
+      "No exact match for SofaScore rating for Jens Castrop\n",
+      "  1. Alessio Castro-Montes (ID 839898, similarity 53%)\n",
+      "  2. Bernardo (ID 828571, similarity 53%)\n",
+      "  3. Jonah Sticker (ID 1517850, similarity 52%)\n",
+      "  4. Joe Scally (ID 1002920, similarity 50%)\n"
      ]
     },
     {
@@ -3889,8 +4597,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Janik Bachmann (schalke)\n",
-      "  1. Karaman (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Montrell Culbreath\n",
+      "  1. Natnael Abraha (ID 1861981, similarity 53%)\n",
+      "  2. Emmanuel Latte Lath (ID 848074, similarity 53%)\n"
      ]
     },
     {
@@ -3905,8 +4614,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Janis Blaswich (leverkusen)\n",
-      "  1. Quansah (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Rômulo\n",
+      "  1. Mert Kömür (ID 1390682, similarity 53%)\n",
+      "  2. Marco Grüll (ID 815612, similarity 50%)\n"
      ]
     },
     {
@@ -3921,8 +4631,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Jens Castrop (gladbach)\n",
-      "  1. Joe Scally (ID 23700, similarity 50%)\n"
+      "No exact match for SofaScore rating for Silas\n",
+      "  1. Fábio Silva (ID 954076, similarity 53%)\n",
+      "  2. Said El Mala (ID 1800475, similarity 53%)\n"
      ]
     },
     {
@@ -3937,8 +4648,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Jens Castrop (gladbach)\n",
-      "  1. Joe Scally (ID 26680, similarity 50%)\n"
+      "No exact match for SofaScore rating for Guéla Doué\n",
+      "  1. Joane Gadou (ID 1471049, similarity 53%)\n",
+      "  2. Manuel Neuer (ID 8959, similarity 50%)\n",
+      "  3. Miguel Gutiérrez (ID 908716, similarity 50%)\n"
      ]
     },
     {
@@ -3953,8 +4666,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Jens Grahl (frankfurt)\n",
-      "  1. Jeremiaha Maluze (ID 38581, similarity 50%)\n"
+      "No exact match for SofaScore rating for Kofi Amoako\n",
+      "  1. Ko Itakura (ID 790989, similarity 53%)\n"
      ]
     },
     {
@@ -3969,8 +4682,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Jens Grahl (frankfurt)\n",
-      "  1. Jeremiaha Maluze (ID 49039, similarity 50%)\n"
+      "No exact match for SofaScore rating for Miro Muheim\n",
+      "  1. Mert Kömür (ID 1390682, similarity 53%)\n"
      ]
     },
     {
@@ -3985,9 +4698,11 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Juma Bah\n",
-      "  1. Jarell Quansah (ID 1003339, similarity 50%)\n",
-      "  2. Justin Njinmah (ID 1005343, similarity 50%)\n"
+      "No exact match for SofaScore rating for Raif Adam\n",
+      "  1. Brajan Gruda (ID 1198075, similarity 53%)\n",
+      "  2. Ibrahim Maza (ID 1407524, similarity 53%)\n",
+      "  3. Junior Adamu (ID 902381, similarity 53%)\n",
+      "  4. Shafiq Nandja (ID 2204961, similarity 50%)\n"
      ]
     },
     {
@@ -4002,8 +4717,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Justin Lerma (dortmund)\n",
-      "  1. Julian Ryerson (ID 18478, similarity 50%)\n"
+      "No exact match for SofaScore rating for Robert Skov\n",
+      "  1. Mert Kömür (ID 1390682, similarity 53%)\n",
+      "  2. Robin Koch (ID 581302, similarity 53%)\n",
+      "  3. Robert Andrich (ID 168903, similarity 52%)\n",
+      "  4. Albert Sambi Lokonga (ID 901892, similarity 50%)\n",
+      "  5. Rodrigo Ribeiro (ID 1215904, similarity 50%)\n"
      ]
     },
     {
@@ -4018,15 +4737,14 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Justin Lerma (dortmund)\n",
-      "  1. Julian Ryerson (ID 28864, similarity 50%)\n"
+      "No exact match for SofaScore rating for Serge Gnabry\n",
+      "  1. Bernardo (ID 828571, similarity 53%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -4035,11 +4753,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Koki Machida\n",
-      "  1. Joshua Kimmich (ID 259117, similarity 50%)\n",
-      "\n",
-      "No exact match for kicker lineup for Linus Güther (union)\n",
-      "  1. Aebischer (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Zento Uno\n",
+      "  1. Zeno Van Den Bosch (ID 1103765, similarity 52%)\n",
+      "  2. Robin Zentner (ID 174345, similarity 50%)\n"
      ]
     },
     {
@@ -4054,15 +4770,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Lucas Höler (freiburg)\n",
-      "  1. Kübler (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Ramy Bensebaini\n",
+      "  1. Samuele Inacio (ID 1861666, similarity 52%)\n",
+      "  2. Eren Dinkçi (ID 1067120, similarity 50%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -4071,11 +4787,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Marcel Hoffmeier (paderborn)\n",
-      "  1. Tjark Scheller (ID 48700, similarity 50%)\n",
-      "\n",
-      "No exact match for rotowire lineup for Martin Adeline (hamburg)\n",
-      "  1. Zakaria El Ouahdi (ID 43675, similarity 50%)\n"
+      "No exact match for SofaScore rating for Sander Tangvik\n",
+      "  1. Andrej Kramarić (ID 67647, similarity 52%)\n",
+      "  2. Assan Ouédraogo (ID 1418623, similarity 52%)\n",
+      "  3. Aleksandar Pavlović (ID 1142251, similarity 52%)\n",
+      "  4. Albert Grønbæk (ID 1000263, similarity 50%)\n",
+      "  5. Isac Lidberg (ID 798175, similarity 50%)\n"
      ]
     },
     {
@@ -4090,8 +4807,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Martin Terrier (leverkusen)\n",
-      "  1. Miguel Gutierrez (ID 24219, similarity 50%)\n"
+      "No exact match for SofaScore rating for Adrian Gantenbein\n",
+      "  1. Christian Günter (ID 142231, similarity 52%)\n",
+      "  2. Maximilian Eggestein (ID 569784, similarity 51%)\n",
+      "  3. Reigan Heskey (ID 1601596, similarity 50%)\n"
      ]
     },
     {
@@ -4106,15 +4825,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Martin Terrier (leverkusen)\n",
-      "  1. Miguel Gutierrez (ID 32495, similarity 50%)\n"
+      "No exact match for SofaScore rating for Nico Schlotterbeck\n",
+      "  1. Nicolás Capaldo (ID 973564, similarity 52%)\n",
+      "  2. Sheraldo Becker (ID 352544, similarity 52%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -4123,11 +4842,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Marvin Friedrich (union)\n",
-      "  1. Marin Ljubicic (ID 36465, similarity 50%)\n",
-      "\n",
-      "No exact match for rotowire lineup for Marvin Friedrich (union)\n",
-      "  1. Marin Ljubicic (ID 40575, similarity 50%)\n"
+      "No exact match for SofaScore rating for Johannes Simon Siebeking\n",
+      "  1. Jamie Leweling (ID 990201, similarity 51%)\n",
+      "  2. Jahmai Simpson-Pusey (ID 1402924, similarity 50%)\n",
+      "  3. Jan Leszczyński (ID 1823942, similarity 50%)\n"
      ]
     },
     {
@@ -4142,8 +4860,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for ligainsider lineup for Mitchell Weiser (bremen)\n",
-      "  1. Mick Schmetgens (ID 37129, similarity 50%)\n"
+      "No exact match for SofaScore rating for Darwin Soylu\n",
+      "  1. Marin Ljubičić (ID 1090010, similarity 50%)\n"
      ]
     },
     {
@@ -4158,8 +4876,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Montrell Culbreath (leverkusen)\n",
-      "  1. Moreira (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Deniz Zeitler\n",
+      "  1. Yannik Keitel (ID 877842, similarity 50%)\n"
      ]
     },
     {
@@ -4174,8 +4892,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Noel Futkeu\n",
-      "  1. Niclas Füllkrug (ID 132645, similarity 50%)\n"
+      "No exact match for SofaScore rating for Fisnik Asllani\n",
+      "  1. Moussa Sylla (ID 861980, similarity 50%)\n",
+      "  2. Nikola Katić (ID 831488, similarity 50%)\n"
      ]
     },
     {
@@ -4190,8 +4909,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Otávio (frankfurt)\n",
-      "  1. Ebnoutalib (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Juma Bah\n",
+      "  1. Jarell Quansah (ID 1003339, similarity 50%)\n",
+      "  2. Justin Njinmah (ID 1005343, similarity 50%)\n"
      ]
     },
     {
@@ -4206,8 +4926,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Paul Erevbenagie\n",
-      "  1. Samuele Inacio (ID 1861666, similarity 50%)\n"
+      "No exact match for SofaScore rating for Koki Machida\n",
+      "  1. Joshua Kimmich (ID 259117, similarity 50%)\n"
      ]
     },
     {
@@ -4222,8 +4942,10 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for rotowire lineup for Ruben Müller (paderborn)\n",
-      "  1. Tjark Scheller (ID 48700, similarity 50%)\n"
+      "No exact match for SofaScore rating for Leonidas Stergiou\n",
+      "  1. Jonah Sticker (ID 1517850, similarity 50%)\n",
+      "  2. Lasse Günther (ID 997175, similarity 50%)\n",
+      "  3. Leo Sauer (ID 1150938, similarity 50%)\n"
      ]
     },
     {
@@ -4238,8 +4960,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for kicker lineup for Sota Kawasaki (mainz)\n",
-      "  1. Potulski (displayed name, similarity 50%)\n"
+      "No exact match for SofaScore rating for Lorenz Assignon\n",
+      "  1. Daniel Svensson (ID 1021272, similarity 50%)\n"
      ]
     },
     {
@@ -4286,8 +5008,8 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Uchenna Ogundu\n",
-      "  1. Chema Andrés (ID 1464641, similarity 50%)\n"
+      "No exact match for SofaScore rating for Tom Wisbereit\n",
+      "  1. Marius Bülter (ID 378340, similarity 50%)\n"
      ]
     },
     {
@@ -4302,16 +5024,14 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "No exact match for SofaScore rating for Zakaria El Ouahdi\n",
-      "  1. Jarell Quansah (ID 1003339, similarity 50%)\n",
-      "  2. Martin Adeline (ID 1158529, similarity 50%)\n"
+      "No exact match for SofaScore rating for Uchenna Ogundu\n",
+      "  1. Chema Andrés (ID 1464641, similarity 50%)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to skip (score 0):  \n",
       "Choose a candidate number, or press Enter to skip (score 0):  \n"
      ]
     },
@@ -4319,19 +5039,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\n",
-      "No exact match for kicker lineup for Örjan Nyland (leipzig)\n",
-      "  1. Orban (displayed name, similarity 50%)\n",
       "Input summary\n",
-      "  Matchday: 2; ratings: team_player_average_ratings_2026-09-04_10-49-29_967272+0200.csv\n",
-      "  Ligainsider (weight 4; current): ligainsider_bundesliga_lineups_20260904_105057.json\n",
-      "  Kickbase (weight 3; previous matchday — excluded): kickbase_bundesliga_lineups_20260904_110452.json\n",
-      "  Kicker (weight 2; current): kicker_bundesliga_lineups_20260904_105209.json\n",
-      "  Rotowire (weight 1; current): rotowire_bundesliga_lineups_20260904_105027.json\n",
+      "  Matchday: 3; ratings: team_player_average_ratings_2026-09-11_09-41-12_926998+0200.csv\n",
+      "  Rating recency weights (newest to oldest): 28/24/20/16/12; missing ratings excluded and weights normalized.\n",
+      "  Ligainsider (weight 4; current): ligainsider_bundesliga_lineups_20260911_094158.json\n",
+      "  Kickbase (weight 3; current): kickbase_bundesliga_lineups_20260911_095348.json\n",
+      "  Kicker (weight 2; current): kicker_bundesliga_lineups_20260911_094243.json\n",
+      "  Rotowire (weight 1; current): rotowire_bundesliga_lineups_20260911_094138.json\n",
       "  Alternative starting-chance decay: 0.45\n",
       "  Questionable-injury starting-chance penalty: 0.15\n",
-      "  Score multiplier: 9.4739\n",
-      "  Output: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
+      "  Score multiplier: 10.0062\n",
+      "  Output: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
       "\n",
       "Team odds and expected match points\n"
      ]
@@ -4370,163 +5088,163 @@
        "      0\n",
        "      augsburg\n",
        "      FotMob\n",
-       "      0.257018\n",
-       "      0.250254\n",
-       "      0.492728\n",
-       "      1.021307\n",
+       "      0.231533\n",
+       "      0.226020\n",
+       "      0.542448\n",
+       "      0.920617\n",
        "    \n",
        "    \n",
        "      1\n",
        "      bayern\n",
        "      FotMob\n",
-       "      0.836120\n",
-       "      0.100334\n",
-       "      0.063545\n",
-       "      2.608696\n",
+       "      0.814566\n",
+       "      0.112123\n",
+       "      0.073311\n",
+       "      2.555822\n",
        "    \n",
        "    \n",
        "      2\n",
        "      bremen\n",
        "      FotMob\n",
-       "      0.220646\n",
-       "      0.237195\n",
-       "      0.542159\n",
-       "      0.899133\n",
+       "      0.287507\n",
+       "      0.249677\n",
+       "      0.462816\n",
+       "      1.112198\n",
        "    \n",
        "    \n",
        "      3\n",
        "      dortmund\n",
        "      FotMob\n",
-       "      0.422303\n",
-       "      0.250048\n",
-       "      0.327649\n",
-       "      1.516957\n",
+       "      0.777826\n",
+       "      0.131798\n",
+       "      0.090376\n",
+       "      2.465276\n",
        "    \n",
        "    \n",
        "      4\n",
        "      elversberg\n",
        "      FotMob\n",
-       "      0.249598\n",
-       "      0.243198\n",
-       "      0.507204\n",
-       "      0.991992\n",
+       "      0.073311\n",
+       "      0.112123\n",
+       "      0.814566\n",
+       "      0.332056\n",
        "    \n",
        "    \n",
        "      5\n",
        "      frankfurt\n",
        "      FotMob\n",
-       "      0.492728\n",
-       "      0.250254\n",
-       "      0.257018\n",
-       "      1.728439\n",
+       "      0.263523\n",
+       "      0.237171\n",
+       "      0.499307\n",
+       "      1.027739\n",
        "    \n",
        "    \n",
        "      6\n",
        "      freiburg\n",
        "      FotMob\n",
-       "      0.480849\n",
-       "      0.263131\n",
-       "      0.256020\n",
-       "      1.705678\n",
+       "      0.573916\n",
+       "      0.220223\n",
+       "      0.205861\n",
+       "      1.941970\n",
        "    \n",
        "    \n",
        "      7\n",
        "      gladbach\n",
        "      FotMob\n",
-       "      0.507204\n",
-       "      0.243198\n",
-       "      0.249598\n",
-       "      1.764811\n",
+       "      0.205861\n",
+       "      0.220223\n",
+       "      0.573916\n",
+       "      0.837806\n",
        "    \n",
        "    \n",
        "      8\n",
        "      hamburg\n",
        "      FotMob\n",
-       "      0.357640\n",
-       "      0.263262\n",
-       "      0.379098\n",
-       "      1.336181\n",
+       "      0.141359\n",
+       "      0.182136\n",
+       "      0.676505\n",
+       "      0.606214\n",
        "    \n",
        "    \n",
        "      9\n",
        "      hoffenheim\n",
        "      FotMob\n",
-       "      0.327649\n",
-       "      0.250048\n",
-       "      0.422303\n",
-       "      1.232995\n",
+       "      0.403048\n",
+       "      0.225515\n",
+       "      0.371437\n",
+       "      1.434660\n",
        "    \n",
        "    \n",
        "      10\n",
        "      koeln\n",
        "      FotMob\n",
-       "      0.158938\n",
-       "      0.183390\n",
-       "      0.657673\n",
-       "      0.660202\n",
+       "      0.462816\n",
+       "      0.249677\n",
+       "      0.287507\n",
+       "      1.638125\n",
        "    \n",
        "    \n",
        "      11\n",
        "      leipzig\n",
        "      FotMob\n",
-       "      0.542159\n",
-       "      0.237195\n",
-       "      0.220646\n",
-       "      1.863672\n",
+       "      0.676505\n",
+       "      0.182136\n",
+       "      0.141359\n",
+       "      2.211650\n",
        "    \n",
        "    \n",
        "      12\n",
        "      leverkusen\n",
        "      FotMob\n",
-       "      0.676505\n",
-       "      0.182136\n",
-       "      0.141359\n",
-       "      2.211650\n",
+       "      0.542448\n",
+       "      0.226020\n",
+       "      0.231533\n",
+       "      1.853363\n",
        "    \n",
        "    \n",
        "      13\n",
        "      mainz\n",
        "      FotMob\n",
-       "      0.379098\n",
-       "      0.263262\n",
-       "      0.357640\n",
-       "      1.400556\n",
+       "      0.499307\n",
+       "      0.237171\n",
+       "      0.263523\n",
+       "      1.735090\n",
        "    \n",
        "    \n",
        "      14\n",
        "      paderborn\n",
        "      FotMob\n",
-       "      0.256020\n",
-       "      0.263131\n",
-       "      0.480849\n",
-       "      1.031190\n",
+       "      0.090376\n",
+       "      0.131798\n",
+       "      0.777826\n",
+       "      0.402926\n",
        "    \n",
        "    \n",
        "      15\n",
        "      schalke\n",
        "      FotMob\n",
-       "      0.063545\n",
-       "      0.100334\n",
-       "      0.836120\n",
-       "      0.290970\n",
+       "      0.326661\n",
+       "      0.278623\n",
+       "      0.394716\n",
+       "      1.258607\n",
        "    \n",
        "    \n",
        "      16\n",
        "      stuttgart\n",
        "      FotMob\n",
-       "      0.657673\n",
-       "      0.183390\n",
-       "      0.158938\n",
-       "      2.156408\n",
+       "      0.371437\n",
+       "      0.225515\n",
+       "      0.403048\n",
+       "      1.339825\n",
        "    \n",
        "    \n",
        "      17\n",
        "      union\n",
        "      FotMob\n",
-       "      0.141359\n",
-       "      0.182136\n",
-       "      0.676505\n",
-       "      0.606214\n",
+       "      0.394716\n",
+       "      0.278623\n",
+       "      0.326661\n",
+       "      1.462770\n",
        "    \n",
        "  \n",
        "\n",
@@ -4534,44 +5252,44 @@
       ],
       "text/plain": [
        "          team provider  win_probability  draw_probability  loss_probability  \\\n",
-       "0     augsburg   FotMob         0.257018          0.250254          0.492728   \n",
-       "1       bayern   FotMob         0.836120          0.100334          0.063545   \n",
-       "2       bremen   FotMob         0.220646          0.237195          0.542159   \n",
-       "3     dortmund   FotMob         0.422303          0.250048          0.327649   \n",
-       "4   elversberg   FotMob         0.249598          0.243198          0.507204   \n",
-       "5    frankfurt   FotMob         0.492728          0.250254          0.257018   \n",
-       "6     freiburg   FotMob         0.480849          0.263131          0.256020   \n",
-       "7     gladbach   FotMob         0.507204          0.243198          0.249598   \n",
-       "8      hamburg   FotMob         0.357640          0.263262          0.379098   \n",
-       "9   hoffenheim   FotMob         0.327649          0.250048          0.422303   \n",
-       "10       koeln   FotMob         0.158938          0.183390          0.657673   \n",
-       "11     leipzig   FotMob         0.542159          0.237195          0.220646   \n",
-       "12  leverkusen   FotMob         0.676505          0.182136          0.141359   \n",
-       "13       mainz   FotMob         0.379098          0.263262          0.357640   \n",
-       "14   paderborn   FotMob         0.256020          0.263131          0.480849   \n",
-       "15     schalke   FotMob         0.063545          0.100334          0.836120   \n",
-       "16   stuttgart   FotMob         0.657673          0.183390          0.158938   \n",
-       "17       union   FotMob         0.141359          0.182136          0.676505   \n",
+       "0     augsburg   FotMob         0.231533          0.226020          0.542448   \n",
+       "1       bayern   FotMob         0.814566          0.112123          0.073311   \n",
+       "2       bremen   FotMob         0.287507          0.249677          0.462816   \n",
+       "3     dortmund   FotMob         0.777826          0.131798          0.090376   \n",
+       "4   elversberg   FotMob         0.073311          0.112123          0.814566   \n",
+       "5    frankfurt   FotMob         0.263523          0.237171          0.499307   \n",
+       "6     freiburg   FotMob         0.573916          0.220223          0.205861   \n",
+       "7     gladbach   FotMob         0.205861          0.220223          0.573916   \n",
+       "8      hamburg   FotMob         0.141359          0.182136          0.676505   \n",
+       "9   hoffenheim   FotMob         0.403048          0.225515          0.371437   \n",
+       "10       koeln   FotMob         0.462816          0.249677          0.287507   \n",
+       "11     leipzig   FotMob         0.676505          0.182136          0.141359   \n",
+       "12  leverkusen   FotMob         0.542448          0.226020          0.231533   \n",
+       "13       mainz   FotMob         0.499307          0.237171          0.263523   \n",
+       "14   paderborn   FotMob         0.090376          0.131798          0.777826   \n",
+       "15     schalke   FotMob         0.326661          0.278623          0.394716   \n",
+       "16   stuttgart   FotMob         0.371437          0.225515          0.403048   \n",
+       "17       union   FotMob         0.394716          0.278623          0.326661   \n",
        "\n",
        "    expected_match_points  \n",
-       "0                1.021307  \n",
-       "1                2.608696  \n",
-       "2                0.899133  \n",
-       "3                1.516957  \n",
-       "4                0.991992  \n",
-       "5                1.728439  \n",
-       "6                1.705678  \n",
-       "7                1.764811  \n",
-       "8                1.336181  \n",
-       "9                1.232995  \n",
-       "10               0.660202  \n",
-       "11               1.863672  \n",
-       "12               2.211650  \n",
-       "13               1.400556  \n",
-       "14               1.031190  \n",
-       "15               0.290970  \n",
-       "16               2.156408  \n",
-       "17               0.606214  "
+       "0                0.920617  \n",
+       "1                2.555822  \n",
+       "2                1.112198  \n",
+       "3                2.465276  \n",
+       "4                0.332056  \n",
+       "5                1.027739  \n",
+       "6                1.941970  \n",
+       "7                0.837806  \n",
+       "8                0.606214  \n",
+       "9                1.434660  \n",
+       "10               1.638125  \n",
+       "11               2.211650  \n",
+       "12               1.853363  \n",
+       "13               1.735090  \n",
+       "14               0.402926  \n",
+       "15               1.258607  \n",
+       "16               1.339825  \n",
+       "17               1.462770  "
       ]
      },
      "metadata": {},
@@ -4628,85 +5346,85 @@
        "      Sven Ulreich\n",
        "      bayern\n",
        "      missing_rating\n",
-       "      not_evaluated_missing_rating\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
        "      0.00\n",
-       "      2.608696\n",
+       "      2.555822\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
        "      4\n",
        "      Serge Gnabry\n",
        "      bayern\n",
        "      missing_rating\n",
-       "      not_evaluated_missing_rating\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
        "      0.00\n",
-       "      2.608696\n",
+       "      2.555822\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      9\n",
-       "      Jamal Musiala\n",
+       "      10\n",
+       "      Jonas Urbig\n",
        "      bayern\n",
-       "      exact\n",
-       "      ligainsider:missing; kicker:missing; rotowire:...\n",
-       "      7.10\n",
-       "      2.608696\n",
-       "      0.000000\n",
+       "      missing_rating\n",
+       "      ligainsider:exact; kickbase:missing; kicker:mi...\n",
+       "      0.00\n",
+       "      2.555822\n",
+       "      0.310345\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
-       "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      0.124138\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      10\n",
-       "      Jonas Urbig\n",
+       "      11\n",
+       "      Hiroki Ito\n",
        "      bayern\n",
        "      exact\n",
-       "      ligainsider:missing; kicker:missing; rotowire:...\n",
-       "      6.30\n",
-       "      2.608696\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
+       "      6.60\n",
+       "      2.555822\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      12\n",
-       "      Tom Bischof\n",
+       "      20\n",
+       "      Bara Sapoko Ndiaye\n",
        "      bayern\n",
-       "      exact\n",
-       "      ligainsider:missing; kicker:missing; rotowire:...\n",
-       "      6.90\n",
-       "      2.608696\n",
+       "      missing_rating\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
+       "      0.00\n",
+       "      2.555822\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
        "      ...\n",
@@ -4727,174 +5445,174 @@
        "    \n",
        "    \n",
        "      453\n",
-       "      Éric Dina Ebimbe\n",
+       "      Adrian Gantenbein\n",
        "      schalke\n",
-       "      override\n",
-       "      ligainsider:override; kicker:exact; rotowire:m...\n",
-       "      6.20\n",
-       "      0.290970\n",
-       "      0.310345\n",
+       "      missing_rating\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
+       "      0.00\n",
+       "      1.258607\n",
+       "      0.000000\n",
+       "      0.0\n",
        "      0.0\n",
-       "      1.0\n",
        "      0.0\n",
        "      0.0\n",
-       "      0.463054\n",
-       "      9.4739\n",
-       "      7.914079\n",
+       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      456\n",
-       "      Maximilian Wöber\n",
+       "      454\n",
+       "      Vitalie Becker\n",
        "      schalke\n",
        "      exact\n",
-       "      ligainsider:missing; kicker:missing; rotowire:...\n",
-       "      5.85\n",
-       "      0.290970\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
+       "      6.86\n",
+       "      1.258607\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      459\n",
-       "      Adrian Gantenbein\n",
+       "      455\n",
+       "      Mert Can Ayhan\n",
        "      schalke\n",
-       "      missing_rating\n",
-       "      not_evaluated_missing_rating\n",
-       "      0.00\n",
-       "      0.290970\n",
+       "      exact\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
+       "      6.30\n",
+       "      1.258607\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      463\n",
+       "      457\n",
        "      Luca Vozar\n",
        "      schalke\n",
-       "      missing_rating\n",
-       "      not_evaluated_missing_rating\n",
-       "      0.00\n",
-       "      0.290970\n",
+       "      exact\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
+       "      6.57\n",
+       "      1.258607\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "    \n",
-       "      465\n",
+       "      459\n",
        "      Johannes Simon Siebeking\n",
        "      schalke\n",
        "      missing_rating\n",
-       "      not_evaluated_missing_rating\n",
+       "      ligainsider:missing; kickbase:missing; kicker:...\n",
        "      0.00\n",
-       "      0.290970\n",
+       "      1.258607\n",
        "      0.000000\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.0\n",
        "      0.000000\n",
-       "      9.4739\n",
-       "      0.000000\n",
+       "      10.0062\n",
+       "      0.0\n",
        "    \n",
        "  \n",
        "\n",
-       "
246 rows × 14 columns
\n",
+       "
229 rows × 14 columns
\n",
        ""
       ],
       "text/plain": [
        "                         name     team   rating_status  \\\n",
        "2                Sven Ulreich   bayern  missing_rating   \n",
        "4                Serge Gnabry   bayern  missing_rating   \n",
-       "9               Jamal Musiala   bayern           exact   \n",
-       "10                Jonas Urbig   bayern           exact   \n",
-       "12                Tom Bischof   bayern           exact   \n",
+       "10                Jonas Urbig   bayern  missing_rating   \n",
+       "11                 Hiroki Ito   bayern           exact   \n",
+       "20         Bara Sapoko Ndiaye   bayern  missing_rating   \n",
        "..                        ...      ...             ...   \n",
-       "453          Éric Dina Ebimbe  schalke        override   \n",
-       "456          Maximilian Wöber  schalke           exact   \n",
-       "459         Adrian Gantenbein  schalke  missing_rating   \n",
-       "463                Luca Vozar  schalke  missing_rating   \n",
-       "465  Johannes Simon Siebeking  schalke  missing_rating   \n",
+       "453         Adrian Gantenbein  schalke  missing_rating   \n",
+       "454            Vitalie Becker  schalke           exact   \n",
+       "455            Mert Can Ayhan  schalke           exact   \n",
+       "457                Luca Vozar  schalke           exact   \n",
+       "459  Johannes Simon Siebeking  schalke  missing_rating   \n",
        "\n",
        "                                         lineup_status  rating  \\\n",
-       "2                         not_evaluated_missing_rating    0.00   \n",
-       "4                         not_evaluated_missing_rating    0.00   \n",
-       "9    ligainsider:missing; kicker:missing; rotowire:...    7.10   \n",
-       "10   ligainsider:missing; kicker:missing; rotowire:...    6.30   \n",
-       "12   ligainsider:missing; kicker:missing; rotowire:...    6.90   \n",
+       "2    ligainsider:missing; kickbase:missing; kicker:...    0.00   \n",
+       "4    ligainsider:missing; kickbase:missing; kicker:...    0.00   \n",
+       "10   ligainsider:exact; kickbase:missing; kicker:mi...    0.00   \n",
+       "11   ligainsider:missing; kickbase:missing; kicker:...    6.60   \n",
+       "20   ligainsider:missing; kickbase:missing; kicker:...    0.00   \n",
        "..                                                 ...     ...   \n",
-       "453  ligainsider:override; kicker:exact; rotowire:m...    6.20   \n",
-       "456  ligainsider:missing; kicker:missing; rotowire:...    5.85   \n",
-       "459                       not_evaluated_missing_rating    0.00   \n",
-       "463                       not_evaluated_missing_rating    0.00   \n",
-       "465                       not_evaluated_missing_rating    0.00   \n",
+       "453  ligainsider:missing; kickbase:missing; kicker:...    0.00   \n",
+       "454  ligainsider:missing; kickbase:missing; kicker:...    6.86   \n",
+       "455  ligainsider:missing; kickbase:missing; kicker:...    6.30   \n",
+       "457  ligainsider:missing; kickbase:missing; kicker:...    6.57   \n",
+       "459  ligainsider:missing; kickbase:missing; kicker:...    0.00   \n",
        "\n",
        "     expected_match_points  ligainsider_starting_chance  \\\n",
-       "2                 2.608696                     0.000000   \n",
-       "4                 2.608696                     0.000000   \n",
-       "9                 2.608696                     0.000000   \n",
-       "10                2.608696                     0.000000   \n",
-       "12                2.608696                     0.000000   \n",
+       "2                 2.555822                     0.000000   \n",
+       "4                 2.555822                     0.000000   \n",
+       "10                2.555822                     0.310345   \n",
+       "11                2.555822                     0.000000   \n",
+       "20                2.555822                     0.000000   \n",
        "..                     ...                          ...   \n",
-       "453               0.290970                     0.310345   \n",
-       "456               0.290970                     0.000000   \n",
-       "459               0.290970                     0.000000   \n",
-       "463               0.290970                     0.000000   \n",
-       "465               0.290970                     0.000000   \n",
+       "453               1.258607                     0.000000   \n",
+       "454               1.258607                     0.000000   \n",
+       "455               1.258607                     0.000000   \n",
+       "457               1.258607                     0.000000   \n",
+       "459               1.258607                     0.000000   \n",
        "\n",
        "     kickbase_starting_chance  kicker_starting_chance  \\\n",
        "2                         0.0                     0.0   \n",
        "4                         0.0                     0.0   \n",
-       "9                         0.0                     0.0   \n",
        "10                        0.0                     0.0   \n",
-       "12                        0.0                     0.0   \n",
+       "11                        0.0                     0.0   \n",
+       "20                        0.0                     0.0   \n",
        "..                        ...                     ...   \n",
-       "453                       0.0                     1.0   \n",
-       "456                       0.0                     0.0   \n",
+       "453                       0.0                     0.0   \n",
+       "454                       0.0                     0.0   \n",
+       "455                       0.0                     0.0   \n",
+       "457                       0.0                     0.0   \n",
        "459                       0.0                     0.0   \n",
-       "463                       0.0                     0.0   \n",
-       "465                       0.0                     0.0   \n",
        "\n",
        "     rotowire_starting_chance  questionable_injury_penalty  starting_chance  \\\n",
        "2                         0.0                          0.0         0.000000   \n",
        "4                         0.0                          0.0         0.000000   \n",
-       "9                         0.0                          0.0         0.000000   \n",
-       "10                        0.0                          0.0         0.000000   \n",
-       "12                        0.0                          0.0         0.000000   \n",
+       "10                        0.0                          0.0         0.124138   \n",
+       "11                        0.0                          0.0         0.000000   \n",
+       "20                        0.0                          0.0         0.000000   \n",
        "..                        ...                          ...              ...   \n",
-       "453                       0.0                          0.0         0.463054   \n",
-       "456                       0.0                          0.0         0.000000   \n",
+       "453                       0.0                          0.0         0.000000   \n",
+       "454                       0.0                          0.0         0.000000   \n",
+       "455                       0.0                          0.0         0.000000   \n",
+       "457                       0.0                          0.0         0.000000   \n",
        "459                       0.0                          0.0         0.000000   \n",
-       "463                       0.0                          0.0         0.000000   \n",
-       "465                       0.0                          0.0         0.000000   \n",
        "\n",
-       "     score_multiplier     score  \n",
-       "2              9.4739  0.000000  \n",
-       "4              9.4739  0.000000  \n",
-       "9              9.4739  0.000000  \n",
-       "10             9.4739  0.000000  \n",
-       "12             9.4739  0.000000  \n",
-       "..                ...       ...  \n",
-       "453            9.4739  7.914079  \n",
-       "456            9.4739  0.000000  \n",
-       "459            9.4739  0.000000  \n",
-       "463            9.4739  0.000000  \n",
-       "465            9.4739  0.000000  \n",
+       "     score_multiplier  score  \n",
+       "2             10.0062    0.0  \n",
+       "4             10.0062    0.0  \n",
+       "10            10.0062    0.0  \n",
+       "11            10.0062    0.0  \n",
+       "20            10.0062    0.0  \n",
+       "..                ...    ...  \n",
+       "453           10.0062    0.0  \n",
+       "454           10.0062    0.0  \n",
+       "455           10.0062    0.0  \n",
+       "457           10.0062    0.0  \n",
+       "459           10.0062    0.0  \n",
        "\n",
-       "[246 rows x 14 columns]"
+       "[229 rows x 14 columns]"
       ]
      },
      "metadata": {},
@@ -4912,8 +5630,8 @@
     "# Relative trust weights for active lineup sources; use 0 to disable one.\n",
     "LINEUP_SOURCE_WEIGHTS = {'ligainsider': 4.0, 'kickbase': 3.0, 'kicker': 2.0, 'rotowire': 1.0}\n",
     "# You will confirm whether each source is current for the selected matchday.\n",
-    "# Exploratory one-matchday fitted scale for rating × odds × lineup score.\n",
-    "SCORE_MULTIPLIER = 9.4739\n",
+    "# Average of the previous multiplier and the new fitted scale.\n",
+    "SCORE_MULTIPLIER = (9.4739 + 10.5385) / 2  # 10.0062\n",
     "\n",
     "def locate_project_root() -> Path:\n",
     "    starts = [Path.cwd().resolve()]\n",
diff --git a/notebooks/07_squad_optimisation/manually_create_lineup.ipynb b/notebooks/07_squad_optimisation/manually_create_lineup.ipynb
index 67049a7..9e483cd 100644
--- a/notebooks/07_squad_optimisation/manually_create_lineup.ipynb
+++ b/notebooks/07_squad_optimisation/manually_create_lineup.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 15,
    "id": "4f023203",
    "metadata": {},
    "outputs": [],
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 16,
    "id": "b0bc8ea7",
    "metadata": {},
    "outputs": [
@@ -91,26 +91,26 @@
      "output_type": "stream",
      "text": [
       "Selected expected-points input:\n",
-      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260828_120706_+0200_sofascore_overall_rating_odds_lineup_20260828_131151_+0200.csv\n",
+      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
       "  Method: sofascore_overall_rating_odds_lineup\n",
-      "  Metric creation: 20260828_131151_+0200\n"
+      "  Metric creation: 20260911_101239_+0200\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Enter the matchday to optimise the squad for:  1\n"
+      "Enter the matchday to optimise the squad for:  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_1.json)\n",
+      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json)\n",
       "Club mapping mode: embedded Kickbase team-ID bridge\n",
       "\n",
-      "Validated player pool: 467 players\n",
+      "Validated player pool: 461 players\n",
       "Market-value unit: euros; validation uses euros.\n"
      ]
     },
@@ -145,75 +145,75 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      16434087\n",
-       "      FC Bayern München\n",
-       "      FC Bayern München (2)\n",
-       "      VfB Stuttgart\n",
-       "      VfB Stuttgart (9)\n",
+       "      16434045\n",
+       "      1. FC Union Berlin\n",
+       "      1. FC Union Berlin (40)\n",
+       "      FC Schalke 04\n",
+       "      FC Schalke 04 (8)\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      16434022\n",
-       "      1. FC Köln\n",
-       "      1. FC Köln (28)\n",
-       "      TSG Hoffenheim\n",
-       "      TSG Hoffenheim (14)\n",
-       "    \n",
-       "    \n",
-       "      2\n",
-       "      16434026\n",
-       "      1. FC Union Berlin\n",
-       "      1. FC Union Berlin (40)\n",
+       "      16434018\n",
+       "      1. FSV Mainz 05\n",
+       "      1. FSV Mainz 05 (18)\n",
        "      Eintracht Frankfurt\n",
        "      Eintracht Frankfurt (4)\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      16434044\n",
-       "      1. FSV Mainz 05\n",
-       "      1. FSV Mainz 05 (18)\n",
+       "      2\n",
+       "      16434037\n",
+       "      Borussia Dortmund\n",
+       "      Borussia Dortmund (3)\n",
        "      SC Paderborn 07\n",
        "      SC Paderborn 07 (29)\n",
        "    \n",
        "    \n",
+       "      3\n",
+       "      16434031\n",
+       "      FC Augsburg\n",
+       "      FC Augsburg (13)\n",
+       "      Bayer 04 Leverkusen\n",
+       "      Bayer 04 Leverkusen (7)\n",
+       "    \n",
+       "    \n",
        "      4\n",
-       "      16434023\n",
-       "      RB Leipzig\n",
-       "      RB Leipzig (43)\n",
+       "      16434040\n",
+       "      SC Freiburg\n",
+       "      SC Freiburg (5)\n",
        "      Borussia M'gladbach\n",
        "      Borussia Mönchengladbach (15)\n",
        "    \n",
        "    \n",
        "      5\n",
-       "      16434020\n",
-       "      SV 07 Elversberg\n",
-       "      SV 07 Elversberg (77)\n",
-       "      Bayer 04 Leverkusen\n",
-       "      Bayer 04 Leverkusen (7)\n",
+       "      16434035\n",
+       "      TSG Hoffenheim\n",
+       "      TSG Hoffenheim (14)\n",
+       "      VfB Stuttgart\n",
+       "      VfB Stuttgart (9)\n",
        "    \n",
        "    \n",
        "      6\n",
-       "      16434025\n",
-       "      Borussia Dortmund\n",
-       "      Borussia Dortmund (3)\n",
-       "      Hamburger SV\n",
-       "      Hamburger SV (6)\n",
+       "      16434027\n",
+       "      1. FC Köln\n",
+       "      1. FC Köln (28)\n",
+       "      SV Werder Bremen\n",
+       "      SV Werder Bremen (10)\n",
        "    \n",
        "    \n",
        "      7\n",
-       "      16434029\n",
-       "      SC Freiburg\n",
-       "      SC Freiburg (5)\n",
-       "      SV Werder Bremen\n",
-       "      SV Werder Bremen (10)\n",
+       "      16434043\n",
+       "      RB Leipzig\n",
+       "      RB Leipzig (43)\n",
+       "      Hamburger SV\n",
+       "      Hamburger SV (6)\n",
        "    \n",
        "    \n",
        "      8\n",
-       "      16434039\n",
-       "      FC Augsburg\n",
-       "      FC Augsburg (13)\n",
-       "      FC Schalke 04\n",
-       "      FC Schalke 04 (8)\n",
+       "      16434041\n",
+       "      SV 07 Elversberg\n",
+       "      SV 07 Elversberg (77)\n",
+       "      FC Bayern München\n",
+       "      FC Bayern München (2)\n",
        "    \n",
        "  \n",
        "\n",
@@ -221,26 +221,26 @@
       ],
       "text/plain": [
        "   Match ID      JSON Home Team            CSV Home Club       JSON Away Team  \\\n",
-       "0  16434087   FC Bayern München    FC Bayern München (2)        VfB Stuttgart   \n",
-       "1  16434022          1. FC Köln          1. FC Köln (28)       TSG Hoffenheim   \n",
-       "2  16434026  1. FC Union Berlin  1. FC Union Berlin (40)  Eintracht Frankfurt   \n",
-       "3  16434044     1. FSV Mainz 05     1. FSV Mainz 05 (18)      SC Paderborn 07   \n",
-       "4  16434023          RB Leipzig          RB Leipzig (43)  Borussia M'gladbach   \n",
-       "5  16434020    SV 07 Elversberg    SV 07 Elversberg (77)  Bayer 04 Leverkusen   \n",
-       "6  16434025   Borussia Dortmund    Borussia Dortmund (3)         Hamburger SV   \n",
-       "7  16434029         SC Freiburg          SC Freiburg (5)     SV Werder Bremen   \n",
-       "8  16434039         FC Augsburg         FC Augsburg (13)        FC Schalke 04   \n",
+       "0  16434045  1. FC Union Berlin  1. FC Union Berlin (40)        FC Schalke 04   \n",
+       "1  16434018     1. FSV Mainz 05     1. FSV Mainz 05 (18)  Eintracht Frankfurt   \n",
+       "2  16434037   Borussia Dortmund    Borussia Dortmund (3)      SC Paderborn 07   \n",
+       "3  16434031         FC Augsburg         FC Augsburg (13)  Bayer 04 Leverkusen   \n",
+       "4  16434040         SC Freiburg          SC Freiburg (5)  Borussia M'gladbach   \n",
+       "5  16434035      TSG Hoffenheim      TSG Hoffenheim (14)        VfB Stuttgart   \n",
+       "6  16434027          1. FC Köln          1. FC Köln (28)     SV Werder Bremen   \n",
+       "7  16434043          RB Leipzig          RB Leipzig (43)         Hamburger SV   \n",
+       "8  16434041    SV 07 Elversberg    SV 07 Elversberg (77)    FC Bayern München   \n",
        "\n",
        "                   CSV Away Club  \n",
-       "0              VfB Stuttgart (9)  \n",
-       "1            TSG Hoffenheim (14)  \n",
-       "2        Eintracht Frankfurt (4)  \n",
-       "3           SC Paderborn 07 (29)  \n",
+       "0              FC Schalke 04 (8)  \n",
+       "1        Eintracht Frankfurt (4)  \n",
+       "2           SC Paderborn 07 (29)  \n",
+       "3        Bayer 04 Leverkusen (7)  \n",
        "4  Borussia Mönchengladbach (15)  \n",
-       "5        Bayer 04 Leverkusen (7)  \n",
-       "6               Hamburger SV (6)  \n",
-       "7          SV Werder Bremen (10)  \n",
-       "8              FC Schalke 04 (8)  "
+       "5              VfB Stuttgart (9)  \n",
+       "6          SV Werder Bremen (10)  \n",
+       "7               Hamburger SV (6)  \n",
+       "8          FC Bayern München (2)  "
       ]
      },
      "metadata": {},
@@ -272,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 17,
    "id": "3aca3288",
    "metadata": {},
    "outputs": [
@@ -291,16 +291,16 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Arena number or name:  2\n",
-      "Formation (4-4-2, 4-2-4, 3-4-3, 4-3-3, 5-3-2, 3-5-2, 5-4-1, 4-5-1, 3-6-1, 5-2-3):  3-4-3\n"
+      "Arena number or name:  3\n",
+      "Formation (4-4-2, 4-2-4, 3-4-3, 4-3-3, 5-3-2, 3-5-2, 5-4-1, 4-5-1, 3-6-1, 5-2-3):  4-2-4\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using KickbaseKIS Arena: €150,000,000 budget, max 2 players per club.\n",
-      "Formation: 3-4-3\n"
+      "Using All Limits Arena: €150,000,000 budget, max 1 players per club.\n",
+      "Formation: 4-2-4\n"
      ]
     }
    ],
@@ -321,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "id": "ec60cb1b",
    "metadata": {},
    "outputs": [
@@ -329,14 +329,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "GK 1 of 1:  manuel neuer\n"
+      "GK 1 of 1:  finn dahmen\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Manuel Neuer.\n",
+      "Added Finn Dahmen.\n",
       "\n"
      ]
     },
@@ -344,14 +344,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "DEF 1 of 3:  nathaniel brown\n"
+      "DEF 1 of 4:  josip stanisic\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Nathaniel Brown.\n",
+      "Added Josip Stanišić.\n",
       "\n"
      ]
     },
@@ -359,14 +359,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "DEF 2 of 3:  dominik kohr\n"
+      "DEF 2 of 4:  facundo medina\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Dominik Kohr.\n",
+      "Added Facundo Medina.\n",
       "\n"
      ]
     },
@@ -374,14 +374,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "DEF 3 of 3:  daniel svensson\n"
+      "DEF 3 of 4:  josha vagnoman\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Daniel Svensson.\n",
+      "Added Josha Vagnoman.\n",
       "\n"
      ]
     },
@@ -389,29 +389,29 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "MID 1 of 4:  konstantinos karetsas\n"
+      "DEF 4 of 4:  mats rotas\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Konstantinos Karetsas.\n",
-      "\n"
+      "Fuzzy player candidates:\n",
+      "  1. Mats Rots (ID 15193; DEF; TSG Hoffenheim; value €8,370,423; score 97.330248)\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "MID 2 of 4:  ezechiel banzuzi\n"
+      "Choose a candidate number, or press Enter to try another name:  1\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Ezechiel Banzuzi.\n",
+      "Added Mats Rots.\n",
       "\n"
      ]
     },
@@ -419,14 +419,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "MID 3 of 4:  ezequiel fernandez\n"
+      "MID 1 of 2:  marco grüll\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Ezequiél Fernández.\n",
+      "Added Marco Grüll.\n",
       "\n"
      ]
     },
@@ -434,29 +434,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "MID 4 of 4:  yannick engelhardt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Fuzzy player candidates:\n",
-      "  1. Yannik Engelhardt (ID 3209; MID; SC Freiburg; value €10,994,415; score 12.332056)\n"
-     ]
-    },
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Choose a candidate number, or press Enter to try another name:  1\n"
+      "MID 2 of 2:  satoshi tanaka\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Yannik Engelhardt.\n",
+      "Added Satoshi Tanaka.\n",
       "\n"
      ]
     },
@@ -464,14 +449,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "FOR 1 of 3:  phillip tietz\n"
+      "FOR 1 of 4:  serhou guirassy\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Phillip Tietz.\n",
+      "Added Serhou Guirassy.\n",
       "\n"
      ]
     },
@@ -479,14 +464,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "FOR 2 of 3:  anton kade\n"
+      "FOR 2 of 4:  igor matanovic\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Anton Kade.\n",
+      "Added Igor Matanović.\n",
       "\n"
      ]
     },
@@ -494,30 +479,29 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "FOR 3 of 3:  ljubicic\n"
+      "FOR 3 of 4:  phillip tietz\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Fuzzy player candidates:\n",
-      "  1. Dejan Ljubičić (ID 3029; MID; FC Schalke 04; value €5,121,581; score 8.290742)\n",
-      "  2. Marin Ljubicic (ID 10106; FOR; 1. FC Union Berlin; value €3,781,360; score 10.06467)\n"
+      "Added Phillip Tietz.\n",
+      "\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Choose a candidate number, or press Enter to try another name:  2\n"
+      "FOR 4 of 4:  thijs dallinga\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Added Marin Ljubicic.\n",
+      "Added Thijs Dallinga.\n",
       "\n"
      ]
     },
@@ -525,14 +509,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Captain name:  phillip tietz\n"
+      "Captain name:  serhou guirassy\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Captain: Phillip Tietz\n"
+      "Captain: Serhou Guirassy\n"
      ]
     }
    ],
@@ -552,7 +536,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 19,
    "id": "6354eb1d",
    "metadata": {},
    "outputs": [
@@ -560,7 +544,7 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "The squad costs €156,101,261; the KickbaseKIS Arena budget is €150,000,000; it exceeds the budget by €6,101,261. Does this squad work in your actual game? [y/n]:  y\n"
+      "The squad costs €156,311,199; the All Limits Arena budget is €150,000,000; it exceeds the budget by €6,311,199. Does this squad work in your actual game? [y/n]:  y\n"
      ]
     }
    ],
@@ -599,7 +583,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 20,
    "id": "4afcc062",
    "metadata": {},
    "outputs": [
@@ -608,19 +592,19 @@
      "output_type": "stream",
      "text": [
       "=== Manual lineup summary ===\n",
-      "Arena: KickbaseKIS Arena\n",
-      "Formation: 3-4-3\n",
-      "Matchday: 1\n",
-      "Captain: Phillip Tietz\n",
-      "Total squad cost: €156,101,261\n",
-      "Total expected points (captain doubled): 187.946475\n",
+      "Arena: All Limits Arena\n",
+      "Formation: 4-2-4\n",
+      "Matchday: 3\n",
+      "Captain: Serhou Guirassy\n",
+      "Total squad cost: €156,311,199\n",
+      "Total expected points (captain doubled): 1462.424943\n",
       "Budget override used: Yes\n",
       "\n",
       "Validation checks:\n",
-      "  [PASS] Formation and squad size: actual={'MID': 4, 'DEF': 3, 'FOR': 3, 'GK': 1}; expected={'GK': 1, 'DEF': 3, 'MID': 4, 'FOR': 3}; players=11/11\n",
+      "  [PASS] Formation and squad size: actual={'DEF': 4, 'FOR': 4, 'MID': 2, 'GK': 1}; expected={'GK': 1, 'DEF': 4, 'MID': 2, 'FOR': 4}; players=11/11\n",
       "  [PASS] Unique players: all player IDs are unique\n",
-      "  [PASS] Captain: Phillip Tietz\n",
-      "  [PASS] Budget: €156,101,261 / €150,000,000 (exceeds by €6,101,261) (manual override)\n",
+      "  [PASS] Captain: Serhou Guirassy\n",
+      "  [PASS] Budget: €156,311,199 / €150,000,000 (exceeds by €6,311,199) (manual override)\n",
       "  [PASS] Players per club: within limit\n",
       "  [PASS] Players per match: within limit\n",
       "\n",
@@ -660,112 +644,112 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      Manuel Neuer\n",
-       "      237\n",
+       "      Finn Dahmen\n",
+       "      2195\n",
        "      GK\n",
-       "      FC Bayern München\n",
-       "      €13,834,281\n",
-       "      17.337509\n",
+       "      FC Augsburg\n",
+       "      €16,755,976\n",
+       "      80.051255\n",
        "      \n",
        "    \n",
        "    \n",
        "      1\n",
-       "      Nathaniel Brown\n",
-       "      3543\n",
+       "      Josip Stanišić\n",
+       "      2300\n",
        "      DEF\n",
        "      FC Bayern München\n",
-       "      €29,743,318\n",
-       "      18.163105\n",
+       "      €16,727,483\n",
+       "      160.727699\n",
        "      \n",
        "    \n",
        "    \n",
        "      2\n",
-       "      Dominik Kohr\n",
-       "      60\n",
+       "      Facundo Medina\n",
+       "      14241\n",
        "      DEF\n",
-       "      1. FSV Mainz 05\n",
-       "      €10,704,535\n",
-       "      17.426471\n",
+       "      Bayer 04 Leverkusen\n",
+       "      €10,472,103\n",
+       "      134.262019\n",
        "      \n",
        "    \n",
        "    \n",
        "      3\n",
-       "      Daniel Svensson\n",
-       "      10115\n",
+       "      Josha Vagnoman\n",
+       "      2199\n",
        "      DEF\n",
-       "      Borussia Dortmund\n",
-       "      €16,660,366\n",
-       "      16.37297\n",
+       "      VfB Stuttgart\n",
+       "      €10,561,924\n",
+       "      98.135997\n",
        "      \n",
        "    \n",
        "    \n",
        "      4\n",
-       "      Konstantinos Karetsas\n",
-       "      16378\n",
-       "      MID\n",
-       "      Borussia Dortmund\n",
-       "      €24,832,097\n",
-       "      17.126834\n",
+       "      Mats Rots\n",
+       "      15193\n",
+       "      DEF\n",
+       "      TSG Hoffenheim\n",
+       "      €8,370,423\n",
+       "      97.330248\n",
        "      \n",
        "    \n",
        "    \n",
        "      5\n",
-       "      Ezechiel Banzuzi\n",
-       "      11008\n",
+       "      Marco Grüll\n",
+       "      7721\n",
        "      MID\n",
-       "      RB Leipzig\n",
-       "      €9,386,597\n",
-       "      14.950069\n",
+       "      SV Werder Bremen\n",
+       "      €8,421,609\n",
+       "      89.14228\n",
        "      \n",
        "    \n",
        "    \n",
        "      6\n",
-       "      Ezequiél Fernández\n",
-       "      11956\n",
+       "      Satoshi Tanaka\n",
+       "      12297\n",
        "      MID\n",
-       "      Bayer 04 Leverkusen\n",
-       "      €8,945,101\n",
-       "      13.470008\n",
+       "      FC Schalke 04\n",
+       "      €7,025,555\n",
+       "      88.534922\n",
        "      \n",
        "    \n",
        "    \n",
        "      7\n",
-       "      Yannik Engelhardt\n",
-       "      3209\n",
-       "      MID\n",
-       "      SC Freiburg\n",
-       "      €10,994,415\n",
-       "      12.332056\n",
-       "      \n",
+       "      Serhou Guirassy\n",
+       "      1920\n",
+       "      FOR\n",
+       "      Borussia Dortmund\n",
+       "      €31,162,478\n",
+       "      195.617566\n",
+       "      Yes\n",
        "    \n",
        "    \n",
        "      8\n",
-       "      Phillip Tietz\n",
-       "      2030\n",
+       "      Igor Matanović\n",
+       "      3304\n",
        "      FOR\n",
-       "      1. FSV Mainz 05\n",
-       "      €14,220,732\n",
-       "      19.802807\n",
-       "      Yes\n",
+       "      SC Freiburg\n",
+       "      €22,245,370\n",
+       "      162.25504\n",
+       "      \n",
        "    \n",
        "    \n",
        "      9\n",
-       "      Anton Kade\n",
-       "      3183\n",
+       "      Phillip Tietz\n",
+       "      2030\n",
        "      FOR\n",
-       "      FC Augsburg\n",
-       "      €12,998,459\n",
-       "      11.097169\n",
+       "      1. FSV Mainz 05\n",
+       "      €15,871,451\n",
+       "      145.14347\n",
        "      \n",
        "    \n",
        "    \n",
        "      10\n",
-       "      Marin Ljubicic\n",
-       "      10106\n",
+       "      Thijs Dallinga\n",
+       "      16945\n",
        "      FOR\n",
-       "      1. FC Union Berlin\n",
-       "      €3,781,360\n",
-       "      10.06467\n",
+       "      1. FC Köln\n",
+       "      €8,696,827\n",
+       "      15.606881\n",
        "      \n",
        "    \n",
        "  \n",
@@ -773,31 +757,31 @@
        ""
       ],
       "text/plain": [
-       "                   Player     ID Position                 Club        Price  \\\n",
-       "0            Manuel Neuer    237       GK    FC Bayern München  €13,834,281   \n",
-       "1         Nathaniel Brown   3543      DEF    FC Bayern München  €29,743,318   \n",
-       "2            Dominik Kohr     60      DEF      1. FSV Mainz 05  €10,704,535   \n",
-       "3         Daniel Svensson  10115      DEF    Borussia Dortmund  €16,660,366   \n",
-       "4   Konstantinos Karetsas  16378      MID    Borussia Dortmund  €24,832,097   \n",
-       "5        Ezechiel Banzuzi  11008      MID           RB Leipzig   €9,386,597   \n",
-       "6      Ezequiél Fernández  11956      MID  Bayer 04 Leverkusen   €8,945,101   \n",
-       "7       Yannik Engelhardt   3209      MID          SC Freiburg  €10,994,415   \n",
-       "8           Phillip Tietz   2030      FOR      1. FSV Mainz 05  €14,220,732   \n",
-       "9              Anton Kade   3183      FOR          FC Augsburg  €12,998,459   \n",
-       "10         Marin Ljubicic  10106      FOR   1. FC Union Berlin   €3,781,360   \n",
+       "             Player     ID Position                 Club        Price  \\\n",
+       "0       Finn Dahmen   2195       GK          FC Augsburg  €16,755,976   \n",
+       "1    Josip Stanišić   2300      DEF    FC Bayern München  €16,727,483   \n",
+       "2    Facundo Medina  14241      DEF  Bayer 04 Leverkusen  €10,472,103   \n",
+       "3    Josha Vagnoman   2199      DEF        VfB Stuttgart  €10,561,924   \n",
+       "4         Mats Rots  15193      DEF       TSG Hoffenheim   €8,370,423   \n",
+       "5       Marco Grüll   7721      MID     SV Werder Bremen   €8,421,609   \n",
+       "6    Satoshi Tanaka  12297      MID        FC Schalke 04   €7,025,555   \n",
+       "7   Serhou Guirassy   1920      FOR    Borussia Dortmund  €31,162,478   \n",
+       "8    Igor Matanović   3304      FOR          SC Freiburg  €22,245,370   \n",
+       "9     Phillip Tietz   2030      FOR      1. FSV Mainz 05  €15,871,451   \n",
+       "10   Thijs Dallinga  16945      FOR           1. FC Köln   €8,696,827   \n",
        "\n",
        "   Expected points Captain  \n",
-       "0        17.337509          \n",
-       "1        18.163105          \n",
-       "2        17.426471          \n",
-       "3         16.37297          \n",
-       "4        17.126834          \n",
-       "5        14.950069          \n",
-       "6        13.470008          \n",
-       "7        12.332056          \n",
-       "8        19.802807     Yes  \n",
-       "9        11.097169          \n",
-       "10        10.06467          "
+       "0        80.051255          \n",
+       "1       160.727699          \n",
+       "2       134.262019          \n",
+       "3        98.135997          \n",
+       "4        97.330248          \n",
+       "5         89.14228          \n",
+       "6        88.534922          \n",
+       "7       195.617566     Yes  \n",
+       "8        162.25504          \n",
+       "9        145.14347          \n",
+       "10       15.606881          "
       ]
      },
      "metadata": {},
@@ -837,7 +821,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 21,
    "id": "fef08d7c",
    "metadata": {},
    "outputs": [
@@ -845,14 +829,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Select this lineup for KickbaseKIS Arena? [y/n]:  y\n"
+      "Select this lineup for All Limits Arena? [y/n]:  y\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Current selected lineup for KickbaseKIS Arena: expected points=187.381372, players=[Manuel Neuer, Nathaniel Brown, Dominik Kohr, Daniel Svensson, Konstantinos Karetsas, Ezechiel Banzuzi, Ezequiél Fernández, Yannik Engelhardt, Phillip Tietz, Tidiam Gomis, Marin Ljubicic]\n"
+      "Current selected lineup for All Limits Arena: expected points=1653.477313, players=[Fabian Bredlow, Jonathan Tah, Daniel Svensson, Ridle  Baku, Jordy Makengo, Facundo Medina, Tom Krauß, Marco Grüll, Phillip Tietz, Marin Ljubičić, Adam Daghim]\n"
      ]
     },
     {
@@ -866,7 +850,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Selected lineup saved to: C:\\kickbase project\\outputs\\selected_lineups\\kickbasekis-arena.json\n"
+      "Selected lineup saved to: C:\\kickbase project\\outputs\\selected_lineups\\all-limits-arena.json\n"
      ]
     }
    ],
diff --git a/notebooks/07_squad_optimisation/optimize_squad_all_limits_arena.ipynb b/notebooks/07_squad_optimisation/optimize_squad_all_limits_arena.ipynb
index 65d6027..4df0442 100644
--- a/notebooks/07_squad_optimisation/optimize_squad_all_limits_arena.ipynb
+++ b/notebooks/07_squad_optimisation/optimize_squad_all_limits_arena.ipynb
@@ -26,7 +26,10 @@
     "\n",
     "After solving, every constraint and the captain assignment are recalculated independently from the selected dataframe. Only a verified squad is sorted `GK → DEF → MID → FOR` (score descending within each group) and saved to `C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_{method}_{retrieval_timestamp}_{metric_creation_timestamp}_{squad_optimisation_timestamp}.csv`. The notebook output identifies the recommended captain; the export remains exactly the 11 selected rows with all—and only—the original score columns.\n",
     "\n",
-    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically."
+    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically.\n",
+    "## Budget-variance scenarios\n",
+    "\n",
+    "Every run calculates and displays independent squads at the configured budget, plus €2.5m, plus €5m, and plus €7.5m. The selection step lets you choose any one of the four squads as the canonical lineup.\n"
    ]
   },
   {
@@ -1360,17 +1363,21 @@
     "\n",
     "# Handle verified squad for reuse in the workflow.\n",
     "def export_verified_squad(\n",
-    "    squad_df: pd.DataFrame, metadata: ScoreMetadata\n",
+    "    squad_df: pd.DataFrame, metadata: ScoreMetadata, budget_eur: int\n",
     ") -> Path:\n",
     "    # Validate the input before continuing with later processing.\n",
     "    if len(squad_df) != SQUAD_SIZE:\n",
     "        raise RuntimeError(\n",
     "            f'Refusing to export {len(squad_df)} rows; exactly {SQUAD_SIZE} are required.'\n",
     "        )\n",
+    "    if budget_eur <= 0:\n",
+    "        raise ValueError(f'budget_eur must be positive; received {budget_eur}.')\n",
+    "    budget_label = str(Decimal(budget_eur) / Decimal(1_000_000)).replace('.', '_') + 'm'\n",
     "    optimization_timestamp = datetime.now().astimezone().strftime(TIMESTAMP_FORMAT)\n",
     "    output_name = (\n",
-    "        f'optimized_squad_{metadata.method}_{metadata.retrieval_timestamp}_'\n",
-    "        f'{metadata.metric_creation_timestamp}_{optimization_timestamp}.csv'\n",
+    "        f'optimized_squad_budget_{budget_label}_{metadata.method}_'\n",
+    "        f'{metadata.retrieval_timestamp}_{metadata.metric_creation_timestamp}_'\n",
+    "        f'{optimization_timestamp}.csv'\n",
     "    )\n",
     "    OPTIMIZED_SQUAD_DIR.mkdir(parents=True, exist_ok=True)\n",
     "    output_path = OPTIMIZED_SQUAD_DIR / output_name\n",
@@ -1406,40 +1413,43 @@
      "output_type": "stream",
      "text": [
       "Selected score input:\n",
-      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260903_134023_+0200_sofascore_overall_rating_odds_lineup_20260903_151219_+0200.csv\n",
-      "  Retrieval timestamp: 20260903_134023_+0200\n",
+      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "  Retrieval timestamp: 20260911_094008_+0200\n",
       "  Method: sofascore_overall_rating_odds_lineup\n",
-      "  Metric-creation timestamp: 20260903_151219_+0200\n"
+      "  Metric-creation timestamp: 20260911_101239_+0200\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Enter the matchday to optimise the squad for:  2\n"
+      "Enter the matchday to optimise the squad for:  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json)\n",
+      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json)\n",
       "Club mapping mode: embedded Kickbase team-ID bridge\n",
       "\n",
       "Match-to-club mapping diagnostics:\n",
-      " Match ID      JSON Home Team                 CSV Home Club     JSON Away Team           CSV Away Club\n",
-      " 16434036       VfB Stuttgart             VfB Stuttgart (9)         1. FC Köln         1. FC Köln (28)\n",
-      " 16434042 Bayer 04 Leverkusen       Bayer 04 Leverkusen (7) 1. FC Union Berlin 1. FC Union Berlin (40)\n",
-      " 16434028 Borussia M'gladbach Borussia Mönchengladbach (15)   SV 07 Elversberg   SV 07 Elversberg (77)\n",
-      " 16434024     SC Paderborn 07          SC Paderborn 07 (29)        SC Freiburg         SC Freiburg (5)\n",
-      " 16434101    SV Werder Bremen         SV Werder Bremen (10)         RB Leipzig         RB Leipzig (43)\n",
-      " 16434019      TSG Hoffenheim           TSG Hoffenheim (14)  Borussia Dortmund   Borussia Dortmund (3)\n",
-      " 16434032       FC Schalke 04             FC Schalke 04 (8)  FC Bayern München   FC Bayern München (2)\n",
-      " 16434030        Hamburger SV              Hamburger SV (6)    1. FSV Mainz 05    1. FSV Mainz 05 (18)\n",
-      " 16434021 Eintracht Frankfurt       Eintracht Frankfurt (4)        FC Augsburg        FC Augsburg (13)\n",
+      " Match ID     JSON Home Team           CSV Home Club      JSON Away Team                 CSV Away Club\n",
+      " 16434045 1. FC Union Berlin 1. FC Union Berlin (40)       FC Schalke 04             FC Schalke 04 (8)\n",
+      " 16434018    1. FSV Mainz 05    1. FSV Mainz 05 (18) Eintracht Frankfurt       Eintracht Frankfurt (4)\n",
+      " 16434037  Borussia Dortmund   Borussia Dortmund (3)     SC Paderborn 07          SC Paderborn 07 (29)\n",
+      " 16434031        FC Augsburg        FC Augsburg (13) Bayer 04 Leverkusen       Bayer 04 Leverkusen (7)\n",
+      " 16434040        SC Freiburg         SC Freiburg (5) Borussia M'gladbach Borussia Mönchengladbach (15)\n",
+      " 16434035     TSG Hoffenheim     TSG Hoffenheim (14)       VfB Stuttgart             VfB Stuttgart (9)\n",
+      " 16434027         1. FC Köln         1. FC Köln (28)    SV Werder Bremen         SV Werder Bremen (10)\n",
+      " 16434043         RB Leipzig         RB Leipzig (43)        Hamburger SV              Hamburger SV (6)\n",
+      " 16434041   SV 07 Elversberg   SV 07 Elversberg (77)   FC Bayern München         FC Bayern München (2)\n",
       "\n",
-      "Validated 471 player rows once before formation solving.\n",
+      "Validated 461 player rows once before formation solving.\n",
       "Detected market-value unit: euros; internal optimization unit: euros.\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget: €150,000,000\n",
       "Solving formation 4-4-2 ...\n",
       "  Status: Optimal\n",
       "Solving formation 4-2-4 ...\n",
@@ -1496,71 +1506,71 @@
        "      0\n",
        "      4-4-2\n",
        "      Optimal\n",
-       "      1555.22789\n",
-       "      €148,501,139\n",
+       "      1623.151055\n",
+       "      €149,892,410\n",
        "    \n",
        "    \n",
        "      1\n",
        "      4-2-4\n",
        "      Optimal\n",
-       "      1527.975651\n",
-       "      €148,880,639\n",
+       "      1629.090023\n",
+       "      €149,967,620\n",
        "    \n",
        "    \n",
        "      2\n",
        "      3-4-3\n",
        "      Optimal\n",
-       "      1558.581356\n",
-       "      €148,061,058\n",
+       "      1627.633019\n",
+       "      €149,194,538\n",
        "    \n",
        "    \n",
        "      3\n",
        "      4-3-3\n",
        "      Optimal\n",
-       "      1552.096699\n",
-       "      €149,318,493\n",
+       "      1631.017508\n",
+       "      €149,511,889\n",
        "    \n",
        "    \n",
        "      4\n",
        "      5-3-2\n",
        "      Optimal\n",
-       "      1545.8781\n",
-       "      €149,912,954\n",
+       "      1625.26196\n",
+       "      €149,613,094\n",
        "    \n",
        "    \n",
        "      5\n",
        "      3-5-2\n",
        "      Optimal\n",
-       "      1575.037857\n",
-       "      €149,381,363\n",
+       "      1616.95406\n",
+       "      €149,699,616\n",
        "    \n",
        "    \n",
        "      6\n",
        "      5-4-1\n",
        "      Optimal\n",
-       "      1556.269802\n",
-       "      €149,997,045\n",
+       "      1613.019762\n",
+       "      €148,619,260\n",
        "    \n",
        "    \n",
        "      7\n",
        "      4-5-1\n",
        "      Optimal\n",
-       "      1566.779248\n",
-       "      €149,106,148\n",
+       "      1610.242631\n",
+       "      €149,697,963\n",
        "    \n",
        "    \n",
        "      8\n",
        "      3-6-1\n",
        "      Optimal\n",
-       "      1572.579825\n",
-       "      €149,141,820\n",
+       "      1605.395064\n",
+       "      €149,926,260\n",
        "    \n",
        "    \n",
        "      9\n",
        "      5-2-3\n",
        "      Optimal\n",
-       "      1533.129375\n",
-       "      €149,418,548\n",
+       "      1630.620472\n",
+       "      €147,734,631\n",
        "    \n",
        "  \n",
        "\n",
@@ -1568,16 +1578,16 @@
       ],
       "text/plain": [
        "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
-       "0     4-4-2       Optimal                    1555.22789      €148,501,139\n",
-       "1     4-2-4       Optimal                   1527.975651      €148,880,639\n",
-       "2     3-4-3       Optimal                   1558.581356      €148,061,058\n",
-       "3     4-3-3       Optimal                   1552.096699      €149,318,493\n",
-       "4     5-3-2       Optimal                     1545.8781      €149,912,954\n",
-       "5     3-5-2       Optimal                   1575.037857      €149,381,363\n",
-       "6     5-4-1       Optimal                   1556.269802      €149,997,045\n",
-       "7     4-5-1       Optimal                   1566.779248      €149,106,148\n",
-       "8     3-6-1       Optimal                   1572.579825      €149,141,820\n",
-       "9     5-2-3       Optimal                   1533.129375      €149,418,548"
+       "0     4-4-2       Optimal                   1623.151055      €149,892,410\n",
+       "1     4-2-4       Optimal                   1629.090023      €149,967,620\n",
+       "2     3-4-3       Optimal                   1627.633019      €149,194,538\n",
+       "3     4-3-3       Optimal                   1631.017508      €149,511,889\n",
+       "4     5-3-2       Optimal                    1625.26196      €149,613,094\n",
+       "5     3-5-2       Optimal                    1616.95406      €149,699,616\n",
+       "6     5-4-1       Optimal                   1613.019762      €148,619,260\n",
+       "7     4-5-1       Optimal                   1610.242631      €149,697,963\n",
+       "8     3-6-1       Optimal                   1605.395064      €149,926,260\n",
+       "9     5-2-3       Optimal                   1630.620472      €147,734,631"
       ]
      },
      "metadata": {},
@@ -1589,218 +1599,1436 @@
      "text": [
       "Independent post-solve verification passed.\n",
       "\n",
-      "=== Input ===\n",
-      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260903_134023_+0200_sofascore_overall_rating_odds_lineup_20260903_151219_+0200.csv\n",
-      "Retrieval timestamp: 20260903_134023_+0200\n",
-      "Score method: sofascore_overall_rating_odds_lineup\n",
-      "Metric-creation timestamp: 20260903_151219_+0200\n",
-      "Requested matchday: 2\n",
-      "Match JSON source used: SofaScore\n",
-      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json\n",
-      "Detected/used market-value unit: euros -> integer euros\n",
-      "\n",
       "=== Optimization result ===\n",
-      "Chosen formation: 3-5-2\n",
+      "Chosen formation: 4-3-3\n",
       "Solver status: Optimal\n",
-      "Total score (captain doubled): 1575.037857\n",
-      "Recommended captain: Dayot Upamecano\n",
-      "Total squad value: €149,381,363\n",
-      "Remaining budget: €618,637\n",
+      "Total score (captain doubled): 1631.017508\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €149,511,889\n",
+      "Remaining budget: €488,111\n",
       "\n",
-      "=== Selected players ===\n",
-      "         Full Name Position                     Club In-Game Value      Score Captain\n",
-      "    Fabian Bredlow       GK            VfB Stuttgart    12111354.0 165.694822        \n",
-      "   Dayot Upamecano      DEF        FC Bayern München    33363852.0 193.479472     Yes\n",
-      "   Daniel Svensson      DEF        Borussia Dortmund    17842181.0 111.243911        \n",
-      "      Anthony Caci      DEF          1. FSV Mainz 05    12062085.0 105.486408        \n",
-      "Ezequiél Fernández      MID      Bayer 04 Leverkusen    10626738.0 138.918095        \n",
-      "        Hugo Bolin      MID Borussia Mönchengladbach    11357936.0 138.480994        \n",
-      "  Ezechiel Banzuzi      MID               RB Leipzig    11054043.0 126.797758        \n",
-      " Yannik Engelhardt      MID              SC Freiburg    11522542.0 110.894493        \n",
-      "    Albert Grønbæk      MID             Hamburger SV    12932881.0 103.169604        \n",
-      " Younes Ebnoutalib      FOR      Eintracht Frankfurt    13547376.0 119.579649        \n",
-      "  Marvin Pieringer      FOR          SC Paderborn 07     2960375.0  67.813179        \n",
-      "\n",
-      "=== Output ===\n",
-      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_sofascore_overall_rating_odds_lineup_20260903_134023_+0200_20260903_151219_+0200_20260903_151934_+0200.csv\n"
-     ]
-    }
-   ],
-   "source": [
-    "metadata = discover_latest_score(EXPECTED_POINTS_DIR)\n",
-    "print('Selected score input:')\n",
-    "print(f'  File: {metadata.path}')\n",
-    "print(f'  Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
-    "print(f'  Method: {metadata.method}')\n",
-    "print(f'  Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
-    "\n",
-    "matchday = request_matchday()\n",
-    "matches, match_source, match_path = load_matchday_matches(matchday)\n",
-    "prepared, mapped_matches, mapping_table = prepare_optimization_data(metadata.path, matches)\n",
-    "\n",
-    "print('\\nMatch-to-club mapping diagnostics:')\n",
-    "print(mapping_table.to_string(index=False))\n",
-    "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
-    "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
-    "\n",
-    "formation_results = evaluate_all_formations(prepared, mapped_matches, solver_msg=False)\n",
-    "comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
-    "print('\\nFormation comparison:')\n",
-    "display(comparison_table)\n",
-    "\n",
-    "winner = select_global_winner(formation_results)\n",
-    "verify_winning_solution(winner, prepared, mapped_matches)\n",
-    "final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
-    "# Validate the input before continuing with later processing.\n",
-    "if list(final_squad.columns) != prepared.original_columns:\n",
-    "    raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
-    "selected_player_table = build_selected_player_table(prepared, sorted_indices, int(winner.captain_index))\n",
-    "output_path = export_verified_squad(final_squad, metadata)\n",
-    "\n",
-    "total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
-    "remaining_budget = BUDGET_EUR - int(winner.total_value_eur)\n",
-    "\n",
-    "print('\\n=== Input ===')\n",
-    "print(f'Score input file: {metadata.path}')\n",
-    "print(f'Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
-    "print(f'Score method: {metadata.method}')\n",
-    "print(f'Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
-    "print(f'Requested matchday: {matchday}')\n",
-    "print(f'Match JSON source used: {match_source}')\n",
-    "print(f'Match JSON path: {match_path}')\n",
-    "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
-    "\n",
-    "print('\\n=== Optimization result ===')\n",
-    "print(f'Chosen formation: {winner.formation}')\n",
-    "print(f'Solver status: {winner.status}')\n",
-    "print(f'Total score (captain doubled): {total_score_text}')\n",
-    "print(\n",
-    "    'Recommended captain: ' + str(\n",
-    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
-    "    )\n",
-    ")\n",
-    "print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
-    "print(f'Remaining budget: €{remaining_budget:,}')\n",
-    "\n",
-    "print('\\n=== Selected players ===')\n",
-    "print(selected_player_table.to_string(index=False))\n",
-    "\n",
-    "print('\\n=== Output ===')\n",
-    "print(f'Optimized squad CSV: {output_path}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "981dbc7f",
-   "metadata": {},
-   "source": [
-    "## 8. Select this lineup\n",
-    "\n",
-    "Select a verified result only when it should become this league's canonical lineup.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "9e6563fe",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Selected-lineup persistence is shared by every squad workflow.\n",
-    "import sys\n",
-    "\n",
-    "if str(PROJECT_ROOT) not in sys.path:\n",
-    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
-    "\n",
-    "from selected_lineups import make_selected_lineup, select_lineup_interactively\n",
-    "\n",
-    "\n",
-    "def build_selected_lineup_snapshot(\n",
-    "    league: str,\n",
-    "    source: str,\n",
-    "    prepared: PreparedData,\n",
-    "    sorted_indices: list[int],\n",
-    "    captain_index: int,\n",
-    "    total_score_units: int,\n",
-    "    metadata: ScoreMetadata,\n",
-    "    matchday: int,\n",
-    "    formation: str,\n",
-    ") -> dict[str, Any]:\n",
-    "    \"\"\"Create a portable selected-lineup snapshot from verified notebook data.\"\"\"\n",
-    "    players = []\n",
-    "    for index in sorted_indices:\n",
-    "        team_key = prepared.team_keys.loc[index]\n",
-    "        players.append(\n",
-    "            {\n",
-    "                'id': prepared.df.loc[index, prepared.columns['player_id']],\n",
-    "                'name': prepared.df.loc[index, prepared.columns['player_name']],\n",
-    "                'position': prepared.positions.loc[index],\n",
-    "                'market_value': prepared.df.loc[index, prepared.columns['market_value']],\n",
-    "                'market_value_eur': int(prepared.value_eur.loc[index]),\n",
-    "                'club': TEAM_DISPLAY_NAMES[team_key],\n",
-    "                'expected_points': prepared.df.loc[index, prepared.columns['score']],\n",
-    "                'captain': index == captain_index,\n",
-    "            }\n",
-    "        )\n",
-    "    return make_selected_lineup(\n",
-    "        league=league,\n",
-    "        players=players,\n",
-    "        expected_points={\n",
-    "            'value': format_score(total_score_units, prepared.score_scale),\n",
-    "            'label': 'Total expected points (captain doubled)',\n",
-    "            'includes_captain_bonus': True,\n",
-    "        },\n",
-    "        source=source,\n",
-    "        player_count=SQUAD_SIZE,\n",
-    "        metadata={\n",
-    "            'score_input_file': str(metadata.path),\n",
-    "            'score_method': metadata.method,\n",
-    "            'metric_creation_timestamp': metadata.metric_creation_timestamp,\n",
-    "            'matchday': matchday,\n",
-    "            'formation': formation,\n",
-    "        },\n",
-    "    )\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Select this lineup for All Limits Arena? [y/n]:  y\n"
+      "=== Selected players ===\n"
      ]
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Current selected lineup for All Limits Arena: expected points=1566.027299, players=[Fabian Bredlow, Jeremiaha Maluze, Anthony Caci, Daniel Svensson, Laurin Curda, Aleksandar Pavlović, Hugo Bolin, Ezequiél Fernández, Ezechiel Banzuzi, Albert Grønbæk, Igor Matanović]\n"
-     ]
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Jordy MakengoDEFSC Freiburg10018922.0137.771046
2Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
3Josha VagnomanDEFVfB Stuttgart10561924.098.135997
4Mats RotsDEFTSG Hoffenheim8370423.097.330248
5Antonio NusaMIDRB Leipzig27181846.0160.886678
6Tom KraußMID1. FC Köln7949571.0114.903767
7Marco GrüllMIDSV Werder Bremen8421609.089.14228
8Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
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+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1     Jordy Makengo      DEF          SC Freiburg    10018922.0  137.771046   \n",
+       "2    Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "3    Josha Vagnoman      DEF        VfB Stuttgart    10561924.0   98.135997   \n",
+       "4         Mats Rots      DEF       TSG Hoffenheim     8370423.0   97.330248   \n",
+       "5      Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "6         Tom Krauß      MID           1. FC Köln     7949571.0  114.903767   \n",
+       "7       Marco Grüll      MID     SV Werder Bremen     8421609.0    89.14228   \n",
+       "8   Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "9     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "10   Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0  104.067444   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5           \n",
+       "6           \n",
+       "7           \n",
+       "8      Yes  \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-     "name": "stdin",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Replace the current selected lineup? [y/n]:  y\n"
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_150m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102031_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €2.5m: €152,500,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
      ]
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Selected lineup saved to: C:\\kickbase project\\outputs\\selected_lineups\\all-limits-arena.json\n"
-     ]
-    }
-   ],
-   "source": [
-    "\n",
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FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1626.041006€151,883,409
14-2-4Optimal1639.999545€151,441,498
23-4-3Optimal1629.247025€152,426,443
34-3-3Optimal1635.545668€152,373,558
45-3-2Optimal1629.79012€152,474,763
53-5-2Optimal1622.656517€151,566,058
65-4-1Optimal1617.77327€152,383,926
74-5-1Optimal1614.388781€152,066,575
83-6-1Optimal1606.291203€151,771,893
95-2-3Optimal1636.947704€152,439,207
\n",
+       "
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+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1626.041006      €151,883,409\n",
+       "1     4-2-4       Optimal                   1639.999545      €151,441,498\n",
+       "2     3-4-3       Optimal                   1629.247025      €152,426,443\n",
+       "3     4-3-3       Optimal                   1635.545668      €152,373,558\n",
+       "4     5-3-2       Optimal                    1629.79012      €152,474,763\n",
+       "5     3-5-2       Optimal                   1622.656517      €151,566,058\n",
+       "6     5-4-1       Optimal                    1617.77327      €152,383,926\n",
+       "7     4-5-1       Optimal                   1614.388781      €152,066,575\n",
+       "8     3-6-1       Optimal                   1606.291203      €151,771,893\n",
+       "9     5-2-3       Optimal                   1636.947704      €152,439,207"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 4-2-4\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1639.999545\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €151,441,498\n",
+      "Remaining budget: €1,058,502\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
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Full NamePositionClubIn-Game ValueScoreCaptain
0Maarten VandevoordtGKRB Leipzig16411587.0143.403807
1Josip StanišićDEFFC Bayern München16727483.0160.727699
2Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
3Josha VagnomanDEFVfB Stuttgart10561924.098.135997
4Mats RotsDEFTSG Hoffenheim8370423.097.330248
5Tom KraußMID1. FC Köln7949571.0114.903767
6Satoshi TanakaMIDFC Schalke 047025555.088.534922
7Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
8Igor MatanovićFORSC Freiburg22245370.0162.25504
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
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+      ],
+      "text/plain": [
+       "              Full Name Position                 Club In-Game Value  \\\n",
+       "0   Maarten Vandevoordt       GK           RB Leipzig    16411587.0   \n",
+       "1        Josip Stanišić      DEF    FC Bayern München    16727483.0   \n",
+       "2        Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0   \n",
+       "3        Josha Vagnoman      DEF        VfB Stuttgart    10561924.0   \n",
+       "4             Mats Rots      DEF       TSG Hoffenheim     8370423.0   \n",
+       "5             Tom Krauß      MID           1. FC Köln     7949571.0   \n",
+       "6        Satoshi Tanaka      MID        FC Schalke 04     7025555.0   \n",
+       "7       Serhou Guirassy      FOR    Borussia Dortmund    31162478.0   \n",
+       "8        Igor Matanović      FOR          SC Freiburg    22245370.0   \n",
+       "9         Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   \n",
+       "10       Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0   \n",
+       "\n",
+       "         Score Captain  \n",
+       "0   143.403807          \n",
+       "1   160.727699          \n",
+       "2   134.262019          \n",
+       "3    98.135997          \n",
+       "4    97.330248          \n",
+       "5   114.903767          \n",
+       "6    88.534922          \n",
+       "7   195.617566     Yes  \n",
+       "8    162.25504          \n",
+       "9    145.14347          \n",
+       "10  104.067444          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_152_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102033_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €5m: €155,000,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1630.569166€154,745,078
14-2-4Optimal1649.36159€154,307,302
23-4-3Optimal1637.746023€154,096,469
34-3-3Optimal1636.153026€153,769,612
45-3-2Optimal1631.971202€154,810,727
53-5-2Optimal1624.270523€154,797,963
65-4-1Optimal1619.870797€154,367,869
74-5-1Optimal1615.378149€153,955,686
83-6-1Optimal1609.920474€154,680,125
95-2-3Optimal1641.093854€154,807,819
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1630.569166      €154,745,078\n",
+       "1     4-2-4       Optimal                    1649.36159      €154,307,302\n",
+       "2     3-4-3       Optimal                   1637.746023      €154,096,469\n",
+       "3     4-3-3       Optimal                   1636.153026      €153,769,612\n",
+       "4     5-3-2       Optimal                   1631.971202      €154,810,727\n",
+       "5     3-5-2       Optimal                   1624.270523      €154,797,963\n",
+       "6     5-4-1       Optimal                   1619.870797      €154,367,869\n",
+       "7     4-5-1       Optimal                   1615.378149      €153,955,686\n",
+       "8     3-6-1       Optimal                   1609.920474      €154,680,125\n",
+       "9     5-2-3       Optimal                   1641.093854      €154,807,819"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 4-2-4\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1649.36159\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €154,307,302\n",
+      "Remaining budget: €692,698\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Ridle  BakuDEFRB Leipzig21146865.0155.354124
2Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
3Josha VagnomanDEFVfB Stuttgart10561924.098.135997
4Mats RotsDEFTSG Hoffenheim8370423.097.330248
5Tom KraußMID1. FC Köln7949571.0114.903767
6Satoshi TanakaMIDFC Schalke 047025555.088.534922
7Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
8Igor MatanovićFORSC Freiburg22245370.0162.25504
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1       Ridle  Baku      DEF           RB Leipzig    21146865.0  155.354124   \n",
+       "2    Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "3    Josha Vagnoman      DEF        VfB Stuttgart    10561924.0   98.135997   \n",
+       "4         Mats Rots      DEF       TSG Hoffenheim     8370423.0   97.330248   \n",
+       "5         Tom Krauß      MID           1. FC Köln     7949571.0  114.903767   \n",
+       "6    Satoshi Tanaka      MID        FC Schalke 04     7025555.0   88.534922   \n",
+       "7   Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "8    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "9     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "10   Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0  104.067444   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5           \n",
+       "6           \n",
+       "7      Yes  \n",
+       "8           \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102037_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €7.5m: €157,500,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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+       "
FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1631.176524€156,141,132
14-2-4Optimal1649.968948€155,703,356
23-4-3Optimal1638.353381€155,492,523
34-3-3Optimal1644.385088€156,678,822
45-3-2Optimal1636.117352€157,179,339
53-5-2Optimal1628.399393€157,219,835
65-4-1Optimal1622.908788€156,641,649
74-5-1Optimal1619.524299€156,324,298
83-6-1Optimal1613.570146€157,499,865
95-2-3Optimal1642.083222€156,696,930
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1631.176524      €156,141,132\n",
+       "1     4-2-4       Optimal                   1649.968948      €155,703,356\n",
+       "2     3-4-3       Optimal                   1638.353381      €155,492,523\n",
+       "3     4-3-3       Optimal                   1644.385088      €156,678,822\n",
+       "4     5-3-2       Optimal                   1636.117352      €157,179,339\n",
+       "5     3-5-2       Optimal                   1628.399393      €157,219,835\n",
+       "6     5-4-1       Optimal                   1622.908788      €156,641,649\n",
+       "7     4-5-1       Optimal                   1619.524299      €156,324,298\n",
+       "8     3-6-1       Optimal                   1613.570146      €157,499,865\n",
+       "9     5-2-3       Optimal                   1642.083222      €156,696,930"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 4-2-4\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1649.968948\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €155,703,356\n",
+      "Remaining budget: €1,796,644\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Ridle  BakuDEFRB Leipzig21146865.0155.354124
2Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
3Josha VagnomanDEFVfB Stuttgart10561924.098.135997
4Mats RotsDEFTSG Hoffenheim8370423.097.330248
5Tom KraußMID1. FC Köln7949571.0114.903767
6Marco GrüllMIDSV Werder Bremen8421609.089.14228
7Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
8Igor MatanovićFORSC Freiburg22245370.0162.25504
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1       Ridle  Baku      DEF           RB Leipzig    21146865.0  155.354124   \n",
+       "2    Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "3    Josha Vagnoman      DEF        VfB Stuttgart    10561924.0   98.135997   \n",
+       "4         Mats Rots      DEF       TSG Hoffenheim     8370423.0   97.330248   \n",
+       "5         Tom Krauß      MID           1. FC Köln     7949571.0  114.903767   \n",
+       "6       Marco Grüll      MID     SV Werder Bremen     8421609.0    89.14228   \n",
+       "7   Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "8    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "9     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "10   Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0  104.067444   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5           \n",
+       "6           \n",
+       "7      Yes  \n",
+       "8           \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102041_+0200.csv\n",
+      "\n",
+      "=== Input ===\n",
+      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "Retrieval timestamp: 20260911_094008_+0200\n",
+      "Score method: sofascore_overall_rating_odds_lineup\n",
+      "Metric-creation timestamp: 20260911_101239_+0200\n",
+      "Requested matchday: 3\n",
+      "Match JSON source used: SofaScore\n",
+      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json\n",
+      "Detected/used market-value unit: euros -> integer euros\n"
+     ]
+    }
+   ],
+   "source": [
+    "metadata = discover_latest_score(EXPECTED_POINTS_DIR)\n",
+    "print('Selected score input:')\n",
+    "print(f'  File: {metadata.path}')\n",
+    "print(f'  Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
+    "print(f'  Method: {metadata.method}')\n",
+    "print(f'  Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
+    "\n",
+    "matchday = request_matchday()\n",
+    "matches, match_source, match_path = load_matchday_matches(matchday)\n",
+    "prepared, mapped_matches, mapping_table = prepare_optimization_data(metadata.path, matches)\n",
+    "\n",
+    "print('\\nMatch-to-club mapping diagnostics:')\n",
+    "print(mapping_table.to_string(index=False))\n",
+    "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
+    "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
+    "\n",
+    "base_budget_eur = BUDGET_EUR\n",
+    "budget_scenarios = (\n",
+    "    ('Base budget', base_budget_eur),\n",
+    "    ('Base budget + €2.5m', base_budget_eur + 2_500_000),\n",
+    "    ('Base budget + €5m', base_budget_eur + 5_000_000),\n",
+    "    ('Base budget + €7.5m', base_budget_eur + 7_500_000),\n",
+    ")\n",
+    "scenario_solutions = {}\n",
+    "\n",
+    "for scenario_name, scenario_budget_eur in budget_scenarios:\n",
+    "    BUDGET_EUR = scenario_budget_eur\n",
+    "    print('\\n' + '=' * 80)\n",
+    "    print(f'{scenario_name}: €{scenario_budget_eur:,}')\n",
+    "    formation_results = evaluate_all_formations(prepared, mapped_matches, solver_msg=False)\n",
+    "    comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
+    "    print('\\nFormation comparison:')\n",
+    "    display(comparison_table)\n",
+    "\n",
+    "    winner = select_global_winner(formation_results)\n",
+    "    verify_winning_solution(winner, prepared, mapped_matches)\n",
+    "    final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
+    "    if list(final_squad.columns) != prepared.original_columns:\n",
+    "        raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
+    "    selected_player_table = build_selected_player_table(\n",
+    "        prepared, sorted_indices, int(winner.captain_index)\n",
+    "    )\n",
+    "    output_path = export_verified_squad(final_squad, metadata, scenario_budget_eur)\n",
+    "    scenario_solutions[scenario_name] = {\n",
+    "        'budget_eur': scenario_budget_eur,\n",
+    "        'winner': winner,\n",
+    "        'final_squad': final_squad,\n",
+    "        'sorted_indices': sorted_indices,\n",
+    "        'selected_player_table': selected_player_table,\n",
+    "        'output_path': output_path,\n",
+    "    }\n",
+    "\n",
+    "    total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
+    "    remaining_budget = scenario_budget_eur - int(winner.total_value_eur)\n",
+    "    print('\\n=== Optimization result ===')\n",
+    "    print(f'Chosen formation: {winner.formation}')\n",
+    "    print(f'Solver status: {winner.status}')\n",
+    "    print(f'Total score (captain doubled): {total_score_text}')\n",
+    "    print('Recommended captain: ' + str(\n",
+    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
+    "    ))\n",
+    "    print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
+    "    print(f'Remaining budget: €{remaining_budget:,}')\n",
+    "    print('\\n=== Selected players ===')\n",
+    "    display(selected_player_table)\n",
+    "    print(f'\\nOptimized squad CSV: {output_path}')\n",
+    "\n",
+    "print('\\n=== Input ===')\n",
+    "print(f'Score input file: {metadata.path}')\n",
+    "print(f'Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
+    "print(f'Score method: {metadata.method}')\n",
+    "print(f'Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
+    "print(f'Requested matchday: {matchday}')\n",
+    "print(f'Match JSON source used: {match_source}')\n",
+    "print(f'Match JSON path: {match_path}')\n",
+    "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
+    "\n",
+    "# Restore the configured budget after calculating all four scenarios.\n",
+    "BUDGET_EUR = base_budget_eur\n",
+    "base_solution = scenario_solutions['Base budget']\n",
+    "winner = base_solution['winner']\n",
+    "final_squad = base_solution['final_squad']\n",
+    "sorted_indices = base_solution['sorted_indices']\n",
+    "selected_player_table = base_solution['selected_player_table']\n",
+    "output_path = base_solution['output_path']\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "981dbc7f",
+   "metadata": {},
+   "source": [
+    "## 8. Select this lineup\n",
+    "\n",
+    "Select a verified result only when it should become this league's canonical lineup.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "9e6563fe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Selected-lineup persistence is shared by every squad workflow.\n",
+    "import sys\n",
+    "\n",
+    "if str(PROJECT_ROOT) not in sys.path:\n",
+    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
+    "\n",
+    "from selected_lineups import make_selected_lineup, select_lineup_interactively\n",
+    "\n",
+    "\n",
+    "def build_selected_lineup_snapshot(\n",
+    "    league: str,\n",
+    "    source: str,\n",
+    "    prepared: PreparedData,\n",
+    "    sorted_indices: list[int],\n",
+    "    captain_index: int,\n",
+    "    total_score_units: int,\n",
+    "    metadata: ScoreMetadata,\n",
+    "    matchday: int,\n",
+    "    formation: str,\n",
+    ") -> dict[str, Any]:\n",
+    "    \"\"\"Create a portable selected-lineup snapshot from verified notebook data.\"\"\"\n",
+    "    players = []\n",
+    "    for index in sorted_indices:\n",
+    "        team_key = prepared.team_keys.loc[index]\n",
+    "        players.append(\n",
+    "            {\n",
+    "                'id': prepared.df.loc[index, prepared.columns['player_id']],\n",
+    "                'name': prepared.df.loc[index, prepared.columns['player_name']],\n",
+    "                'position': prepared.positions.loc[index],\n",
+    "                'market_value': prepared.df.loc[index, prepared.columns['market_value']],\n",
+    "                'market_value_eur': int(prepared.value_eur.loc[index]),\n",
+    "                'club': TEAM_DISPLAY_NAMES[team_key],\n",
+    "                'expected_points': prepared.df.loc[index, prepared.columns['score']],\n",
+    "                'captain': index == captain_index,\n",
+    "            }\n",
+    "        )\n",
+    "    return make_selected_lineup(\n",
+    "        league=league,\n",
+    "        players=players,\n",
+    "        expected_points={\n",
+    "            'value': format_score(total_score_units, prepared.score_scale),\n",
+    "            'label': 'Total expected points (captain doubled)',\n",
+    "            'includes_captain_bonus': True,\n",
+    "        },\n",
+    "        source=source,\n",
+    "        player_count=SQUAD_SIZE,\n",
+    "        metadata={\n",
+    "            'score_input_file': str(metadata.path),\n",
+    "            'score_method': metadata.method,\n",
+    "            'metric_creation_timestamp': metadata.metric_creation_timestamp,\n",
+    "            'matchday': matchday,\n",
+    "            'formation': formation,\n",
+    "        },\n",
+    "    )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "=== Choose lineup budget scenario ===\n",
+      "  1. Base budget (€150,000,000) — 4-3-3, 1631.017508 points\n",
+      "  2. Base budget + €2.5m (€152,500,000) — 4-2-4, 1639.999545 points\n",
+      "  3. Base budget + €5m (€155,000,000) — 4-2-4, 1649.36159 points\n",
+      "  4. Base budget + €7.5m (€157,500,000) — 4-2-4, 1649.968948 points\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select the lineup to save [1-4]:  4\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Selected scenario: Base budget + €7.5m (€157,500,000).\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select this lineup for All Limits Arena? [y/n]:  n\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lineup was not selected; the existing selection is unchanged.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Selection is intentionally separate from the timestamped optimizer exports.\n",
+    "scenario_names = tuple(scenario_solutions)\n",
+    "print('\\n=== Choose lineup budget scenario ===')\n",
+    "for number, scenario_name in enumerate(scenario_names, start=1):\n",
+    "    scenario = scenario_solutions[scenario_name]\n",
+    "    scenario_winner = scenario['winner']\n",
+    "    score_text = format_score(scenario_winner.total_score_units, prepared.score_scale)\n",
+    "    print(\n",
+    "        f'  {number}. {scenario_name} (€{scenario[\"budget_eur\"]:,}) — '\n",
+    "        f'{scenario_winner.formation}, {score_text} points'\n",
+    "    )\n",
+    "\n",
+    "while True:\n",
+    "    answer = input(f'Select the lineup to save [1-{len(scenario_names)}]: ').strip()\n",
+    "    try:\n",
+    "        selected_number = int(answer)\n",
+    "    except ValueError:\n",
+    "        print('Please enter a scenario number.')\n",
+    "        continue\n",
+    "    if 1 <= selected_number <= len(scenario_names):\n",
+    "        selected_scenario_name = scenario_names[selected_number - 1]\n",
+    "        break\n",
+    "    print(f'Please enter a number from 1 to {len(scenario_names)}.')\n",
+    "\n",
+    "selected_scenario = scenario_solutions[selected_scenario_name]\n",
+    "winner = selected_scenario['winner']\n",
+    "sorted_indices = selected_scenario['sorted_indices']\n",
     "\n",
-    "# Selection is intentionally separate from the timestamped optimizer export.\n",
     "selected_lineup_snapshot = build_selected_lineup_snapshot(\n",
     "    league='All Limits Arena',\n",
     "    source='optimizer_all_limits_arena',\n",
@@ -1812,6 +3040,9 @@
     "    matchday=matchday,\n",
     "    formation=winner.formation,\n",
     ")\n",
+    "selected_lineup_snapshot['metadata']['budget_scenario'] = selected_scenario_name\n",
+    "selected_lineup_snapshot['metadata']['budget_eur'] = selected_scenario['budget_eur']\n",
+    "print(f'Selected scenario: {selected_scenario_name} (€{selected_scenario[\"budget_eur\"]:,}).')\n",
     "selected_lineup_path = select_lineup_interactively(\n",
     "    selected_lineup_snapshot, filename='all-limits-arena.json'\n",
     ")\n"
@@ -1827,7 +3058,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Pruned 1 expired timestamped output(s).\n"
+      "Pruned 4 expired timestamped output(s).\n"
      ]
     }
    ],
diff --git a/notebooks/07_squad_optimisation/optimize_squad_insider_arena.ipynb b/notebooks/07_squad_optimisation/optimize_squad_insider_arena.ipynb
index 3559c5c..ab42239 100644
--- a/notebooks/07_squad_optimisation/optimize_squad_insider_arena.ipynb
+++ b/notebooks/07_squad_optimisation/optimize_squad_insider_arena.ipynb
@@ -26,7 +26,10 @@
     "\n",
     "After solving, every constraint and the captain assignment are recalculated independently from the selected dataframe. Only a verified squad is sorted `GK → DEF → MID → FOR` (score descending within each group) and saved to `C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_{method}_{retrieval_timestamp}_{metric_creation_timestamp}_{squad_optimisation_timestamp}.csv`. The notebook output identifies the recommended captain; the export remains exactly the 6 selected rows with all—and only—the original score columns.\n",
     "\n",
-    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically."
+    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically.\n",
+    "## Budget-variance scenarios\n",
+    "\n",
+    "Every run calculates and displays independent squads at the configured budget, plus €2.5m, plus €5m, and plus €7.5m. The selection step lets you choose any one of the four squads as the canonical lineup.\n"
    ]
   },
   {
@@ -1355,17 +1358,21 @@
     "\n",
     "# Handle verified squad for reuse in the workflow.\n",
     "def export_verified_squad(\n",
-    "    squad_df: pd.DataFrame, metadata: ScoreMetadata\n",
+    "    squad_df: pd.DataFrame, metadata: ScoreMetadata, budget_eur: int\n",
     ") -> Path:\n",
     "    # Validate the input before continuing with later processing.\n",
     "    if len(squad_df) != SQUAD_SIZE:\n",
     "        raise RuntimeError(\n",
     "            f'Refusing to export {len(squad_df)} rows; exactly {SQUAD_SIZE} are required.'\n",
     "        )\n",
+    "    if budget_eur <= 0:\n",
+    "        raise ValueError(f'budget_eur must be positive; received {budget_eur}.')\n",
+    "    budget_label = str(Decimal(budget_eur) / Decimal(1_000_000)).replace('.', '_') + 'm'\n",
     "    optimization_timestamp = datetime.now().astimezone().strftime(TIMESTAMP_FORMAT)\n",
     "    output_name = (\n",
-    "        f'optimized_squad_{metadata.method}_{metadata.retrieval_timestamp}_'\n",
-    "        f'{metadata.metric_creation_timestamp}_{optimization_timestamp}.csv'\n",
+    "        f'optimized_squad_budget_{budget_label}_{metadata.method}_'\n",
+    "        f'{metadata.retrieval_timestamp}_{metadata.metric_creation_timestamp}_'\n",
+    "        f'{optimization_timestamp}.csv'\n",
     "    )\n",
     "    OPTIMIZED_SQUAD_DIR.mkdir(parents=True, exist_ok=True)\n",
     "    output_path = OPTIMIZED_SQUAD_DIR / output_name\n",
@@ -1401,40 +1408,43 @@
      "output_type": "stream",
      "text": [
       "Selected score input:\n",
-      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
-      "  Retrieval timestamp: 20260904_104843_+0200\n",
+      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "  Retrieval timestamp: 20260911_094008_+0200\n",
       "  Method: sofascore_overall_rating_odds_lineup\n",
-      "  Metric-creation timestamp: 20260904_111301_+0200\n"
+      "  Metric-creation timestamp: 20260911_101239_+0200\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Enter the matchday to optimise the squad for:  2\n"
+      "Enter the matchday to optimise the squad for:  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json)\n",
+      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json)\n",
       "Club mapping mode: embedded Kickbase team-ID bridge\n",
       "\n",
       "Match-to-club mapping diagnostics:\n",
-      " Match ID      JSON Home Team                 CSV Home Club     JSON Away Team           CSV Away Club\n",
-      " 16434036       VfB Stuttgart             VfB Stuttgart (9)         1. FC Köln         1. FC Köln (28)\n",
-      " 16434042 Bayer 04 Leverkusen       Bayer 04 Leverkusen (7) 1. FC Union Berlin 1. FC Union Berlin (40)\n",
-      " 16434028 Borussia M'gladbach Borussia Mönchengladbach (15)   SV 07 Elversberg   SV 07 Elversberg (77)\n",
-      " 16434024     SC Paderborn 07          SC Paderborn 07 (29)        SC Freiburg         SC Freiburg (5)\n",
-      " 16434101    SV Werder Bremen         SV Werder Bremen (10)         RB Leipzig         RB Leipzig (43)\n",
-      " 16434019      TSG Hoffenheim           TSG Hoffenheim (14)  Borussia Dortmund   Borussia Dortmund (3)\n",
-      " 16434032       FC Schalke 04             FC Schalke 04 (8)  FC Bayern München   FC Bayern München (2)\n",
-      " 16434030        Hamburger SV              Hamburger SV (6)    1. FSV Mainz 05    1. FSV Mainz 05 (18)\n",
-      " 16434021 Eintracht Frankfurt       Eintracht Frankfurt (4)        FC Augsburg        FC Augsburg (13)\n",
+      " Match ID     JSON Home Team           CSV Home Club      JSON Away Team                 CSV Away Club\n",
+      " 16434045 1. FC Union Berlin 1. FC Union Berlin (40)       FC Schalke 04             FC Schalke 04 (8)\n",
+      " 16434018    1. FSV Mainz 05    1. FSV Mainz 05 (18) Eintracht Frankfurt       Eintracht Frankfurt (4)\n",
+      " 16434037  Borussia Dortmund   Borussia Dortmund (3)     SC Paderborn 07          SC Paderborn 07 (29)\n",
+      " 16434031        FC Augsburg        FC Augsburg (13) Bayer 04 Leverkusen       Bayer 04 Leverkusen (7)\n",
+      " 16434040        SC Freiburg         SC Freiburg (5) Borussia M'gladbach Borussia Mönchengladbach (15)\n",
+      " 16434035     TSG Hoffenheim     TSG Hoffenheim (14)       VfB Stuttgart             VfB Stuttgart (9)\n",
+      " 16434027         1. FC Köln         1. FC Köln (28)    SV Werder Bremen         SV Werder Bremen (10)\n",
+      " 16434043         RB Leipzig         RB Leipzig (43)        Hamburger SV              Hamburger SV (6)\n",
+      " 16434041   SV 07 Elversberg   SV 07 Elversberg (77)   FC Bayern München         FC Bayern München (2)\n",
       "\n",
-      "Validated 467 player rows once before formation solving.\n",
+      "Validated 461 player rows once before formation solving.\n",
       "Detected market-value unit: euros; internal optimization unit: euros.\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget: €180,000,000\n",
       "Solving formation 2-2-1 ...\n",
       "  Status: Optimal\n",
       "Solving formation 2-1-2 ...\n",
@@ -1477,22 +1487,22 @@
        "      0\n",
        "      2-2-1\n",
        "      Optimal\n",
-       "      1118.782929\n",
-       "      €136,740,598\n",
+       "      1205.487906\n",
+       "      €170,378,833\n",
        "    \n",
        "    \n",
        "      1\n",
        "      2-1-2\n",
        "      Optimal\n",
-       "      1108.640261\n",
-       "      €151,832,749\n",
+       "      1212.976596\n",
+       "      €167,608,001\n",
        "    \n",
        "    \n",
        "      2\n",
        "      1-2-2\n",
        "      Optimal\n",
-       "      1109.399025\n",
-       "      €143,636,006\n",
+       "      1218.50915\n",
+       "      €173,642,982\n",
        "    \n",
        "  \n",
        "\n",
@@ -1500,9 +1510,9 @@
       ],
       "text/plain": [
        "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
-       "0     2-2-1       Optimal                   1118.782929      €136,740,598\n",
-       "1     2-1-2       Optimal                   1108.640261      €151,832,749\n",
-       "2     1-2-2       Optimal                   1109.399025      €143,636,006"
+       "0     2-2-1       Optimal                   1205.487906      €170,378,833\n",
+       "1     2-1-2       Optimal                   1212.976596      €167,608,001\n",
+       "2     1-2-2       Optimal                    1218.50915      €173,642,982"
       ]
      },
      "metadata": {},
@@ -1514,35 +1524,766 @@
      "text": [
       "Independent post-solve verification passed.\n",
       "\n",
-      "=== Input ===\n",
-      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
-      "Retrieval timestamp: 20260904_104843_+0200\n",
-      "Score method: sofascore_overall_rating_odds_lineup\n",
-      "Metric-creation timestamp: 20260904_111301_+0200\n",
-      "Requested matchday: 2\n",
-      "Match JSON source used: SofaScore\n",
-      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json\n",
-      "Detected/used market-value unit: euros -> integer euros\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 1-2-2\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1218.50915\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €173,642,982\n",
+      "Remaining budget: €6,357,018\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
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Full NamePositionClubIn-Game ValueScoreCaptain
0Gregor KobelGKBorussia Dortmund20339560.0176.376494
1Miguel GutiérrezDEFBayer 04 Leverkusen22938817.0139.088386
2Michael OliseMIDFC Bayern München65065938.0217.379541Yes
3Antonio NusaMIDRB Leipzig27181846.0160.886678
4Igor MatanovićFORSC Freiburg22245370.0162.25504
5Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Gregor Kobel       GK    Borussia Dortmund    20339560.0  176.376494   \n",
+       "1  Miguel Gutiérrez      DEF  Bayer 04 Leverkusen    22938817.0  139.088386   \n",
+       "2     Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "3      Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "4    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "5     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "\n",
+       "  Captain  \n",
+       "0          \n",
+       "1          \n",
+       "2     Yes  \n",
+       "3          \n",
+       "4          \n",
+       "5          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_180m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101926_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €2.5m: €182,500,000\n",
+      "Solving formation 2-2-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 2-1-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 1-2-2 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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FormationSolver StatusTotal Score (captain doubled)Total Squad Value
02-2-1Optimal1205.487906€170,378,833
12-1-2Optimal1212.976596€167,608,001
21-2-2Optimal1218.50915€173,642,982
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     2-2-1       Optimal                   1205.487906      €170,378,833\n",
+       "1     2-1-2       Optimal                   1212.976596      €167,608,001\n",
+       "2     1-2-2       Optimal                    1218.50915      €173,642,982"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 1-2-2\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1218.50915\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €173,642,982\n",
+      "Remaining budget: €8,857,018\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Gregor KobelGKBorussia Dortmund20339560.0176.376494
1Miguel GutiérrezDEFBayer 04 Leverkusen22938817.0139.088386
2Michael OliseMIDFC Bayern München65065938.0217.379541Yes
3Antonio NusaMIDRB Leipzig27181846.0160.886678
4Igor MatanovićFORSC Freiburg22245370.0162.25504
5Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Gregor Kobel       GK    Borussia Dortmund    20339560.0  176.376494   \n",
+       "1  Miguel Gutiérrez      DEF  Bayer 04 Leverkusen    22938817.0  139.088386   \n",
+       "2     Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "3      Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "4    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "5     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "\n",
+       "  Captain  \n",
+       "0          \n",
+       "1          \n",
+       "2     Yes  \n",
+       "3          \n",
+       "4          \n",
+       "5          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_182_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €5m: €185,000,000\n",
+      "Solving formation 2-2-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 2-1-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 1-2-2 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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FormationSolver StatusTotal Score (captain doubled)Total Squad Value
02-2-1Optimal1205.487906€170,378,833
12-1-2Optimal1212.976596€167,608,001
21-2-2Optimal1218.50915€173,642,982
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     2-2-1       Optimal                   1205.487906      €170,378,833\n",
+       "1     2-1-2       Optimal                   1212.976596      €167,608,001\n",
+       "2     1-2-2       Optimal                    1218.50915      €173,642,982"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 1-2-2\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1218.50915\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €173,642,982\n",
+      "Remaining budget: €11,357,018\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Gregor KobelGKBorussia Dortmund20339560.0176.376494
1Miguel GutiérrezDEFBayer 04 Leverkusen22938817.0139.088386
2Michael OliseMIDFC Bayern München65065938.0217.379541Yes
3Antonio NusaMIDRB Leipzig27181846.0160.886678
4Igor MatanovićFORSC Freiburg22245370.0162.25504
5Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Gregor Kobel       GK    Borussia Dortmund    20339560.0  176.376494   \n",
+       "1  Miguel Gutiérrez      DEF  Bayer 04 Leverkusen    22938817.0  139.088386   \n",
+       "2     Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "3      Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "4    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "5     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "\n",
+       "  Captain  \n",
+       "0          \n",
+       "1          \n",
+       "2     Yes  \n",
+       "3          \n",
+       "4          \n",
+       "5          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_185m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €7.5m: €187,500,000\n",
+      "Solving formation 2-2-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 2-1-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 1-2-2 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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FormationSolver StatusTotal Score (captain doubled)Total Squad Value
02-2-1Optimal1206.205549€186,677,834
12-1-2Optimal1212.976596€167,608,001
21-2-2Optimal1218.50915€173,642,982
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     2-2-1       Optimal                   1206.205549      €186,677,834\n",
+       "1     2-1-2       Optimal                   1212.976596      €167,608,001\n",
+       "2     1-2-2       Optimal                    1218.50915      €173,642,982"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
       "\n",
       "=== Optimization result ===\n",
-      "Chosen formation: 2-2-1\n",
+      "Chosen formation: 1-2-2\n",
       "Solver status: Optimal\n",
-      "Total score (captain doubled): 1118.782929\n",
-      "Recommended captain: Dayot Upamecano\n",
-      "Total squad value: €136,740,598\n",
-      "Remaining budget: €43,259,402\n",
+      "Total score (captain doubled): 1218.50915\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €173,642,982\n",
+      "Remaining budget: €13,857,018\n",
       "\n",
-      "=== Selected players ===\n",
-      "      Full Name Position                     Club In-Game Value      Score Captain\n",
-      " Fabian Bredlow       GK            VfB Stuttgart    12223174.0 172.630075        \n",
-      "Dayot Upamecano      DEF        FC Bayern München    33398087.0 195.244722     Yes\n",
-      "    Ridle  Baku      DEF               RB Leipzig    19653208.0 133.834329        \n",
-      "   Aleix García      MID      Bayer 04 Leverkusen    39179941.0 155.051871        \n",
-      "     Hugo Bolin      MID Borussia Mönchengladbach    11456465.0 134.593093        \n",
-      " Igor Matanović      FOR              SC Freiburg    20829723.0 132.184117        \n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
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+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Gregor KobelGKBorussia Dortmund20339560.0176.376494
1Miguel GutiérrezDEFBayer 04 Leverkusen22938817.0139.088386
2Michael OliseMIDFC Bayern München65065938.0217.379541Yes
3Antonio NusaMIDRB Leipzig27181846.0160.886678
4Igor MatanovićFORSC Freiburg22245370.0162.25504
5Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Gregor Kobel       GK    Borussia Dortmund    20339560.0  176.376494   \n",
+       "1  Miguel Gutiérrez      DEF  Bayer 04 Leverkusen    22938817.0  139.088386   \n",
+       "2     Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "3      Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "4    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "5     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "\n",
+       "  Captain  \n",
+       "0          \n",
+       "1          \n",
+       "2     Yes  \n",
+       "3          \n",
+       "4          \n",
+       "5          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_187_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101928_+0200.csv\n",
       "\n",
-      "=== Output ===\n",
-      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111421_+0200.csv\n"
+      "=== Input ===\n",
+      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "Retrieval timestamp: 20260911_094008_+0200\n",
+      "Score method: sofascore_overall_rating_odds_lineup\n",
+      "Metric-creation timestamp: 20260911_101239_+0200\n",
+      "Requested matchday: 3\n",
+      "Match JSON source used: SofaScore\n",
+      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json\n",
+      "Detected/used market-value unit: euros -> integer euros\n"
      ]
     }
    ],
@@ -1563,22 +2304,56 @@
     "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
     "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
     "\n",
-    "formation_results = evaluate_all_formations(prepared, mapped_matches, solver_msg=False)\n",
-    "comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
-    "print('\\nFormation comparison:')\n",
-    "display(comparison_table)\n",
-    "\n",
-    "winner = select_global_winner(formation_results)\n",
-    "verify_winning_solution(winner, prepared, mapped_matches)\n",
-    "final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
-    "# Validate the input before continuing with later processing.\n",
-    "if list(final_squad.columns) != prepared.original_columns:\n",
-    "    raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
-    "selected_player_table = build_selected_player_table(prepared, sorted_indices, int(winner.captain_index))\n",
-    "output_path = export_verified_squad(final_squad, metadata)\n",
+    "base_budget_eur = BUDGET_EUR\n",
+    "budget_scenarios = (\n",
+    "    ('Base budget', base_budget_eur),\n",
+    "    ('Base budget + €2.5m', base_budget_eur + 2_500_000),\n",
+    "    ('Base budget + €5m', base_budget_eur + 5_000_000),\n",
+    "    ('Base budget + €7.5m', base_budget_eur + 7_500_000),\n",
+    ")\n",
+    "scenario_solutions = {}\n",
+    "\n",
+    "for scenario_name, scenario_budget_eur in budget_scenarios:\n",
+    "    BUDGET_EUR = scenario_budget_eur\n",
+    "    print('\\n' + '=' * 80)\n",
+    "    print(f'{scenario_name}: €{scenario_budget_eur:,}')\n",
+    "    formation_results = evaluate_all_formations(prepared, mapped_matches, solver_msg=False)\n",
+    "    comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
+    "    print('\\nFormation comparison:')\n",
+    "    display(comparison_table)\n",
+    "\n",
+    "    winner = select_global_winner(formation_results)\n",
+    "    verify_winning_solution(winner, prepared, mapped_matches)\n",
+    "    final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
+    "    if list(final_squad.columns) != prepared.original_columns:\n",
+    "        raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
+    "    selected_player_table = build_selected_player_table(\n",
+    "        prepared, sorted_indices, int(winner.captain_index)\n",
+    "    )\n",
+    "    output_path = export_verified_squad(final_squad, metadata, scenario_budget_eur)\n",
+    "    scenario_solutions[scenario_name] = {\n",
+    "        'budget_eur': scenario_budget_eur,\n",
+    "        'winner': winner,\n",
+    "        'final_squad': final_squad,\n",
+    "        'sorted_indices': sorted_indices,\n",
+    "        'selected_player_table': selected_player_table,\n",
+    "        'output_path': output_path,\n",
+    "    }\n",
     "\n",
-    "total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
-    "remaining_budget = BUDGET_EUR - int(winner.total_value_eur)\n",
+    "    total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
+    "    remaining_budget = scenario_budget_eur - int(winner.total_value_eur)\n",
+    "    print('\\n=== Optimization result ===')\n",
+    "    print(f'Chosen formation: {winner.formation}')\n",
+    "    print(f'Solver status: {winner.status}')\n",
+    "    print(f'Total score (captain doubled): {total_score_text}')\n",
+    "    print('Recommended captain: ' + str(\n",
+    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
+    "    ))\n",
+    "    print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
+    "    print(f'Remaining budget: €{remaining_budget:,}')\n",
+    "    print('\\n=== Selected players ===')\n",
+    "    display(selected_player_table)\n",
+    "    print(f'\\nOptimized squad CSV: {output_path}')\n",
     "\n",
     "print('\\n=== Input ===')\n",
     "print(f'Score input file: {metadata.path}')\n",
@@ -1590,23 +2365,14 @@
     "print(f'Match JSON path: {match_path}')\n",
     "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
     "\n",
-    "print('\\n=== Optimization result ===')\n",
-    "print(f'Chosen formation: {winner.formation}')\n",
-    "print(f'Solver status: {winner.status}')\n",
-    "print(f'Total score (captain doubled): {total_score_text}')\n",
-    "print(\n",
-    "    'Recommended captain: ' + str(\n",
-    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
-    "    )\n",
-    ")\n",
-    "print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
-    "print(f'Remaining budget: €{remaining_budget:,}')\n",
-    "\n",
-    "print('\\n=== Selected players ===')\n",
-    "print(selected_player_table.to_string(index=False))\n",
-    "\n",
-    "print('\\n=== Output ===')\n",
-    "print(f'Optimized squad CSV: {output_path}')"
+    "# Restore the configured budget after calculating all four scenarios.\n",
+    "BUDGET_EUR = base_budget_eur\n",
+    "base_solution = scenario_solutions['Base budget']\n",
+    "winner = base_solution['winner']\n",
+    "final_squad = base_solution['final_squad']\n",
+    "sorted_indices = base_solution['sorted_indices']\n",
+    "selected_player_table = base_solution['selected_player_table']\n",
+    "output_path = base_solution['output_path']\n"
    ]
   },
   {
@@ -1688,6 +2454,32 @@
    "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "=== Choose lineup budget scenario ===\n",
+      "  1. Base budget (€180,000,000) — 1-2-2, 1218.50915 points\n",
+      "  2. Base budget + €2.5m (€182,500,000) — 1-2-2, 1218.50915 points\n",
+      "  3. Base budget + €5m (€185,000,000) — 1-2-2, 1218.50915 points\n",
+      "  4. Base budget + €7.5m (€187,500,000) — 1-2-2, 1218.50915 points\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select the lineup to save [1-4]:  1\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Selected scenario: Base budget (€180,000,000).\n"
+     ]
+    },
     {
      "name": "stdin",
      "output_type": "stream",
@@ -1695,6 +2487,20 @@
       "Select this lineup for Kickbase.insider Arena? [y/n]:  y\n"
      ]
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Current selected lineup for Kickbase.insider Arena: expected points=1201.846242, players=[Gregor Kobel, Ridle  Baku, Joshua Kimmich, Aleix García, Igor Matanović, Phillip Tietz]\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Replace the current selected lineup? [y/n]:  y\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -1704,9 +2510,34 @@
     }
    ],
    "source": [
+    "# Selection is intentionally separate from the timestamped optimizer exports.\n",
+    "scenario_names = tuple(scenario_solutions)\n",
+    "print('\\n=== Choose lineup budget scenario ===')\n",
+    "for number, scenario_name in enumerate(scenario_names, start=1):\n",
+    "    scenario = scenario_solutions[scenario_name]\n",
+    "    scenario_winner = scenario['winner']\n",
+    "    score_text = format_score(scenario_winner.total_score_units, prepared.score_scale)\n",
+    "    print(\n",
+    "        f'  {number}. {scenario_name} (€{scenario[\"budget_eur\"]:,}) — '\n",
+    "        f'{scenario_winner.formation}, {score_text} points'\n",
+    "    )\n",
     "\n",
+    "while True:\n",
+    "    answer = input(f'Select the lineup to save [1-{len(scenario_names)}]: ').strip()\n",
+    "    try:\n",
+    "        selected_number = int(answer)\n",
+    "    except ValueError:\n",
+    "        print('Please enter a scenario number.')\n",
+    "        continue\n",
+    "    if 1 <= selected_number <= len(scenario_names):\n",
+    "        selected_scenario_name = scenario_names[selected_number - 1]\n",
+    "        break\n",
+    "    print(f'Please enter a number from 1 to {len(scenario_names)}.')\n",
+    "\n",
+    "selected_scenario = scenario_solutions[selected_scenario_name]\n",
+    "winner = selected_scenario['winner']\n",
+    "sorted_indices = selected_scenario['sorted_indices']\n",
     "\n",
-    "# Selection is intentionally separate from the timestamped optimizer export.\n",
     "selected_lineup_snapshot = build_selected_lineup_snapshot(\n",
     "    league='Kickbase.insider Arena',\n",
     "    source='optimizer_insider_arena',\n",
@@ -1718,6 +2549,9 @@
     "    matchday=matchday,\n",
     "    formation=winner.formation,\n",
     ")\n",
+    "selected_lineup_snapshot['metadata']['budget_scenario'] = selected_scenario_name\n",
+    "selected_lineup_snapshot['metadata']['budget_eur'] = selected_scenario['budget_eur']\n",
+    "print(f'Selected scenario: {selected_scenario_name} (€{selected_scenario[\"budget_eur\"]:,}).')\n",
     "selected_lineup_path = select_lineup_interactively(\n",
     "    selected_lineup_snapshot, filename='kickbase.insider-arena.json'\n",
     ")\n"
@@ -1733,7 +2567,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Pruned 0 expired timestamped output(s).\n"
+      "Pruned 4 expired timestamped output(s).\n"
      ]
     }
    ],
diff --git a/notebooks/07_squad_optimisation/optimize_squad_max_2_per_team.ipynb b/notebooks/07_squad_optimisation/optimize_squad_max_2_per_team.ipynb
index 8d2cdba..7bc543c 100644
--- a/notebooks/07_squad_optimisation/optimize_squad_max_2_per_team.ipynb
+++ b/notebooks/07_squad_optimisation/optimize_squad_max_2_per_team.ipynb
@@ -26,7 +26,10 @@
     "\n",
     "After solving, every constraint and the captain assignment are recalculated independently from the selected dataframe. Only a verified squad is sorted `GK → DEF → MID → FOR` (score descending within each group) and saved to `C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_{method}_{retrieval_timestamp}_{metric_creation_timestamp}_{squad_optimisation_timestamp}.csv`. The notebook output identifies the recommended captain; the export remains exactly the 11 selected rows with all—and only—the original score columns.\n",
     "\n",
-    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically."
+    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically.\n",
+    "## Budget-variance scenarios\n",
+    "\n",
+    "Every run calculates and displays independent squads at the configured budget, plus €2.5m, plus €5m, and plus €7.5m. The selection step lets you choose any one of the four squads as the canonical lineup.\n"
    ]
   },
   {
@@ -41,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "id": "5e3ef4c5",
    "metadata": {},
    "outputs": [],
@@ -266,7 +269,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "id": "9b3c19b4",
    "metadata": {},
    "outputs": [],
@@ -619,7 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "id": "eb6fdda4",
    "metadata": {},
    "outputs": [],
@@ -811,7 +814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 4,
    "id": "39379a72",
    "metadata": {},
    "outputs": [],
@@ -1028,7 +1031,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 5,
    "id": "042c1a42",
    "metadata": {},
    "outputs": [],
@@ -1229,7 +1232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 6,
    "id": "063f64a6",
    "metadata": {},
    "outputs": [],
@@ -1351,15 +1354,19 @@
     "\n",
     "# Handle verified squad for reuse in the workflow.\n",
     "def export_verified_squad(\n",
-    "    squad_df: pd.DataFrame, metadata: ScoreMetadata\n",
+    "    squad_df: pd.DataFrame, metadata: ScoreMetadata, budget_eur: int\n",
     ") -> Path:\n",
     "    # Validate the input before continuing with later processing.\n",
     "    if len(squad_df) != 11:\n",
     "        raise RuntimeError(f'Refusing to export {len(squad_df)} rows; exactly 11 are required.')\n",
+    "    if budget_eur <= 0:\n",
+    "        raise ValueError(f'budget_eur must be positive; received {budget_eur}.')\n",
+    "    budget_label = str(Decimal(budget_eur) / Decimal(1_000_000)).replace('.', '_') + 'm'\n",
     "    optimization_timestamp = datetime.now().astimezone().strftime(TIMESTAMP_FORMAT)\n",
     "    output_name = (\n",
-    "        f'optimized_squad_{metadata.method}_{metadata.retrieval_timestamp}_'\n",
-    "        f'{metadata.metric_creation_timestamp}_{optimization_timestamp}.csv'\n",
+    "        f'optimized_squad_budget_{budget_label}_{metadata.method}_'\n",
+    "        f'{metadata.retrieval_timestamp}_{metadata.metric_creation_timestamp}_'\n",
+    "        f'{optimization_timestamp}.csv'\n",
     "    )\n",
     "    OPTIMIZED_SQUAD_DIR.mkdir(parents=True, exist_ok=True)\n",
     "    output_path = OPTIMIZED_SQUAD_DIR / output_name\n",
@@ -1386,7 +1393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "id": "eedaa4d7",
    "metadata": {},
    "outputs": [
@@ -1395,40 +1402,43 @@
      "output_type": "stream",
      "text": [
       "Selected score input:\n",
-      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
-      "  Retrieval timestamp: 20260904_104843_+0200\n",
+      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "  Retrieval timestamp: 20260911_094008_+0200\n",
       "  Method: sofascore_overall_rating_odds_lineup\n",
-      "  Metric-creation timestamp: 20260904_111301_+0200\n"
+      "  Metric-creation timestamp: 20260911_101239_+0200\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Enter the matchday to optimise the squad for:  2\n"
+      "Enter the matchday to optimise the squad for:  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json)\n",
+      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json)\n",
       "Club mapping mode: embedded Kickbase team-ID bridge\n",
       "\n",
       "Match-to-club mapping diagnostics:\n",
-      " Match ID      JSON Home Team                 CSV Home Club     JSON Away Team           CSV Away Club\n",
-      " 16434036       VfB Stuttgart             VfB Stuttgart (9)         1. FC Köln         1. FC Köln (28)\n",
-      " 16434042 Bayer 04 Leverkusen       Bayer 04 Leverkusen (7) 1. FC Union Berlin 1. FC Union Berlin (40)\n",
-      " 16434028 Borussia M'gladbach Borussia Mönchengladbach (15)   SV 07 Elversberg   SV 07 Elversberg (77)\n",
-      " 16434024     SC Paderborn 07          SC Paderborn 07 (29)        SC Freiburg         SC Freiburg (5)\n",
-      " 16434101    SV Werder Bremen         SV Werder Bremen (10)         RB Leipzig         RB Leipzig (43)\n",
-      " 16434019      TSG Hoffenheim           TSG Hoffenheim (14)  Borussia Dortmund   Borussia Dortmund (3)\n",
-      " 16434032       FC Schalke 04             FC Schalke 04 (8)  FC Bayern München   FC Bayern München (2)\n",
-      " 16434030        Hamburger SV              Hamburger SV (6)    1. FSV Mainz 05    1. FSV Mainz 05 (18)\n",
-      " 16434021 Eintracht Frankfurt       Eintracht Frankfurt (4)        FC Augsburg        FC Augsburg (13)\n",
+      " Match ID     JSON Home Team           CSV Home Club      JSON Away Team                 CSV Away Club\n",
+      " 16434045 1. FC Union Berlin 1. FC Union Berlin (40)       FC Schalke 04             FC Schalke 04 (8)\n",
+      " 16434018    1. FSV Mainz 05    1. FSV Mainz 05 (18) Eintracht Frankfurt       Eintracht Frankfurt (4)\n",
+      " 16434037  Borussia Dortmund   Borussia Dortmund (3)     SC Paderborn 07          SC Paderborn 07 (29)\n",
+      " 16434031        FC Augsburg        FC Augsburg (13) Bayer 04 Leverkusen       Bayer 04 Leverkusen (7)\n",
+      " 16434040        SC Freiburg         SC Freiburg (5) Borussia M'gladbach Borussia Mönchengladbach (15)\n",
+      " 16434035     TSG Hoffenheim     TSG Hoffenheim (14)       VfB Stuttgart             VfB Stuttgart (9)\n",
+      " 16434027         1. FC Köln         1. FC Köln (28)    SV Werder Bremen         SV Werder Bremen (10)\n",
+      " 16434043         RB Leipzig         RB Leipzig (43)        Hamburger SV              Hamburger SV (6)\n",
+      " 16434041   SV 07 Elversberg   SV 07 Elversberg (77)   FC Bayern München         FC Bayern München (2)\n",
       "\n",
-      "Validated 467 player rows once before formation solving.\n",
+      "Validated 461 player rows once before formation solving.\n",
       "Detected market-value unit: euros; internal optimization unit: euros.\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget: €150,000,000\n",
       "Solving formation 4-4-2 ...\n",
       "  Status: Optimal\n",
       "Solving formation 4-2-4 ...\n",
@@ -1485,71 +1495,71 @@
        "      0\n",
        "      4-4-2\n",
        "      Optimal\n",
-       "      1755.157544\n",
-       "      €149,297,541\n",
+       "      1767.503406\n",
+       "      €149,362,233\n",
        "    \n",
        "    \n",
        "      1\n",
        "      4-2-4\n",
        "      Optimal\n",
-       "      1735.664853\n",
-       "      €148,372,286\n",
+       "      1745.899387\n",
+       "      €149,466,403\n",
        "    \n",
        "    \n",
        "      2\n",
        "      3-4-3\n",
        "      Optimal\n",
-       "      1760.603128\n",
-       "      €147,273,256\n",
+       "      1759.60475\n",
+       "      €149,550,234\n",
        "    \n",
        "    \n",
        "      3\n",
        "      4-3-3\n",
        "      Optimal\n",
-       "      1756.303798\n",
-       "      €148,680,414\n",
+       "      1766.766077\n",
+       "      €147,714,355\n",
        "    \n",
        "    \n",
        "      4\n",
        "      5-3-2\n",
        "      Optimal\n",
-       "      1742.712502\n",
-       "      €145,855,061\n",
+       "      1775.65669\n",
+       "      €149,842,616\n",
        "    \n",
        "    \n",
        "      5\n",
        "      3-5-2\n",
        "      Optimal\n",
-       "      1756.748815\n",
-       "      €149,312,030\n",
+       "      1763.132575\n",
+       "      €149,830,084\n",
        "    \n",
        "    \n",
        "      6\n",
        "      5-4-1\n",
        "      Optimal\n",
-       "      1754.189061\n",
-       "      €148,924,732\n",
+       "      1776.734317\n",
+       "      €149,701,424\n",
        "    \n",
        "    \n",
        "      7\n",
        "      4-5-1\n",
        "      Optimal\n",
-       "      1758.912964\n",
-       "      €149,561,134\n",
+       "      1764.269366\n",
+       "      €148,808,359\n",
        "    \n",
        "    \n",
        "      8\n",
        "      3-6-1\n",
        "      Optimal\n",
-       "      1750.763595\n",
-       "      €149,604,286\n",
+       "      1755.136448\n",
+       "      €149,993,976\n",
        "    \n",
        "    \n",
        "      9\n",
        "      5-2-3\n",
        "      Optimal\n",
-       "      1737.315065\n",
-       "      €147,195,771\n",
+       "      1778.898277\n",
+       "      €149,915,405\n",
        "    \n",
        "  \n",
        "\n",
@@ -1557,16 +1567,16 @@
       ],
       "text/plain": [
        "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
-       "0     4-4-2       Optimal                   1755.157544      €149,297,541\n",
-       "1     4-2-4       Optimal                   1735.664853      €148,372,286\n",
-       "2     3-4-3       Optimal                   1760.603128      €147,273,256\n",
-       "3     4-3-3       Optimal                   1756.303798      €148,680,414\n",
-       "4     5-3-2       Optimal                   1742.712502      €145,855,061\n",
-       "5     3-5-2       Optimal                   1756.748815      €149,312,030\n",
-       "6     5-4-1       Optimal                   1754.189061      €148,924,732\n",
-       "7     4-5-1       Optimal                   1758.912964      €149,561,134\n",
-       "8     3-6-1       Optimal                   1750.763595      €149,604,286\n",
-       "9     5-2-3       Optimal                   1737.315065      €147,195,771"
+       "0     4-4-2       Optimal                   1767.503406      €149,362,233\n",
+       "1     4-2-4       Optimal                   1745.899387      €149,466,403\n",
+       "2     3-4-3       Optimal                    1759.60475      €149,550,234\n",
+       "3     4-3-3       Optimal                   1766.766077      €147,714,355\n",
+       "4     5-3-2       Optimal                    1775.65669      €149,842,616\n",
+       "5     3-5-2       Optimal                   1763.132575      €149,830,084\n",
+       "6     5-4-1       Optimal                   1776.734317      €149,701,424\n",
+       "7     4-5-1       Optimal                   1764.269366      €148,808,359\n",
+       "8     3-6-1       Optimal                   1755.136448      €149,993,976\n",
+       "9     5-2-3       Optimal                   1778.898277      €149,915,405"
       ]
      },
      "metadata": {},
@@ -1578,220 +1588,1455 @@
      "text": [
       "Independent post-solve verification passed.\n",
       "\n",
-      "=== Input ===\n",
-      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
-      "Retrieval timestamp: 20260904_104843_+0200\n",
-      "Score method: sofascore_overall_rating_odds_lineup\n",
-      "Metric-creation timestamp: 20260904_111301_+0200\n",
-      "Requested matchday: 2\n",
-      "Match JSON source used: SofaScore\n",
-      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json\n",
-      "Detected/used market-value unit: euros -> integer euros\n",
-      "\n",
       "=== Optimization result ===\n",
-      "Chosen formation: 3-4-3\n",
+      "Chosen formation: 5-2-3\n",
       "Solver status: Optimal\n",
-      "Total score (captain doubled): 1760.603128\n",
-      "Recommended captain: Dayot Upamecano\n",
-      "Total squad value: €147,273,256\n",
-      "Remaining budget: €2,726,744\n",
-      "\n",
-      "=== Selected players ===\n",
-      "         Full Name Position                     Club In-Game Value      Score Captain\n",
-      "      Manuel Neuer       GK        FC Bayern München    14552983.0  176.21454        \n",
-      "   Dayot Upamecano      DEF        FC Bayern München    33398087.0 195.244722     Yes\n",
-      "    Josha Vagnoman      DEF            VfB Stuttgart     8301622.0 149.136041        \n",
-      "    Facundo Medina      DEF      Bayer 04 Leverkusen     8559759.0 117.212691        \n",
-      "Ezequiél Fernández      MID      Bayer 04 Leverkusen    10727689.0 138.918095        \n",
-      "        Hugo Bolin      MID Borussia Mönchengladbach    11456465.0 134.593093        \n",
-      "  Ezechiel Banzuzi      MID               RB Leipzig    11245732.0 127.124956        \n",
-      "    Franck Honorat      MID Borussia Mönchengladbach     9095848.0 118.709436        \n",
-      " Dzenan Pejcinovic      FOR            VfB Stuttgart    10929287.0 160.372318        \n",
-      "    Igor Matanović      FOR              SC Freiburg    20829723.0 132.184117        \n",
-      "      Tidiam Gomis      FOR               RB Leipzig     8176061.0 115.648397        \n",
+      "Total score (captain doubled): 1778.898277\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €149,915,405\n",
+      "Remaining budget: €84,595\n",
       "\n",
-      "=== Output ===\n",
-      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111441_+0200.csv\n"
+      "=== Selected players ===\n"
      ]
-    }
-   ],
-   "source": [
-    "metadata = discover_latest_score(EXPECTED_POINTS_DIR)\n",
-    "print('Selected score input:')\n",
-    "print(f'  File: {metadata.path}')\n",
-    "print(f'  Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
-    "print(f'  Method: {metadata.method}')\n",
-    "print(f'  Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
-    "\n",
-    "matchday = request_matchday()\n",
-    "matches, match_source, match_path = load_matchday_matches(matchday)\n",
-    "prepared, mapped_matches, mapping_table = prepare_optimization_data(metadata.path, matches)\n",
-    "\n",
-    "print('\\nMatch-to-club mapping diagnostics:')\n",
-    "print(mapping_table.to_string(index=False))\n",
-    "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
-    "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
-    "\n",
-    "formation_results = evaluate_all_formations(prepared, mapped_matches, solver_msg=False)\n",
-    "comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
-    "print('\\nFormation comparison:')\n",
-    "display(comparison_table)\n",
-    "\n",
-    "winner = select_global_winner(formation_results)\n",
-    "verify_winning_solution(winner, prepared, mapped_matches)\n",
-    "final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
-    "# Validate the input before continuing with later processing.\n",
-    "if list(final_squad.columns) != prepared.original_columns:\n",
-    "    raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
-    "selected_player_table = build_selected_player_table(prepared, sorted_indices, int(winner.captain_index))\n",
-    "output_path = export_verified_squad(final_squad, metadata)\n",
-    "\n",
-    "total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
-    "remaining_budget = BUDGET_EUR - int(winner.total_value_eur)\n",
-    "\n",
-    "print('\\n=== Input ===')\n",
-    "print(f'Score input file: {metadata.path}')\n",
-    "print(f'Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
-    "print(f'Score method: {metadata.method}')\n",
-    "print(f'Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
-    "print(f'Requested matchday: {matchday}')\n",
-    "print(f'Match JSON source used: {match_source}')\n",
-    "print(f'Match JSON path: {match_path}')\n",
-    "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
-    "\n",
-    "print('\\n=== Optimization result ===')\n",
-    "print(f'Chosen formation: {winner.formation}')\n",
-    "print(f'Solver status: {winner.status}')\n",
-    "print(f'Total score (captain doubled): {total_score_text}')\n",
-    "print(\n",
-    "    'Recommended captain: ' + str(\n",
-    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
-    "    )\n",
-    ")\n",
-    "print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
-    "print(f'Remaining budget: €{remaining_budget:,}')\n",
-    "\n",
-    "print('\\n=== Selected players ===')\n",
-    "print(selected_player_table.to_string(index=False))\n",
-    "\n",
-    "print('\\n=== Output ===')\n",
-    "print(f'Optimized squad CSV: {output_path}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "981dbc7f",
-   "metadata": {},
-   "source": [
-    "## 8. Select this lineup\n",
-    "\n",
-    "Select a verified result only when it should become this league's canonical lineup.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "9e6563fe",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Selected-lineup persistence is shared by every squad workflow.\n",
-    "import sys\n",
-    "\n",
-    "if str(PROJECT_ROOT) not in sys.path:\n",
-    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
-    "\n",
-    "from selected_lineups import make_selected_lineup, select_lineup_interactively\n",
-    "\n",
-    "\n",
-    "def build_selected_lineup_snapshot(\n",
-    "    league: str,\n",
-    "    source: str,\n",
-    "    prepared: PreparedData,\n",
-    "    sorted_indices: list[int],\n",
-    "    captain_index: int,\n",
-    "    total_score_units: int,\n",
-    "    metadata: ScoreMetadata,\n",
-    "    matchday: int,\n",
-    "    formation: str,\n",
-    ") -> dict[str, Any]:\n",
-    "    \"\"\"Create a portable selected-lineup snapshot from verified notebook data.\"\"\"\n",
-    "    players = []\n",
-    "    for index in sorted_indices:\n",
-    "        team_key = prepared.team_keys.loc[index]\n",
-    "        players.append(\n",
-    "            {\n",
-    "                'id': prepared.df.loc[index, prepared.columns['player_id']],\n",
-    "                'name': prepared.df.loc[index, prepared.columns['player_name']],\n",
-    "                'position': prepared.positions.loc[index],\n",
-    "                'market_value': prepared.df.loc[index, prepared.columns['market_value']],\n",
-    "                'market_value_eur': int(prepared.value_eur.loc[index]),\n",
-    "                'club': TEAM_DISPLAY_NAMES[team_key],\n",
-    "                'expected_points': prepared.df.loc[index, prepared.columns['score']],\n",
-    "                'captain': index == captain_index,\n",
-    "            }\n",
-    "        )\n",
-    "    return make_selected_lineup(\n",
-    "        league=league,\n",
-    "        players=players,\n",
-    "        expected_points={\n",
-    "            'value': format_score(total_score_units, prepared.score_scale),\n",
-    "            'label': 'Total expected points (captain doubled)',\n",
-    "            'includes_captain_bonus': True,\n",
-    "        },\n",
-    "        source=source,\n",
-    "        metadata={\n",
-    "            'score_input_file': str(metadata.path),\n",
-    "            'score_method': metadata.method,\n",
-    "            'metric_creation_timestamp': metadata.metric_creation_timestamp,\n",
-    "            'matchday': matchday,\n",
-    "            'formation': formation,\n",
-    "        },\n",
-    "    )\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Select this lineup for KickbaseKIS Arena? [y/n]:  y\n"
-     ]
+     "data": {
+      "text/html": [
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Josip StanišićDEFFC Bayern München16727483.0160.727699
3Jordy MakengoDEFSC Freiburg10018922.0137.771046
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Kacper PotulskiDEF1. FSV Mainz 057481720.0119.274598
6Derry ScherhantMIDSC Freiburg11194489.0131.816893
7Tom KraußMID1. FC Köln7949571.0114.903767
8Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1   Daniel Svensson      DEF    Borussia Dortmund    19535626.0  181.556782   \n",
+       "2    Josip Stanišić      DEF    FC Bayern München    16727483.0  160.727699   \n",
+       "3     Jordy Makengo      DEF          SC Freiburg    10018922.0  137.771046   \n",
+       "4    Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "5   Kacper Potulski      DEF      1. FSV Mainz 05     7481720.0  119.274598   \n",
+       "6   Derry Scherhant      MID          SC Freiburg    11194489.0  131.816893   \n",
+       "7         Tom Krauß      MID           1. FC Köln     7949571.0  114.903767   \n",
+       "8   Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "9     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "10   Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0  104.067444   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5           \n",
+       "6           \n",
+       "7           \n",
+       "8      Yes  \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Selected lineup saved to: C:\\kickbase project\\outputs\\selected_lineups\\kickbasekis-arena.json\n"
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_150m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101645_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €2.5m: €152,500,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
      ]
-    }
-   ],
-   "source": [
-    "\n",
-    "\n",
-    "# Selection is intentionally separate from the timestamped optimizer export.\n",
-    "selected_lineup_snapshot = build_selected_lineup_snapshot(\n",
-    "    league='KickbaseKIS Arena',\n",
-    "    source='optimizer_v2_per_match',\n",
-    "    prepared=prepared,\n",
-    "    sorted_indices=sorted_indices,\n",
-    "    captain_index=int(winner.captain_index),\n",
-    "    total_score_units=int(winner.total_score_units),\n",
-    "    metadata=metadata,\n",
-    "    matchday=matchday,\n",
-    "    formation=winner.formation,\n",
-    ")\n",
-    "selected_lineup_path = select_lineup_interactively(selected_lineup_snapshot)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
+    },
+    {
+     "data": {
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+       "
FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1782.490827€152,352,616
14-2-4Optimal1763.42675€151,349,708
23-4-3Optimal1766.988228€152,179,725
34-3-3Optimal1778.955406€152,039,291
45-3-2Optimal1781.854634€152,395,408
53-5-2Optimal1768.469482€152,205,990
65-4-1Optimal1781.11686€151,589,548
74-5-1Optimal1776.130797€151,844,341
83-6-1Optimal1758.156073€152,201,604
95-2-3Optimal1783.488513€152,320,705
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1782.490827      €152,352,616\n",
+       "1     4-2-4       Optimal                    1763.42675      €151,349,708\n",
+       "2     3-4-3       Optimal                   1766.988228      €152,179,725\n",
+       "3     4-3-3       Optimal                   1778.955406      €152,039,291\n",
+       "4     5-3-2       Optimal                   1781.854634      €152,395,408\n",
+       "5     3-5-2       Optimal                   1768.469482      €152,205,990\n",
+       "6     5-4-1       Optimal                    1781.11686      €151,589,548\n",
+       "7     4-5-1       Optimal                   1776.130797      €151,844,341\n",
+       "8     3-6-1       Optimal                   1758.156073      €152,201,604\n",
+       "9     5-2-3       Optimal                   1783.488513      €152,320,705"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 5-2-3\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1783.488513\n",
+      "Recommended captain: Daniel Svensson\n",
+      "Total squad value: €152,320,705\n",
+      "Remaining budget: €179,295\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782Yes
2Josip StanišićDEFFC Bayern München16727483.0160.727699
3Jordy MakengoDEFSC Freiburg10018922.0137.771046
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Kacper PotulskiDEF1. FSV Mainz 057481720.0119.274598
6Jobe BellinghamMIDBorussia Dortmund18915662.0167.249318
7Ezequiél FernándezMIDBayer 04 Leverkusen11550806.0131.484888
8Igor MatanovićFORSC Freiburg22245370.0162.25504
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
"
+      ],
+      "text/plain": [
+       "             Full Name Position                 Club In-Game Value  \\\n",
+       "0         Manuel Neuer       GK    FC Bayern München    14858009.0   \n",
+       "1      Daniel Svensson      DEF    Borussia Dortmund    19535626.0   \n",
+       "2       Josip Stanišić      DEF    FC Bayern München    16727483.0   \n",
+       "3        Jordy Makengo      DEF          SC Freiburg    10018922.0   \n",
+       "4       Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0   \n",
+       "5      Kacper Potulski      DEF      1. FSV Mainz 05     7481720.0   \n",
+       "6      Jobe Bellingham      MID    Borussia Dortmund    18915662.0   \n",
+       "7   Ezequiél Fernández      MID  Bayer 04 Leverkusen    11550806.0   \n",
+       "8       Igor Matanović      FOR          SC Freiburg    22245370.0   \n",
+       "9        Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   \n",
+       "10      Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0   \n",
+       "\n",
+       "         Score Captain  \n",
+       "0   158.139427          \n",
+       "1   181.556782     Yes  \n",
+       "2   160.727699          \n",
+       "3   137.771046          \n",
+       "4   134.262019          \n",
+       "5   119.274598          \n",
+       "6   167.249318          \n",
+       "7   131.484888          \n",
+       "8    162.25504          \n",
+       "9    145.14347          \n",
+       "10  104.067444          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_152_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101649_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €5m: €155,000,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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+       "
FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1782.490827€152,352,616
14-2-4Optimal1780.007871€154,950,943
23-4-3Optimal1776.801103€153,364,527
34-3-3Optimal1791.108567€153,984,491
45-3-2Optimal1794.16256€154,877,458
53-5-2Optimal1773.357909€153,538,233
65-4-1Optimal1786.554251€154,940,517
74-5-1Optimal1781.173989€153,713,434
83-6-1Optimal1772.041071€154,899,051
95-2-3Optimal1795.479398€153,516,640
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1782.490827      €152,352,616\n",
+       "1     4-2-4       Optimal                   1780.007871      €154,950,943\n",
+       "2     3-4-3       Optimal                   1776.801103      €153,364,527\n",
+       "3     4-3-3       Optimal                   1791.108567      €153,984,491\n",
+       "4     5-3-2       Optimal                    1794.16256      €154,877,458\n",
+       "5     3-5-2       Optimal                   1773.357909      €153,538,233\n",
+       "6     5-4-1       Optimal                   1786.554251      €154,940,517\n",
+       "7     4-5-1       Optimal                   1781.173989      €153,713,434\n",
+       "8     3-6-1       Optimal                   1772.041071      €154,899,051\n",
+       "9     5-2-3       Optimal                   1795.479398      €153,516,640"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 5-2-3\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1795.479398\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €153,516,640\n",
+      "Remaining budget: €1,483,360\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Josip StanišićDEFFC Bayern München16727483.0160.727699
3Jordy MakengoDEFSC Freiburg10018922.0137.771046
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Kacper PotulskiDEF1. FSV Mainz 057481720.0119.274598
6Derry ScherhantMIDSC Freiburg11194489.0131.816893
7Ezequiél FernándezMIDBayer 04 Leverkusen11550806.0131.484888
8Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Marin LjubičićFOR1. FC Union Berlin4643553.0104.067444
\n",
+       "
"
+      ],
+      "text/plain": [
+       "             Full Name Position                 Club In-Game Value  \\\n",
+       "0         Manuel Neuer       GK    FC Bayern München    14858009.0   \n",
+       "1      Daniel Svensson      DEF    Borussia Dortmund    19535626.0   \n",
+       "2       Josip Stanišić      DEF    FC Bayern München    16727483.0   \n",
+       "3        Jordy Makengo      DEF          SC Freiburg    10018922.0   \n",
+       "4       Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0   \n",
+       "5      Kacper Potulski      DEF      1. FSV Mainz 05     7481720.0   \n",
+       "6      Derry Scherhant      MID          SC Freiburg    11194489.0   \n",
+       "7   Ezequiél Fernández      MID  Bayer 04 Leverkusen    11550806.0   \n",
+       "8      Serhou Guirassy      FOR    Borussia Dortmund    31162478.0   \n",
+       "9        Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   \n",
+       "10      Marin Ljubičić      FOR   1. FC Union Berlin     4643553.0   \n",
+       "\n",
+       "         Score Captain  \n",
+       "0   158.139427          \n",
+       "1   181.556782          \n",
+       "2   160.727699          \n",
+       "3   137.771046          \n",
+       "4   134.262019          \n",
+       "5   119.274598          \n",
+       "6   131.816893          \n",
+       "7   131.484888          \n",
+       "8   195.617566     Yes  \n",
+       "9    145.14347          \n",
+       "10  104.067444          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101653_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €7.5m: €157,500,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1794.680156€156,677,552
14-2-4Optimal1792.613988€156,359,936
23-4-3Optimal1781.975649€155,170,108
34-3-3Optimal1794.730911€157,012,564
45-3-2Optimal1806.315721€156,822,658
53-5-2Optimal1782.875339€157,388,311
65-4-1Optimal1797.697981€155,190,783
74-5-1Optimal1793.32715€155,658,634
83-6-1Optimal1784.194232€156,844,251
95-2-3Optimal1801.532021€157,080,667
\n",
+       "
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+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1794.680156      €156,677,552\n",
+       "1     4-2-4       Optimal                   1792.613988      €156,359,936\n",
+       "2     3-4-3       Optimal                   1781.975649      €155,170,108\n",
+       "3     4-3-3       Optimal                   1794.730911      €157,012,564\n",
+       "4     5-3-2       Optimal                   1806.315721      €156,822,658\n",
+       "5     3-5-2       Optimal                   1782.875339      €157,388,311\n",
+       "6     5-4-1       Optimal                   1797.697981      €155,190,783\n",
+       "7     4-5-1       Optimal                    1793.32715      €155,658,634\n",
+       "8     3-6-1       Optimal                   1784.194232      €156,844,251\n",
+       "9     5-2-3       Optimal                   1801.532021      €157,080,667"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 5-3-2\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1806.315721\n",
+      "Recommended captain: Serhou Guirassy\n",
+      "Total squad value: €156,822,658\n",
+      "Remaining budget: €677,342\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Josip StanišićDEFFC Bayern München16727483.0160.727699
3Jordy MakengoDEFSC Freiburg10018922.0137.771046
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Kacper PotulskiDEF1. FSV Mainz 057481720.0119.274598
6Derry ScherhantMIDSC Freiburg11194489.0131.816893
7Ezequiél FernándezMIDBayer 04 Leverkusen11550806.0131.484888
8Tom KraußMID1. FC Köln7949571.0114.903767
9Serhou GuirassyFORBorussia Dortmund31162478.0195.617566Yes
10Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
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+      ],
+      "text/plain": [
+       "             Full Name Position                 Club In-Game Value  \\\n",
+       "0         Manuel Neuer       GK    FC Bayern München    14858009.0   \n",
+       "1      Daniel Svensson      DEF    Borussia Dortmund    19535626.0   \n",
+       "2       Josip Stanišić      DEF    FC Bayern München    16727483.0   \n",
+       "3        Jordy Makengo      DEF          SC Freiburg    10018922.0   \n",
+       "4       Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0   \n",
+       "5      Kacper Potulski      DEF      1. FSV Mainz 05     7481720.0   \n",
+       "6      Derry Scherhant      MID          SC Freiburg    11194489.0   \n",
+       "7   Ezequiél Fernández      MID  Bayer 04 Leverkusen    11550806.0   \n",
+       "8            Tom Krauß      MID           1. FC Köln     7949571.0   \n",
+       "9      Serhou Guirassy      FOR    Borussia Dortmund    31162478.0   \n",
+       "10       Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   \n",
+       "\n",
+       "         Score Captain  \n",
+       "0   158.139427          \n",
+       "1   181.556782          \n",
+       "2   160.727699          \n",
+       "3   137.771046          \n",
+       "4   134.262019          \n",
+       "5   119.274598          \n",
+       "6   131.816893          \n",
+       "7   131.484888          \n",
+       "8   114.903767          \n",
+       "9   195.617566     Yes  \n",
+       "10   145.14347          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101657_+0200.csv\n",
+      "\n",
+      "=== Input ===\n",
+      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "Retrieval timestamp: 20260911_094008_+0200\n",
+      "Score method: sofascore_overall_rating_odds_lineup\n",
+      "Metric-creation timestamp: 20260911_101239_+0200\n",
+      "Requested matchday: 3\n",
+      "Match JSON source used: SofaScore\n",
+      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json\n",
+      "Detected/used market-value unit: euros -> integer euros\n"
+     ]
+    }
+   ],
+   "source": [
+    "metadata = discover_latest_score(EXPECTED_POINTS_DIR)\n",
+    "print('Selected score input:')\n",
+    "print(f'  File: {metadata.path}')\n",
+    "print(f'  Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
+    "print(f'  Method: {metadata.method}')\n",
+    "print(f'  Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
+    "\n",
+    "matchday = request_matchday()\n",
+    "matches, match_source, match_path = load_matchday_matches(matchday)\n",
+    "prepared, mapped_matches, mapping_table = prepare_optimization_data(metadata.path, matches)\n",
+    "\n",
+    "print('\\nMatch-to-club mapping diagnostics:')\n",
+    "print(mapping_table.to_string(index=False))\n",
+    "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
+    "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
+    "\n",
+    "base_budget_eur = BUDGET_EUR\n",
+    "budget_scenarios = (\n",
+    "    ('Base budget', base_budget_eur),\n",
+    "    ('Base budget + €2.5m', base_budget_eur + 2_500_000),\n",
+    "    ('Base budget + €5m', base_budget_eur + 5_000_000),\n",
+    "    ('Base budget + €7.5m', base_budget_eur + 7_500_000),\n",
+    ")\n",
+    "scenario_solutions = {}\n",
+    "\n",
+    "for scenario_name, scenario_budget_eur in budget_scenarios:\n",
+    "    BUDGET_EUR = scenario_budget_eur\n",
+    "    print('\\n' + '=' * 80)\n",
+    "    print(f'{scenario_name}: €{scenario_budget_eur:,}')\n",
+    "    formation_results = evaluate_all_formations(prepared, mapped_matches, solver_msg=False)\n",
+    "    comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
+    "    print('\\nFormation comparison:')\n",
+    "    display(comparison_table)\n",
+    "\n",
+    "    winner = select_global_winner(formation_results)\n",
+    "    verify_winning_solution(winner, prepared, mapped_matches)\n",
+    "    final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
+    "    if list(final_squad.columns) != prepared.original_columns:\n",
+    "        raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
+    "    selected_player_table = build_selected_player_table(\n",
+    "        prepared, sorted_indices, int(winner.captain_index)\n",
+    "    )\n",
+    "    output_path = export_verified_squad(final_squad, metadata, scenario_budget_eur)\n",
+    "    scenario_solutions[scenario_name] = {\n",
+    "        'budget_eur': scenario_budget_eur,\n",
+    "        'winner': winner,\n",
+    "        'final_squad': final_squad,\n",
+    "        'sorted_indices': sorted_indices,\n",
+    "        'selected_player_table': selected_player_table,\n",
+    "        'output_path': output_path,\n",
+    "    }\n",
+    "\n",
+    "    total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
+    "    remaining_budget = scenario_budget_eur - int(winner.total_value_eur)\n",
+    "    print('\\n=== Optimization result ===')\n",
+    "    print(f'Chosen formation: {winner.formation}')\n",
+    "    print(f'Solver status: {winner.status}')\n",
+    "    print(f'Total score (captain doubled): {total_score_text}')\n",
+    "    print('Recommended captain: ' + str(\n",
+    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
+    "    ))\n",
+    "    print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
+    "    print(f'Remaining budget: €{remaining_budget:,}')\n",
+    "    print('\\n=== Selected players ===')\n",
+    "    display(selected_player_table)\n",
+    "    print(f'\\nOptimized squad CSV: {output_path}')\n",
+    "\n",
+    "print('\\n=== Input ===')\n",
+    "print(f'Score input file: {metadata.path}')\n",
+    "print(f'Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
+    "print(f'Score method: {metadata.method}')\n",
+    "print(f'Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
+    "print(f'Requested matchday: {matchday}')\n",
+    "print(f'Match JSON source used: {match_source}')\n",
+    "print(f'Match JSON path: {match_path}')\n",
+    "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
+    "\n",
+    "# Restore the configured budget after calculating all four scenarios.\n",
+    "BUDGET_EUR = base_budget_eur\n",
+    "base_solution = scenario_solutions['Base budget']\n",
+    "winner = base_solution['winner']\n",
+    "final_squad = base_solution['final_squad']\n",
+    "sorted_indices = base_solution['sorted_indices']\n",
+    "selected_player_table = base_solution['selected_player_table']\n",
+    "output_path = base_solution['output_path']\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "981dbc7f",
+   "metadata": {},
+   "source": [
+    "## 8. Select this lineup\n",
+    "\n",
+    "Select a verified result only when it should become this league's canonical lineup.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "9e6563fe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Selected-lineup persistence is shared by every squad workflow.\n",
+    "import sys\n",
+    "\n",
+    "if str(PROJECT_ROOT) not in sys.path:\n",
+    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
+    "\n",
+    "from selected_lineups import make_selected_lineup, select_lineup_interactively\n",
+    "\n",
+    "\n",
+    "def build_selected_lineup_snapshot(\n",
+    "    league: str,\n",
+    "    source: str,\n",
+    "    prepared: PreparedData,\n",
+    "    sorted_indices: list[int],\n",
+    "    captain_index: int,\n",
+    "    total_score_units: int,\n",
+    "    metadata: ScoreMetadata,\n",
+    "    matchday: int,\n",
+    "    formation: str,\n",
+    ") -> dict[str, Any]:\n",
+    "    \"\"\"Create a portable selected-lineup snapshot from verified notebook data.\"\"\"\n",
+    "    players = []\n",
+    "    for index in sorted_indices:\n",
+    "        team_key = prepared.team_keys.loc[index]\n",
+    "        players.append(\n",
+    "            {\n",
+    "                'id': prepared.df.loc[index, prepared.columns['player_id']],\n",
+    "                'name': prepared.df.loc[index, prepared.columns['player_name']],\n",
+    "                'position': prepared.positions.loc[index],\n",
+    "                'market_value': prepared.df.loc[index, prepared.columns['market_value']],\n",
+    "                'market_value_eur': int(prepared.value_eur.loc[index]),\n",
+    "                'club': TEAM_DISPLAY_NAMES[team_key],\n",
+    "                'expected_points': prepared.df.loc[index, prepared.columns['score']],\n",
+    "                'captain': index == captain_index,\n",
+    "            }\n",
+    "        )\n",
+    "    return make_selected_lineup(\n",
+    "        league=league,\n",
+    "        players=players,\n",
+    "        expected_points={\n",
+    "            'value': format_score(total_score_units, prepared.score_scale),\n",
+    "            'label': 'Total expected points (captain doubled)',\n",
+    "            'includes_captain_bonus': True,\n",
+    "        },\n",
+    "        source=source,\n",
+    "        metadata={\n",
+    "            'score_input_file': str(metadata.path),\n",
+    "            'score_method': metadata.method,\n",
+    "            'metric_creation_timestamp': metadata.metric_creation_timestamp,\n",
+    "            'matchday': matchday,\n",
+    "            'formation': formation,\n",
+    "        },\n",
+    "    )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "=== Choose lineup budget scenario ===\n",
+      "  1. Base budget (€150,000,000) — 5-2-3, 1778.898277 points\n",
+      "  2. Base budget + €2.5m (€152,500,000) — 5-2-3, 1783.488513 points\n",
+      "  3. Base budget + €5m (€155,000,000) — 5-2-3, 1795.479398 points\n",
+      "  4. Base budget + €7.5m (€157,500,000) — 5-3-2, 1806.315721 points\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select the lineup to save [1-4]:  2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Selected scenario: Base budget + €2.5m (€152,500,000).\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select this lineup for KickbaseKIS Arena? [y/n]:  n\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lineup was not selected; the existing selection is unchanged.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Selection is intentionally separate from the timestamped optimizer exports.\n",
+    "scenario_names = tuple(scenario_solutions)\n",
+    "print('\\n=== Choose lineup budget scenario ===')\n",
+    "for number, scenario_name in enumerate(scenario_names, start=1):\n",
+    "    scenario = scenario_solutions[scenario_name]\n",
+    "    scenario_winner = scenario['winner']\n",
+    "    score_text = format_score(scenario_winner.total_score_units, prepared.score_scale)\n",
+    "    print(\n",
+    "        f'  {number}. {scenario_name} (€{scenario[\"budget_eur\"]:,}) — '\n",
+    "        f'{scenario_winner.formation}, {score_text} points'\n",
+    "    )\n",
+    "\n",
+    "while True:\n",
+    "    answer = input(f'Select the lineup to save [1-{len(scenario_names)}]: ').strip()\n",
+    "    try:\n",
+    "        selected_number = int(answer)\n",
+    "    except ValueError:\n",
+    "        print('Please enter a scenario number.')\n",
+    "        continue\n",
+    "    if 1 <= selected_number <= len(scenario_names):\n",
+    "        selected_scenario_name = scenario_names[selected_number - 1]\n",
+    "        break\n",
+    "    print(f'Please enter a number from 1 to {len(scenario_names)}.')\n",
+    "\n",
+    "selected_scenario = scenario_solutions[selected_scenario_name]\n",
+    "winner = selected_scenario['winner']\n",
+    "sorted_indices = selected_scenario['sorted_indices']\n",
+    "\n",
+    "selected_lineup_snapshot = build_selected_lineup_snapshot(\n",
+    "    league='KickbaseKIS Arena',\n",
+    "    source='optimizer_v2_per_match',\n",
+    "    prepared=prepared,\n",
+    "    sorted_indices=sorted_indices,\n",
+    "    captain_index=int(winner.captain_index),\n",
+    "    total_score_units=int(winner.total_score_units),\n",
+    "    metadata=metadata,\n",
+    "    matchday=matchday,\n",
+    "    formation=winner.formation,\n",
+    ")\n",
+    "selected_lineup_snapshot['metadata']['budget_scenario'] = selected_scenario_name\n",
+    "selected_lineup_snapshot['metadata']['budget_eur'] = selected_scenario['budget_eur']\n",
+    "print(f'Selected scenario: {selected_scenario_name} (€{selected_scenario[\"budget_eur\"]:,}).')\n",
+    "selected_lineup_path = select_lineup_interactively(selected_lineup_snapshot)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
    "id": "prune-timestamped-outputs",
    "metadata": {},
    "outputs": [
@@ -1799,7 +3044,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Pruned 0 expired timestamped output(s).\n"
+      "Pruned 4 expired timestamped output(s).\n"
      ]
     }
    ],
diff --git a/notebooks/07_squad_optimisation/optimize_squad_v1.ipynb b/notebooks/07_squad_optimisation/optimize_squad_v1.ipynb
index bd007b9..01c20b2 100644
--- a/notebooks/07_squad_optimisation/optimize_squad_v1.ipynb
+++ b/notebooks/07_squad_optimisation/optimize_squad_v1.ipynb
@@ -26,7 +26,10 @@
     "\n",
     "After solving, every constraint and the captain assignment are recalculated independently from the selected dataframe. Only a verified squad is sorted `GK → DEF → MID → FOR` (score descending within each group) and saved to `C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_{method}_{retrieval_timestamp}_{metric_creation_timestamp}_{squad_optimisation_timestamp}.csv`. The notebook output identifies the recommended captain; the export remains exactly the 11 selected rows with all—and only—the original score columns.\n",
     "\n",
-    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically."
+    "Required packages are `pandas`, `IPython`/Jupyter, and `PuLP` with an available CBC solver. Standard-library modules used are `pathlib`, `json`, `datetime`, `decimal`, `re`, `math`, `unicodedata`, `warnings`, and `dataclasses`. The notebook does not install packages automatically.\n",
+    "## Budget-variance scenarios\n",
+    "\n",
+    "Every run calculates and displays independent squads at the configured budget, plus €2.5m, plus €5m, and plus €7.5m. The selection step lets you choose any one of the four squads as the canonical lineup.\n"
    ]
   },
   {
@@ -1435,15 +1438,19 @@
     "\n",
     "# Handle verified squad for reuse in the workflow.\n",
     "def export_verified_squad(\n",
-    "    squad_df: pd.DataFrame, metadata: ScoreMetadata\n",
+    "    squad_df: pd.DataFrame, metadata: ScoreMetadata, budget_eur: int\n",
     ") -> Path:\n",
     "    # Validate the input before continuing with later processing.\n",
     "    if len(squad_df) != 11:\n",
     "        raise RuntimeError(f'Refusing to export {len(squad_df)} rows; exactly 11 are required.')\n",
+    "    if budget_eur <= 0:\n",
+    "        raise ValueError(f'budget_eur must be positive; received {budget_eur}.')\n",
+    "    budget_label = str(Decimal(budget_eur) / Decimal(1_000_000)).replace('.', '_') + 'm'\n",
     "    optimization_timestamp = datetime.now().astimezone().strftime(TIMESTAMP_FORMAT)\n",
     "    output_name = (\n",
-    "        f'optimized_squad_{metadata.method}_{metadata.retrieval_timestamp}_'\n",
-    "        f'{metadata.metric_creation_timestamp}_{optimization_timestamp}.csv'\n",
+    "        f'optimized_squad_budget_{budget_label}_{metadata.method}_'\n",
+    "        f'{metadata.retrieval_timestamp}_{metadata.metric_creation_timestamp}_'\n",
+    "        f'{optimization_timestamp}.csv'\n",
     "    )\n",
     "    OPTIMIZED_SQUAD_DIR.mkdir(parents=True, exist_ok=True)\n",
     "    output_path = OPTIMIZED_SQUAD_DIR / output_name\n",
@@ -1479,24 +1486,24 @@
      "output_type": "stream",
      "text": [
       "Selected score input:\n",
-      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
-      "  Retrieval timestamp: 20260904_104843_+0200\n",
+      "  File: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "  Retrieval timestamp: 20260911_094008_+0200\n",
       "  Method: sofascore_overall_rating_odds_lineup\n",
-      "  Metric-creation timestamp: 20260904_111301_+0200\n"
+      "  Metric-creation timestamp: 20260911_101239_+0200\n"
      ]
     },
     {
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Enter the matchday to optimise the squad for:  2\n"
+      "Enter the matchday to optimise the squad for:  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json)\n",
+      "Match source used: SofaScore (C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json)\n",
       "Club mapping mode: embedded Kickbase team-ID bridge\n"
      ]
     },
@@ -1514,19 +1521,22 @@
      "text": [
       "\n",
       "Match-to-club mapping diagnostics:\n",
-      " Match ID      JSON Home Team                 CSV Home Club     JSON Away Team           CSV Away Club\n",
-      " 16434036       VfB Stuttgart             VfB Stuttgart (9)         1. FC Köln         1. FC Köln (28)\n",
-      " 16434042 Bayer 04 Leverkusen       Bayer 04 Leverkusen (7) 1. FC Union Berlin 1. FC Union Berlin (40)\n",
-      " 16434028 Borussia M'gladbach Borussia Mönchengladbach (15)   SV 07 Elversberg   SV 07 Elversberg (77)\n",
-      " 16434024     SC Paderborn 07          SC Paderborn 07 (29)        SC Freiburg         SC Freiburg (5)\n",
-      " 16434101    SV Werder Bremen         SV Werder Bremen (10)         RB Leipzig         RB Leipzig (43)\n",
-      " 16434019      TSG Hoffenheim           TSG Hoffenheim (14)  Borussia Dortmund   Borussia Dortmund (3)\n",
-      " 16434032       FC Schalke 04             FC Schalke 04 (8)  FC Bayern München   FC Bayern München (2)\n",
-      " 16434030        Hamburger SV              Hamburger SV (6)    1. FSV Mainz 05    1. FSV Mainz 05 (18)\n",
-      " 16434021 Eintracht Frankfurt       Eintracht Frankfurt (4)        FC Augsburg        FC Augsburg (13)\n",
+      " Match ID     JSON Home Team           CSV Home Club      JSON Away Team                 CSV Away Club\n",
+      " 16434045 1. FC Union Berlin 1. FC Union Berlin (40)       FC Schalke 04             FC Schalke 04 (8)\n",
+      " 16434018    1. FSV Mainz 05    1. FSV Mainz 05 (18) Eintracht Frankfurt       Eintracht Frankfurt (4)\n",
+      " 16434037  Borussia Dortmund   Borussia Dortmund (3)     SC Paderborn 07          SC Paderborn 07 (29)\n",
+      " 16434031        FC Augsburg        FC Augsburg (13) Bayer 04 Leverkusen       Bayer 04 Leverkusen (7)\n",
+      " 16434040        SC Freiburg         SC Freiburg (5) Borussia M'gladbach Borussia Mönchengladbach (15)\n",
+      " 16434035     TSG Hoffenheim     TSG Hoffenheim (14)       VfB Stuttgart             VfB Stuttgart (9)\n",
+      " 16434027         1. FC Köln         1. FC Köln (28)    SV Werder Bremen         SV Werder Bremen (10)\n",
+      " 16434043         RB Leipzig         RB Leipzig (43)        Hamburger SV              Hamburger SV (6)\n",
+      " 16434041   SV 07 Elversberg   SV 07 Elversberg (77)   FC Bayern München         FC Bayern München (2)\n",
       "\n",
-      "Validated 467 player rows once before formation solving.\n",
+      "Validated 461 player rows once before formation solving.\n",
       "Detected market-value unit: euros; internal optimization unit: euros.\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget: €250,000,000\n",
       "Solving formation 4-4-2 ...\n",
       "  Status: Optimal\n",
       "Solving formation 4-2-4 ...\n",
@@ -1583,71 +1593,71 @@
        "      0\n",
        "      4-4-2\n",
        "      Optimal\n",
-       "      1849.340931\n",
-       "      €246,805,560\n",
+       "      1984.269353\n",
+       "      €247,985,565\n",
        "    \n",
        "    \n",
        "      1\n",
        "      4-2-4\n",
        "      Optimal\n",
-       "      1838.039764\n",
-       "      €249,638,438\n",
+       "      1991.033225\n",
+       "      €247,139,268\n",
        "    \n",
        "    \n",
        "      2\n",
        "      3-4-3\n",
        "      Optimal\n",
-       "      1853.572534\n",
-       "      €243,425,082\n",
+       "      1990.591057\n",
+       "      €246,527,061\n",
        "    \n",
        "    \n",
        "      3\n",
        "      4-3-3\n",
        "      Optimal\n",
-       "      1849.257374\n",
-       "      €244,846,162\n",
+       "      1997.230122\n",
+       "      €249,109,414\n",
        "    \n",
        "    \n",
        "      4\n",
        "      5-3-2\n",
        "      Optimal\n",
-       "      1846.500028\n",
-       "      €247,973,601\n",
+       "      1986.247546\n",
+       "      €249,239,282\n",
        "    \n",
        "    \n",
        "      5\n",
        "      3-5-2\n",
        "      Optimal\n",
-       "      1854.177223\n",
-       "      €249,922,612\n",
+       "      1977.630288\n",
+       "      €245,403,212\n",
        "    \n",
        "    \n",
        "      6\n",
        "      5-4-1\n",
        "      Optimal\n",
-       "      1840.667519\n",
-       "      €249,995,021\n",
+       "      1971.248109\n",
+       "      €244,721,416\n",
        "    \n",
        "    \n",
        "      7\n",
        "      4-5-1\n",
        "      Optimal\n",
-       "      1842.940946\n",
-       "      €247,294,947\n",
+       "      1964.609044\n",
+       "      €242,139,063\n",
        "    \n",
        "    \n",
        "      8\n",
        "      3-6-1\n",
        "      Optimal\n",
-       "      1846.009183\n",
-       "      €249,668,614\n",
+       "      1957.837997\n",
+       "      €248,019,240\n",
        "    \n",
        "    \n",
        "      9\n",
        "      5-2-3\n",
        "      Optimal\n",
-       "      1839.332023\n",
-       "      €240,426,126\n",
+       "      1995.436827\n",
+       "      €249,288,184\n",
        "    \n",
        "  \n",
        "\n",
@@ -1655,16 +1665,16 @@
       ],
       "text/plain": [
        "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
-       "0     4-4-2       Optimal                   1849.340931      €246,805,560\n",
-       "1     4-2-4       Optimal                   1838.039764      €249,638,438\n",
-       "2     3-4-3       Optimal                   1853.572534      €243,425,082\n",
-       "3     4-3-3       Optimal                   1849.257374      €244,846,162\n",
-       "4     5-3-2       Optimal                   1846.500028      €247,973,601\n",
-       "5     3-5-2       Optimal                   1854.177223      €249,922,612\n",
-       "6     5-4-1       Optimal                   1840.667519      €249,995,021\n",
-       "7     4-5-1       Optimal                   1842.940946      €247,294,947\n",
-       "8     3-6-1       Optimal                   1846.009183      €249,668,614\n",
-       "9     5-2-3       Optimal                   1839.332023      €240,426,126"
+       "0     4-4-2       Optimal                   1984.269353      €247,985,565\n",
+       "1     4-2-4       Optimal                   1991.033225      €247,139,268\n",
+       "2     3-4-3       Optimal                   1990.591057      €246,527,061\n",
+       "3     4-3-3       Optimal                   1997.230122      €249,109,414\n",
+       "4     5-3-2       Optimal                   1986.247546      €249,239,282\n",
+       "5     3-5-2       Optimal                   1977.630288      €245,403,212\n",
+       "6     5-4-1       Optimal                   1971.248109      €244,721,416\n",
+       "7     4-5-1       Optimal                   1964.609044      €242,139,063\n",
+       "8     3-6-1       Optimal                   1957.837997      €248,019,240\n",
+       "9     5-2-3       Optimal                   1995.436827      €249,288,184"
       ]
      },
      "metadata": {},
@@ -1676,216 +1686,1444 @@
      "text": [
       "Independent post-solve verification passed.\n",
       "\n",
-      "=== Input ===\n",
-      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv\n",
-      "Retrieval timestamp: 20260904_104843_+0200\n",
-      "Score method: sofascore_overall_rating_odds_lineup\n",
-      "Metric-creation timestamp: 20260904_111301_+0200\n",
-      "Requested matchday: 2\n",
-      "Maximum players per team requested: 2\n",
-      "Minimum distinct teams requested: 6\n",
-      "Match JSON source used: SofaScore\n",
-      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_2.json\n",
-      "Detected/used market-value unit: euros -> integer euros\n",
-      "\n",
       "=== Optimization result ===\n",
-      "Chosen formation: 3-5-2\n",
+      "Chosen formation: 4-3-3\n",
       "Solver status: Optimal\n",
-      "Total score (captain doubled): 1854.177223\n",
-      "Recommended captain: Dayot Upamecano\n",
-      "Total squad value: €249,922,612\n",
-      "Remaining budget: €77,388\n",
+      "Total score (captain doubled): 1997.230122\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €249,109,414\n",
+      "Remaining budget: €890,586\n",
       "\n",
-      "=== Selected players ===\n",
-      "        Full Name Position                     Club In-Game Value      Score Captain\n",
-      "   Fabian Bredlow       GK            VfB Stuttgart    12223174.0 172.630075        \n",
-      "  Dayot Upamecano      DEF        FC Bayern München    33398087.0 195.244722     Yes\n",
-      " Miguel Gutiérrez      DEF      Bayer 04 Leverkusen    22040694.0 141.851509        \n",
-      "      Ridle  Baku      DEF               RB Leipzig    19653208.0 133.834329        \n",
-      "   Joshua Kimmich      MID        FC Bayern München    59870453.0 187.336075        \n",
-      "     Aleix García      MID      Bayer 04 Leverkusen    39179941.0 155.051871        \n",
-      "       Hugo Bolin      MID Borussia Mönchengladbach    11456465.0 134.593093        \n",
-      " Ezechiel Banzuzi      MID               RB Leipzig    11245732.0 127.124956        \n",
-      "   Franck Honorat      MID Borussia Mönchengladbach     9095848.0 118.709436        \n",
-      "Dzenan Pejcinovic      FOR            VfB Stuttgart    10929287.0 160.372318        \n",
-      "   Igor Matanović      FOR              SC Freiburg    20829723.0 132.184117        \n",
-      "\n",
-      "=== Output ===\n",
-      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111340_+0200.csv\n"
+      "=== Selected players ===\n"
      ]
-    }
-   ],
-   "source": [
-    "metadata = discover_latest_score(EXPECTED_POINTS_DIR)\n",
-    "print('Selected score input:')\n",
-    "print(f'  File: {metadata.path}')\n",
-    "print(f'  Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
-    "print(f'  Method: {metadata.method}')\n",
-    "print(f'  Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
-    "\n",
-    "matchday = request_matchday()\n",
-    "matches, match_source, match_path = load_matchday_matches(matchday)\n",
-    "prepared, mapped_matches, mapping_table = prepare_optimization_data(metadata.path, matches)\n",
-    "available_team_count = prepared.team_keys.nunique()\n",
-    "maximum_players_per_team = request_maximum_players_per_team(available_team_count)\n",
-    "minimum_team_count = request_minimum_team_count(\n",
-    "    available_team_count, maximum_players_per_team\n",
-    ")\n",
-    "\n",
-    "print('\\nMatch-to-club mapping diagnostics:')\n",
-    "print(mapping_table.to_string(index=False))\n",
-    "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
-    "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
-    "\n",
-    "formation_results = evaluate_all_formations(\n",
-    "    prepared, mapped_matches, maximum_players_per_team, minimum_team_count, solver_msg=False\n",
-    ")\n",
-    "comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
-    "print('\\nFormation comparison:')\n",
-    "display(comparison_table)\n",
-    "\n",
-    "winner = select_global_winner(formation_results)\n",
-    "verify_winning_solution(\n",
-    "    winner, prepared, mapped_matches, maximum_players_per_team, minimum_team_count\n",
-    ")\n",
-    "final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
-    "# Validate the input before continuing with later processing.\n",
-    "if list(final_squad.columns) != prepared.original_columns:\n",
-    "    raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
-    "selected_player_table = build_selected_player_table(prepared, sorted_indices, int(winner.captain_index))\n",
-    "output_path = export_verified_squad(final_squad, metadata)\n",
-    "\n",
-    "total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
-    "remaining_budget = BUDGET_EUR - int(winner.total_value_eur)\n",
-    "\n",
-    "print('\\n=== Input ===')\n",
-    "print(f'Score input file: {metadata.path}')\n",
-    "print(f'Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
-    "print(f'Score method: {metadata.method}')\n",
-    "print(f'Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
-    "print(f'Requested matchday: {matchday}')\n",
-    "print(f'Maximum players per team requested: {maximum_players_per_team}')\n",
-    "print(f'Minimum distinct teams requested: {minimum_team_count}')\n",
-    "print(f'Match JSON source used: {match_source}')\n",
-    "print(f'Match JSON path: {match_path}')\n",
-    "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
-    "\n",
-    "print('\\n=== Optimization result ===')\n",
-    "print(f'Chosen formation: {winner.formation}')\n",
-    "print(f'Solver status: {winner.status}')\n",
-    "print(f'Total score (captain doubled): {total_score_text}')\n",
-    "print(\n",
-    "    'Recommended captain: ' + str(\n",
-    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
-    "    )\n",
-    ")\n",
-    "print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
-    "print(f'Remaining budget: €{remaining_budget:,}')\n",
-    "\n",
-    "print('\\n=== Selected players ===')\n",
-    "print(selected_player_table.to_string(index=False))\n",
-    "\n",
-    "print('\\n=== Output ===')\n",
-    "print(f'Optimized squad CSV: {output_path}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e57e6d36",
-   "metadata": {},
-   "source": [
-    "## 8. Select this lineup\n",
-    "\n",
-    "Select a verified result only when it should become this league's canonical lineup.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "d8ddd441",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Selected-lineup persistence is shared by every squad workflow.\n",
-    "import sys\n",
-    "\n",
-    "if str(PROJECT_ROOT) not in sys.path:\n",
-    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
-    "\n",
-    "from selected_lineups import make_selected_lineup, select_lineup_interactively\n",
-    "\n",
-    "\n",
-    "def build_selected_lineup_snapshot(\n",
-    "    league: str,\n",
-    "    source: str,\n",
-    "    prepared: PreparedData,\n",
-    "    sorted_indices: list[int],\n",
-    "    captain_index: int,\n",
-    "    total_score_units: int,\n",
-    "    metadata: ScoreMetadata,\n",
-    "    matchday: int,\n",
-    "    formation: str,\n",
-    ") -> dict[str, Any]:\n",
-    "    \"\"\"Create a portable selected-lineup snapshot from verified notebook data.\"\"\"\n",
-    "    players = []\n",
-    "    for index in sorted_indices:\n",
-    "        team_key = prepared.team_keys.loc[index]\n",
-    "        players.append(\n",
-    "            {\n",
-    "                'id': prepared.df.loc[index, prepared.columns['player_id']],\n",
-    "                'name': prepared.df.loc[index, prepared.columns['player_name']],\n",
-    "                'position': prepared.positions.loc[index],\n",
-    "                'market_value': prepared.df.loc[index, prepared.columns['market_value']],\n",
-    "                'market_value_eur': int(prepared.value_eur.loc[index]),\n",
-    "                'club': TEAM_DISPLAY_NAMES[team_key],\n",
-    "                'expected_points': prepared.df.loc[index, prepared.columns['score']],\n",
-    "                'captain': index == captain_index,\n",
-    "            }\n",
-    "        )\n",
-    "    return make_selected_lineup(\n",
-    "        league=league,\n",
-    "        players=players,\n",
-    "        expected_points={\n",
-    "            'value': format_score(total_score_units, prepared.score_scale),\n",
-    "            'label': 'Total expected points (captain doubled)',\n",
-    "            'includes_captain_bonus': True,\n",
-    "        },\n",
-    "        source=source,\n",
-    "        metadata={\n",
-    "            'score_input_file': str(metadata.path),\n",
-    "            'score_method': metadata.method,\n",
-    "            'metric_creation_timestamp': metadata.metric_creation_timestamp,\n",
-    "            'matchday': matchday,\n",
-    "            'formation': formation,\n",
-    "        },\n",
-    "    )\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
-   "metadata": {},
-   "outputs": [
+    },
     {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Select this lineup for Bundesliga Arena? [y/n]:  y\n"
-     ]
+     "data": {
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Ridle  BakuDEFRB Leipzig21146865.0155.354124
3Jordy MakengoDEFSC Freiburg10018922.0137.771046
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Michael OliseMIDFC Bayern München65065938.0217.379541Yes
6Antonio NusaMIDRB Leipzig27181846.0160.886678
7Ezequiél FernándezMIDBayer 04 Leverkusen11550806.0131.484888
8Serhou GuirassyFORBorussia Dortmund31162478.0195.617566
9Igor MatanovićFORSC Freiburg22245370.0162.25504
10Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
"
+      ],
+      "text/plain": [
+       "             Full Name Position                 Club In-Game Value  \\\n",
+       "0         Manuel Neuer       GK    FC Bayern München    14858009.0   \n",
+       "1      Daniel Svensson      DEF    Borussia Dortmund    19535626.0   \n",
+       "2          Ridle  Baku      DEF           RB Leipzig    21146865.0   \n",
+       "3        Jordy Makengo      DEF          SC Freiburg    10018922.0   \n",
+       "4       Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0   \n",
+       "5        Michael Olise      MID    FC Bayern München    65065938.0   \n",
+       "6         Antonio Nusa      MID           RB Leipzig    27181846.0   \n",
+       "7   Ezequiél Fernández      MID  Bayer 04 Leverkusen    11550806.0   \n",
+       "8      Serhou Guirassy      FOR    Borussia Dortmund    31162478.0   \n",
+       "9       Igor Matanović      FOR          SC Freiburg    22245370.0   \n",
+       "10       Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   \n",
+       "\n",
+       "         Score Captain  \n",
+       "0   158.139427          \n",
+       "1   181.556782          \n",
+       "2   155.354124          \n",
+       "3   137.771046          \n",
+       "4   134.262019          \n",
+       "5   217.379541     Yes  \n",
+       "6   160.886678          \n",
+       "7   131.484888          \n",
+       "8   195.617566          \n",
+       "9    162.25504          \n",
+       "10   145.14347          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Selected lineup saved to: C:\\kickbase project\\outputs\\selected_lineups\\bundesliga-arena.json\n"
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_250m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101359_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €2.5m: €252,500,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
      ]
-    }
-   ],
-   "source": [
-    "\n",
+    },
+    {
+     "data": {
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+       "
FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1984.269353€247,985,565
14-2-4Optimal1998.735543€251,484,859
23-4-3Optimal1995.060358€250,798,804
34-3-3Optimal1997.230122€249,109,414
45-3-2Optimal1988.678179€250,117,008
53-5-2Optimal1981.261844€251,092,507
65-4-1Optimal1971.248109€244,721,416
74-5-1Optimal1964.609044€242,139,063
83-6-1Optimal1958.378289€252,303,660
95-2-3Optimal1997.86746€250,165,910
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1984.269353      €247,985,565\n",
+       "1     4-2-4       Optimal                   1998.735543      €251,484,859\n",
+       "2     3-4-3       Optimal                   1995.060358      €250,798,804\n",
+       "3     4-3-3       Optimal                   1997.230122      €249,109,414\n",
+       "4     5-3-2       Optimal                   1988.678179      €250,117,008\n",
+       "5     3-5-2       Optimal                   1981.261844      €251,092,507\n",
+       "6     5-4-1       Optimal                   1971.248109      €244,721,416\n",
+       "7     4-5-1       Optimal                   1964.609044      €242,139,063\n",
+       "8     3-6-1       Optimal                   1958.378289      €252,303,660\n",
+       "9     5-2-3       Optimal                    1997.86746      €250,165,910"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 4-2-4\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 1998.735543\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €251,484,859\n",
+      "Remaining budget: €1,015,141\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Ridle  BakuDEFRB Leipzig21146865.0155.354124
3Jordy MakengoDEFSC Freiburg10018922.0137.771046
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Michael OliseMIDFC Bayern München65065938.0217.379541Yes
6Antonio NusaMIDRB Leipzig27181846.0160.886678
7Serhou GuirassyFORBorussia Dortmund31162478.0195.617566
8Igor MatanovićFORSC Freiburg22245370.0162.25504
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Sheraldo BeckerFOR1. FSV Mainz 0513926251.0132.990309
\n",
+       "
"
+      ],
+      "text/plain": [
+       "          Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0      Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1   Daniel Svensson      DEF    Borussia Dortmund    19535626.0  181.556782   \n",
+       "2       Ridle  Baku      DEF           RB Leipzig    21146865.0  155.354124   \n",
+       "3     Jordy Makengo      DEF          SC Freiburg    10018922.0  137.771046   \n",
+       "4    Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "5     Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "6      Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "7   Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "8    Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "9     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "10  Sheraldo Becker      FOR      1. FSV Mainz 05    13926251.0  132.990309   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5      Yes  \n",
+       "6           \n",
+       "7           \n",
+       "8           \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_252_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101401_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €5m: €255,000,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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+       "    \n",
+       "  \n",
+       "
FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1987.900909€253,674,860
14-2-4Optimal1998.735543€251,484,859
23-4-3Optimal1995.060358€250,798,804
34-3-3Optimal2001.699423€253,381,157
45-3-2Optimal1988.678179€250,117,008
53-5-2Optimal1981.261844€251,092,507
65-4-1Optimal1972.229535€253,372,762
74-5-1Optimal1969.452404€254,451,465
83-6-1Optimal1961.681685€253,318,761
95-2-3Optimal2002.336761€254,437,653
\n",
+       "
"
+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1987.900909      €253,674,860\n",
+       "1     4-2-4       Optimal                   1998.735543      €251,484,859\n",
+       "2     3-4-3       Optimal                   1995.060358      €250,798,804\n",
+       "3     4-3-3       Optimal                   2001.699423      €253,381,157\n",
+       "4     5-3-2       Optimal                   1988.678179      €250,117,008\n",
+       "5     3-5-2       Optimal                   1981.261844      €251,092,507\n",
+       "6     5-4-1       Optimal                   1972.229535      €253,372,762\n",
+       "7     4-5-1       Optimal                   1969.452404      €254,451,465\n",
+       "8     3-6-1       Optimal                   1961.681685      €253,318,761\n",
+       "9     5-2-3       Optimal                   2002.336761      €254,437,653"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 5-2-3\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 2002.336761\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €254,437,653\n",
+      "Remaining budget: €562,347\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Ridle  BakuDEFRB Leipzig21146865.0155.354124
3Philipp LienhartDEFSC Freiburg14290665.0142.240347
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Fabio GruberDEF1. FSV Mainz 0512607302.0132.122226
6Michael OliseMIDFC Bayern München65065938.0217.379541Yes
7Antonio NusaMIDRB Leipzig27181846.0160.886678
8Serhou GuirassyFORBorussia Dortmund31162478.0195.617566
9Igor MatanovićFORSC Freiburg22245370.0162.25504
10Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
\n",
+       "
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+      ],
+      "text/plain": [
+       "           Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0       Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1    Daniel Svensson      DEF    Borussia Dortmund    19535626.0  181.556782   \n",
+       "2        Ridle  Baku      DEF           RB Leipzig    21146865.0  155.354124   \n",
+       "3   Philipp Lienhart      DEF          SC Freiburg    14290665.0  142.240347   \n",
+       "4     Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "5       Fabio Gruber      DEF      1. FSV Mainz 05    12607302.0  132.122226   \n",
+       "6      Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "7       Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "8    Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "9     Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "10     Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5           \n",
+       "6      Yes  \n",
+       "7           \n",
+       "8           \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_255m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101405_+0200.csv\n",
+      "\n",
+      "================================================================================\n",
+      "Base budget + €7.5m: €257,500,000\n",
+      "Solving formation 4-4-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-2-4 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-4-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-3-3 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-3-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-5-2 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-4-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 4-5-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 3-6-1 ...\n",
+      "  Status: Optimal\n",
+      "Solving formation 5-2-3 ...\n",
+      "  Status: Optimal\n",
+      "\n",
+      "Formation comparison:\n"
+     ]
+    },
+    {
+     "data": {
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+       "
FormationSolver StatusTotal Score (captain doubled)Total Squad Value
04-4-2Optimal1987.900909€253,674,860
14-2-4Optimal2003.204844€255,756,602
23-4-3Optimal2000.922153€256,939,009
34-3-3Optimal2001.699423€253,381,157
45-3-2Optimal1989.87299€256,894,427
53-5-2Optimal1981.261844€251,092,507
65-4-1Optimal1976.091469€257,033,818
74-5-1Optimal1969.452404€254,451,465
83-6-1Optimal1963.498251€255,627,032
95-2-3Optimal2002.336761€254,437,653
\n",
+       "
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+      ],
+      "text/plain": [
+       "  Formation Solver Status Total Score (captain doubled) Total Squad Value\n",
+       "0     4-4-2       Optimal                   1987.900909      €253,674,860\n",
+       "1     4-2-4       Optimal                   2003.204844      €255,756,602\n",
+       "2     3-4-3       Optimal                   2000.922153      €256,939,009\n",
+       "3     4-3-3       Optimal                   2001.699423      €253,381,157\n",
+       "4     5-3-2       Optimal                    1989.87299      €256,894,427\n",
+       "5     3-5-2       Optimal                   1981.261844      €251,092,507\n",
+       "6     5-4-1       Optimal                   1976.091469      €257,033,818\n",
+       "7     4-5-1       Optimal                   1969.452404      €254,451,465\n",
+       "8     3-6-1       Optimal                   1963.498251      €255,627,032\n",
+       "9     5-2-3       Optimal                   2002.336761      €254,437,653"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Independent post-solve verification passed.\n",
+      "\n",
+      "=== Optimization result ===\n",
+      "Chosen formation: 4-2-4\n",
+      "Solver status: Optimal\n",
+      "Total score (captain doubled): 2003.204844\n",
+      "Recommended captain: Michael Olise\n",
+      "Total squad value: €255,756,602\n",
+      "Remaining budget: €1,743,398\n",
+      "\n",
+      "=== Selected players ===\n"
+     ]
+    },
+    {
+     "data": {
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+       "
Full NamePositionClubIn-Game ValueScoreCaptain
0Manuel NeuerGKFC Bayern München14858009.0158.139427
1Daniel SvenssonDEFBorussia Dortmund19535626.0181.556782
2Ridle  BakuDEFRB Leipzig21146865.0155.354124
3Philipp LienhartDEFSC Freiburg14290665.0142.240347
4Facundo MedinaDEFBayer 04 Leverkusen10472103.0134.262019
5Michael OliseMIDFC Bayern München65065938.0217.379541Yes
6Antonio NusaMIDRB Leipzig27181846.0160.886678
7Serhou GuirassyFORBorussia Dortmund31162478.0195.617566
8Igor MatanovićFORSC Freiburg22245370.0162.25504
9Phillip TietzFOR1. FSV Mainz 0515871451.0145.14347
10Sheraldo BeckerFOR1. FSV Mainz 0513926251.0132.990309
\n",
+       "
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+      ],
+      "text/plain": [
+       "           Full Name Position                 Club In-Game Value       Score  \\\n",
+       "0       Manuel Neuer       GK    FC Bayern München    14858009.0  158.139427   \n",
+       "1    Daniel Svensson      DEF    Borussia Dortmund    19535626.0  181.556782   \n",
+       "2        Ridle  Baku      DEF           RB Leipzig    21146865.0  155.354124   \n",
+       "3   Philipp Lienhart      DEF          SC Freiburg    14290665.0  142.240347   \n",
+       "4     Facundo Medina      DEF  Bayer 04 Leverkusen    10472103.0  134.262019   \n",
+       "5      Michael Olise      MID    FC Bayern München    65065938.0  217.379541   \n",
+       "6       Antonio Nusa      MID           RB Leipzig    27181846.0  160.886678   \n",
+       "7    Serhou Guirassy      FOR    Borussia Dortmund    31162478.0  195.617566   \n",
+       "8     Igor Matanović      FOR          SC Freiburg    22245370.0   162.25504   \n",
+       "9      Phillip Tietz      FOR      1. FSV Mainz 05    15871451.0   145.14347   \n",
+       "10   Sheraldo Becker      FOR      1. FSV Mainz 05    13926251.0  132.990309   \n",
+       "\n",
+       "   Captain  \n",
+       "0           \n",
+       "1           \n",
+       "2           \n",
+       "3           \n",
+       "4           \n",
+       "5      Yes  \n",
+       "6           \n",
+       "7           \n",
+       "8           \n",
+       "9           \n",
+       "10          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Optimized squad CSV: C:\\kickbase project\\outputs\\optimized_squad\\optimized_squad_budget_257_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101407_+0200.csv\n",
+      "\n",
+      "=== Input ===\n",
+      "Score input file: C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv\n",
+      "Retrieval timestamp: 20260911_094008_+0200\n",
+      "Score method: sofascore_overall_rating_odds_lineup\n",
+      "Metric-creation timestamp: 20260911_101239_+0200\n",
+      "Requested matchday: 3\n",
+      "Maximum players per team requested: 2\n",
+      "Minimum distinct teams requested: 6\n",
+      "Match JSON source used: SofaScore\n",
+      "Match JSON path: C:\\kickbase project\\outputs\\sofascore\\match_ids\\match_ids_3.json\n",
+      "Detected/used market-value unit: euros -> integer euros\n"
+     ]
+    }
+   ],
+   "source": [
+    "metadata = discover_latest_score(EXPECTED_POINTS_DIR)\n",
+    "print('Selected score input:')\n",
+    "print(f'  File: {metadata.path}')\n",
+    "print(f'  Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
+    "print(f'  Method: {metadata.method}')\n",
+    "print(f'  Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
+    "\n",
+    "matchday = request_matchday()\n",
+    "matches, match_source, match_path = load_matchday_matches(matchday)\n",
+    "prepared, mapped_matches, mapping_table = prepare_optimization_data(metadata.path, matches)\n",
+    "available_team_count = prepared.team_keys.nunique()\n",
+    "maximum_players_per_team = request_maximum_players_per_team(available_team_count)\n",
+    "minimum_team_count = request_minimum_team_count(\n",
+    "    available_team_count, maximum_players_per_team\n",
+    ")\n",
+    "\n",
+    "print('\\nMatch-to-club mapping diagnostics:')\n",
+    "print(mapping_table.to_string(index=False))\n",
+    "print(f'\\nValidated {len(prepared.df):,} player rows once before formation solving.')\n",
+    "print(f'Detected market-value unit: {prepared.value_unit}; internal optimization unit: euros.')\n",
+    "\n",
+    "base_budget_eur = BUDGET_EUR\n",
+    "budget_scenarios = (\n",
+    "    ('Base budget', base_budget_eur),\n",
+    "    ('Base budget + €2.5m', base_budget_eur + 2_500_000),\n",
+    "    ('Base budget + €5m', base_budget_eur + 5_000_000),\n",
+    "    ('Base budget + €7.5m', base_budget_eur + 7_500_000),\n",
+    ")\n",
+    "scenario_solutions = {}\n",
+    "\n",
+    "for scenario_name, scenario_budget_eur in budget_scenarios:\n",
+    "    BUDGET_EUR = scenario_budget_eur\n",
+    "    print('\\n' + '=' * 80)\n",
+    "    print(f'{scenario_name}: €{scenario_budget_eur:,}')\n",
+    "    formation_results = evaluate_all_formations(prepared, mapped_matches, maximum_players_per_team, minimum_team_count, solver_msg=False)\n",
+    "    comparison_table = formation_comparison(formation_results, prepared.score_scale)\n",
+    "    print('\\nFormation comparison:')\n",
+    "    display(comparison_table)\n",
+    "\n",
+    "    winner = select_global_winner(formation_results)\n",
+    "    verify_winning_solution(winner, prepared, mapped_matches, maximum_players_per_team, minimum_team_count)\n",
+    "    final_squad, sorted_indices = sort_final_squad(winner, prepared)\n",
+    "    if list(final_squad.columns) != prepared.original_columns:\n",
+    "        raise RuntimeError('Final export columns do not exactly match the original CSV columns.')\n",
+    "    selected_player_table = build_selected_player_table(\n",
+    "        prepared, sorted_indices, int(winner.captain_index)\n",
+    "    )\n",
+    "    output_path = export_verified_squad(final_squad, metadata, scenario_budget_eur)\n",
+    "    scenario_solutions[scenario_name] = {\n",
+    "        'budget_eur': scenario_budget_eur,\n",
+    "        'winner': winner,\n",
+    "        'final_squad': final_squad,\n",
+    "        'sorted_indices': sorted_indices,\n",
+    "        'selected_player_table': selected_player_table,\n",
+    "        'output_path': output_path,\n",
+    "    }\n",
+    "\n",
+    "    total_score_text = format_score(winner.total_score_units, prepared.score_scale)\n",
+    "    remaining_budget = scenario_budget_eur - int(winner.total_value_eur)\n",
+    "    print('\\n=== Optimization result ===')\n",
+    "    print(f'Chosen formation: {winner.formation}')\n",
+    "    print(f'Solver status: {winner.status}')\n",
+    "    print(f'Total score (captain doubled): {total_score_text}')\n",
+    "    print('Recommended captain: ' + str(\n",
+    "        prepared.df.loc[winner.captain_index, prepared.columns['player_name']]\n",
+    "    ))\n",
+    "    print(f'Total squad value: €{int(winner.total_value_eur):,}')\n",
+    "    print(f'Remaining budget: €{remaining_budget:,}')\n",
+    "    print('\\n=== Selected players ===')\n",
+    "    display(selected_player_table)\n",
+    "    print(f'\\nOptimized squad CSV: {output_path}')\n",
+    "\n",
+    "print('\\n=== Input ===')\n",
+    "print(f'Score input file: {metadata.path}')\n",
+    "print(f'Retrieval timestamp: {metadata.retrieval_timestamp}')\n",
+    "print(f'Score method: {metadata.method}')\n",
+    "print(f'Metric-creation timestamp: {metadata.metric_creation_timestamp}')\n",
+    "print(f'Requested matchday: {matchday}')\n",
+    "print(f'Maximum players per team requested: {maximum_players_per_team}')\n",
+    "print(f'Minimum distinct teams requested: {minimum_team_count}')\n",
+    "print(f'Match JSON source used: {match_source}')\n",
+    "print(f'Match JSON path: {match_path}')\n",
+    "print(f'Detected/used market-value unit: {prepared.value_unit} -> integer euros')\n",
+    "\n",
+    "# Restore the configured budget after calculating all four scenarios.\n",
+    "BUDGET_EUR = base_budget_eur\n",
+    "base_solution = scenario_solutions['Base budget']\n",
+    "winner = base_solution['winner']\n",
+    "final_squad = base_solution['final_squad']\n",
+    "sorted_indices = base_solution['sorted_indices']\n",
+    "selected_player_table = base_solution['selected_player_table']\n",
+    "output_path = base_solution['output_path']\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e57e6d36",
+   "metadata": {},
+   "source": [
+    "## 8. Select this lineup\n",
+    "\n",
+    "Select a verified result only when it should become this league's canonical lineup.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "d8ddd441",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Selected-lineup persistence is shared by every squad workflow.\n",
+    "import sys\n",
+    "\n",
+    "if str(PROJECT_ROOT) not in sys.path:\n",
+    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
+    "\n",
+    "from selected_lineups import make_selected_lineup, select_lineup_interactively\n",
+    "\n",
+    "\n",
+    "def build_selected_lineup_snapshot(\n",
+    "    league: str,\n",
+    "    source: str,\n",
+    "    prepared: PreparedData,\n",
+    "    sorted_indices: list[int],\n",
+    "    captain_index: int,\n",
+    "    total_score_units: int,\n",
+    "    metadata: ScoreMetadata,\n",
+    "    matchday: int,\n",
+    "    formation: str,\n",
+    ") -> dict[str, Any]:\n",
+    "    \"\"\"Create a portable selected-lineup snapshot from verified notebook data.\"\"\"\n",
+    "    players = []\n",
+    "    for index in sorted_indices:\n",
+    "        team_key = prepared.team_keys.loc[index]\n",
+    "        players.append(\n",
+    "            {\n",
+    "                'id': prepared.df.loc[index, prepared.columns['player_id']],\n",
+    "                'name': prepared.df.loc[index, prepared.columns['player_name']],\n",
+    "                'position': prepared.positions.loc[index],\n",
+    "                'market_value': prepared.df.loc[index, prepared.columns['market_value']],\n",
+    "                'market_value_eur': int(prepared.value_eur.loc[index]),\n",
+    "                'club': TEAM_DISPLAY_NAMES[team_key],\n",
+    "                'expected_points': prepared.df.loc[index, prepared.columns['score']],\n",
+    "                'captain': index == captain_index,\n",
+    "            }\n",
+    "        )\n",
+    "    return make_selected_lineup(\n",
+    "        league=league,\n",
+    "        players=players,\n",
+    "        expected_points={\n",
+    "            'value': format_score(total_score_units, prepared.score_scale),\n",
+    "            'label': 'Total expected points (captain doubled)',\n",
+    "            'includes_captain_bonus': True,\n",
+    "        },\n",
+    "        source=source,\n",
+    "        metadata={\n",
+    "            'score_input_file': str(metadata.path),\n",
+    "            'score_method': metadata.method,\n",
+    "            'metric_creation_timestamp': metadata.metric_creation_timestamp,\n",
+    "            'matchday': matchday,\n",
+    "            'formation': formation,\n",
+    "        },\n",
+    "    )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a093bb20-eb9c-4365-9175-2c12be0c869a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "=== Choose lineup budget scenario ===\n",
+      "  1. Base budget (€250,000,000) — 4-3-3, 1997.230122 points\n",
+      "  2. Base budget + €2.5m (€252,500,000) — 4-2-4, 1998.735543 points\n",
+      "  3. Base budget + €5m (€255,000,000) — 5-2-3, 2002.336761 points\n",
+      "  4. Base budget + €7.5m (€257,500,000) — 4-2-4, 2003.204844 points\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select the lineup to save [1-4]:  2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Selected scenario: Base budget + €2.5m (€252,500,000).\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "Select this lineup for Bundesliga Arena? [y/n]:  n\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lineup was not selected; the existing selection is unchanged.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Selection is intentionally separate from the timestamped optimizer exports.\n",
+    "scenario_names = tuple(scenario_solutions)\n",
+    "print('\\n=== Choose lineup budget scenario ===')\n",
+    "for number, scenario_name in enumerate(scenario_names, start=1):\n",
+    "    scenario = scenario_solutions[scenario_name]\n",
+    "    scenario_winner = scenario['winner']\n",
+    "    score_text = format_score(scenario_winner.total_score_units, prepared.score_scale)\n",
+    "    print(\n",
+    "        f'  {number}. {scenario_name} (€{scenario[\"budget_eur\"]:,}) — '\n",
+    "        f'{scenario_winner.formation}, {score_text} points'\n",
+    "    )\n",
+    "\n",
+    "while True:\n",
+    "    answer = input(f'Select the lineup to save [1-{len(scenario_names)}]: ').strip()\n",
+    "    try:\n",
+    "        selected_number = int(answer)\n",
+    "    except ValueError:\n",
+    "        print('Please enter a scenario number.')\n",
+    "        continue\n",
+    "    if 1 <= selected_number <= len(scenario_names):\n",
+    "        selected_scenario_name = scenario_names[selected_number - 1]\n",
+    "        break\n",
+    "    print(f'Please enter a number from 1 to {len(scenario_names)}.')\n",
+    "\n",
+    "selected_scenario = scenario_solutions[selected_scenario_name]\n",
+    "winner = selected_scenario['winner']\n",
+    "sorted_indices = selected_scenario['sorted_indices']\n",
     "\n",
-    "# Selection is intentionally separate from the timestamped optimizer export.\n",
     "selected_lineup_snapshot = build_selected_lineup_snapshot(\n",
     "    league='Bundesliga Arena',\n",
     "    source='optimizer_v1',\n",
@@ -1897,6 +3135,9 @@
     "    matchday=matchday,\n",
     "    formation=winner.formation,\n",
     ")\n",
+    "selected_lineup_snapshot['metadata']['budget_scenario'] = selected_scenario_name\n",
+    "selected_lineup_snapshot['metadata']['budget_eur'] = selected_scenario['budget_eur']\n",
+    "print(f'Selected scenario: {selected_scenario_name} (€{selected_scenario[\"budget_eur\"]:,}).')\n",
     "selected_lineup_path = select_lineup_interactively(selected_lineup_snapshot)\n"
    ]
   },
@@ -1910,7 +3151,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Pruned 0 expired timestamped output(s).\n"
+      "Pruned 4 expired timestamped output(s).\n"
      ]
     }
    ],
diff --git a/notebooks/08_visualisation/matchday_report.ipynb b/notebooks/08_visualisation/matchday_report.ipynb
index 5998c94..aafdf5d 100644
--- a/notebooks/08_visualisation/matchday_report.ipynb
+++ b/notebooks/08_visualisation/matchday_report.ipynb
@@ -20,14 +20,14 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Bundesliga matchday (1-34):  1\n"
+      "Bundesliga matchday (1-34):  3\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Loaded 9 canonical fixtures for Matchday 1.\n"
+      "Loaded 9 canonical fixtures for Matchday 3.\n"
      ]
     }
    ],
@@ -402,7 +402,7 @@
     {
      "data": {
       "text/markdown": [
-       "## Matchday 1 overview"
+       "## Matchday 3 overview"
       ],
       "text/plain": [
        ""
@@ -442,84 +442,84 @@
        "    \n",
        "      0\n",
        "      Canonical fixtures\n",
-       "      match_ids_1.json\n",
+       "      match_ids_3.json\n",
        "      Loaded\n",
        "      9 fixtures\n",
        "    \n",
        "    \n",
        "      1\n",
        "      FotMob odds\n",
-       "      matchday_1_odds_fotmob.json\n",
+       "      matchday_3_odds_fotmob.json\n",
        "      Loaded\n",
        "      Primary 1X2 source\n",
        "    \n",
        "    \n",
        "      2\n",
        "      SofaScore odds\n",
-       "      matchday_1_odds.json\n",
+       "      matchday_3_odds.json\n",
        "      Loaded\n",
        "      Fallback 1X2 source\n",
        "    \n",
        "    \n",
        "      3\n",
        "      League table\n",
-       "      bundesliga_table_2026-08-28_12-07-58.json\n",
+       "      bundesliga_table_2026-09-09_13-38-34.json\n",
        "      Loaded\n",
        "      Latest league snapshot; it is not matchday-spe...\n",
        "    \n",
        "    \n",
        "      4\n",
        "      Recent form\n",
-       "      team_form_2026-08-28_12-02-52_861945+0200.json\n",
+       "      team_form_2026-09-10_13-03-24_642850+0200.json\n",
        "      Loaded\n",
        "      Latest team-form snapshot; it is not matchday-...\n",
        "    \n",
        "    \n",
        "      5\n",
        "      Upcoming matches\n",
-       "      —\n",
-       "      Omitted\n",
+       "      upcoming_matches_md_3_2026-09-04_10-48-54_5140...\n",
+       "      Loaded\n",
        "      Exact requested_matchday match required.\n",
        "    \n",
        "    \n",
        "      6\n",
        "      SofaScore player ratings\n",
-       "      team_player_average_ratings_2026-08-28_12-08-3...\n",
+       "      team_player_average_ratings_2026-09-10_13-04-3...\n",
        "      Loaded\n",
        "      Must cite the selected form snapshot.\n",
        "    \n",
        "    \n",
        "      7\n",
        "      LigaInsider lineups\n",
-       "      ligainsider_bundesliga_lineups_20260828_120913...\n",
+       "      ligainsider_bundesliga_lineups_20260910_173302...\n",
        "      Loaded\n",
        "      Exact fixture coverage.\n",
        "    \n",
        "    \n",
        "      8\n",
        "      Kickbase lineups\n",
-       "      kickbase_bundesliga_lineups_20260828_121925.json\n",
+       "      kickbase_bundesliga_lineups_20260910_134922.json\n",
        "      Loaded\n",
        "      Exact fixture coverage.\n",
        "    \n",
        "    \n",
        "      9\n",
        "      Kicker lineups\n",
-       "      kicker_bundesliga_lineups_20260828_120953.json\n",
+       "      kicker_bundesliga_lineups_20260910_174117.json\n",
        "      Loaded\n",
        "      Exact fixture coverage.\n",
        "    \n",
        "    \n",
        "      10\n",
        "      RotoWire lineups\n",
-       "      rotowire_bundesliga_lineups_20260828_120848.json\n",
+       "      rotowire_bundesliga_lineups_20260910_174223.json\n",
        "      Loaded\n",
        "      Exact fixture coverage.\n",
        "    \n",
        "    \n",
        "      11\n",
        "      Player expected points\n",
-       "      expected_points_20260828_120706_+0200_sofascor...\n",
+       "      expected_points_20260910_135325_+0200_sofascor...\n",
        "      Loaded\n",
        "      Per-team expected-match points match selected ...\n",
        "    \n",
@@ -542,19 +542,19 @@
        "10          RotoWire lineups   \n",
        "11    Player expected points   \n",
        "\n",
-       "                                        selected_file    state  \\\n",
-       "0                                    match_ids_1.json   Loaded   \n",
-       "1                         matchday_1_odds_fotmob.json   Loaded   \n",
-       "2                                matchday_1_odds.json   Loaded   \n",
-       "3           bundesliga_table_2026-08-28_12-07-58.json   Loaded   \n",
-       "4      team_form_2026-08-28_12-02-52_861945+0200.json   Loaded   \n",
-       "5                                                   —  Omitted   \n",
-       "6   team_player_average_ratings_2026-08-28_12-08-3...   Loaded   \n",
-       "7   ligainsider_bundesliga_lineups_20260828_120913...   Loaded   \n",
-       "8    kickbase_bundesliga_lineups_20260828_121925.json   Loaded   \n",
-       "9      kicker_bundesliga_lineups_20260828_120953.json   Loaded   \n",
-       "10   rotowire_bundesliga_lineups_20260828_120848.json   Loaded   \n",
-       "11  expected_points_20260828_120706_+0200_sofascor...   Loaded   \n",
+       "                                        selected_file   state  \\\n",
+       "0                                    match_ids_3.json  Loaded   \n",
+       "1                         matchday_3_odds_fotmob.json  Loaded   \n",
+       "2                                matchday_3_odds.json  Loaded   \n",
+       "3           bundesliga_table_2026-09-09_13-38-34.json  Loaded   \n",
+       "4      team_form_2026-09-10_13-03-24_642850+0200.json  Loaded   \n",
+       "5   upcoming_matches_md_3_2026-09-04_10-48-54_5140...  Loaded   \n",
+       "6   team_player_average_ratings_2026-09-10_13-04-3...  Loaded   \n",
+       "7   ligainsider_bundesliga_lineups_20260910_173302...  Loaded   \n",
+       "8    kickbase_bundesliga_lineups_20260910_134922.json  Loaded   \n",
+       "9      kicker_bundesliga_lineups_20260910_174117.json  Loaded   \n",
+       "10   rotowire_bundesliga_lineups_20260910_174223.json  Loaded   \n",
+       "11  expected_points_20260910_135325_+0200_sofascor...  Loaded   \n",
        "\n",
        "                                                 note  \n",
        "0                                          9 fixtures  \n",
@@ -604,93 +604,93 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      FC Bayern München vs VfB Stuttgart\n",
+       "      1. FC Union Berlin vs FC Schalke 04\n",
        "      FotMob\n",
-       "      2.50\n",
-       "      0.38\n",
+       "      1.53\n",
+       "      1.21\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      1. FC Köln vs TSG Hoffenheim\n",
+       "      1. FSV Mainz 05 vs Eintracht Frankfurt\n",
        "      FotMob\n",
-       "      1.18\n",
-       "      1.56\n",
+       "      1.74\n",
+       "      1.03\n",
        "    \n",
        "    \n",
        "      2\n",
-       "      1. FC Union Berlin vs Eintracht Frankfurt\n",
+       "      Borussia Dortmund vs SC Paderborn 07\n",
        "      FotMob\n",
-       "      1.34\n",
-       "      1.40\n",
+       "      2.46\n",
+       "      0.41\n",
        "    \n",
        "    \n",
        "      3\n",
-       "      1. FSV Mainz 05 vs SC Paderborn 07\n",
+       "      FC Augsburg vs Bayer 04 Leverkusen\n",
        "      FotMob\n",
-       "      1.98\n",
-       "      0.79\n",
+       "      0.91\n",
+       "      1.86\n",
        "    \n",
        "    \n",
        "      4\n",
-       "      RB Leipzig vs Borussia M'gladbach\n",
+       "      SC Freiburg vs Borussia M'gladbach\n",
        "      FotMob\n",
-       "      2.05\n",
-       "      0.75\n",
+       "      1.93\n",
+       "      0.84\n",
        "    \n",
        "    \n",
        "      5\n",
-       "      SV 07 Elversberg vs Bayer 04 Leverkusen\n",
+       "      TSG Hoffenheim vs VfB Stuttgart\n",
        "      FotMob\n",
-       "      0.75\n",
-       "      2.04\n",
+       "      1.47\n",
+       "      1.29\n",
        "    \n",
        "    \n",
        "      6\n",
-       "      Borussia Dortmund vs Hamburger SV\n",
+       "      1. FC Köln vs SV Werder Bremen\n",
        "      FotMob\n",
-       "      2.36\n",
-       "      0.48\n",
+       "      1.61\n",
+       "      1.12\n",
        "    \n",
        "    \n",
        "      7\n",
-       "      SC Freiburg vs SV Werder Bremen\n",
+       "      RB Leipzig vs Hamburger SV\n",
        "      FotMob\n",
-       "      1.71\n",
-       "      1.03\n",
+       "      2.25\n",
+       "      0.58\n",
        "    \n",
        "    \n",
        "      8\n",
-       "      FC Augsburg vs FC Schalke 04\n",
+       "      SV 07 Elversberg vs FC Bayern München\n",
        "      FotMob\n",
-       "      1.59\n",
-       "      1.15\n",
+       "      0.34\n",
+       "      2.54\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                                     fixture odds source  \\\n",
-       "0         FC Bayern München vs VfB Stuttgart      FotMob   \n",
-       "1               1. FC Köln vs TSG Hoffenheim      FotMob   \n",
-       "2  1. FC Union Berlin vs Eintracht Frankfurt      FotMob   \n",
-       "3         1. FSV Mainz 05 vs SC Paderborn 07      FotMob   \n",
-       "4          RB Leipzig vs Borussia M'gladbach      FotMob   \n",
-       "5    SV 07 Elversberg vs Bayer 04 Leverkusen      FotMob   \n",
-       "6          Borussia Dortmund vs Hamburger SV      FotMob   \n",
-       "7            SC Freiburg vs SV Werder Bremen      FotMob   \n",
-       "8               FC Augsburg vs FC Schalke 04      FotMob   \n",
+       "                                  fixture odds source  home expected points  \\\n",
+       "0     1. FC Union Berlin vs FC Schalke 04      FotMob                  1.53   \n",
+       "1  1. FSV Mainz 05 vs Eintracht Frankfurt      FotMob                  1.74   \n",
+       "2    Borussia Dortmund vs SC Paderborn 07      FotMob                  2.46   \n",
+       "3      FC Augsburg vs Bayer 04 Leverkusen      FotMob                  0.91   \n",
+       "4      SC Freiburg vs Borussia M'gladbach      FotMob                  1.93   \n",
+       "5         TSG Hoffenheim vs VfB Stuttgart      FotMob                  1.47   \n",
+       "6          1. FC Köln vs SV Werder Bremen      FotMob                  1.61   \n",
+       "7              RB Leipzig vs Hamburger SV      FotMob                  2.25   \n",
+       "8   SV 07 Elversberg vs FC Bayern München      FotMob                  0.34   \n",
        "\n",
-       "   home expected points  away expected points  \n",
-       "0                  2.50                  0.38  \n",
-       "1                  1.18                  1.56  \n",
-       "2                  1.34                  1.40  \n",
-       "3                  1.98                  0.79  \n",
-       "4                  2.05                  0.75  \n",
-       "5                  0.75                  2.04  \n",
-       "6                  2.36                  0.48  \n",
-       "7                  1.71                  1.03  \n",
-       "8                  1.59                  1.15  "
+       "   away expected points  \n",
+       "0                  1.21  \n",
+       "1                  1.03  \n",
+       "2                  0.41  \n",
+       "3                  1.86  \n",
+       "4                  0.84  \n",
+       "5                  1.29  \n",
+       "6                  1.12  \n",
+       "7                  0.58  \n",
+       "8                  2.54  "
       ]
      },
      "metadata": {},
@@ -701,226 +701,226 @@
       "application/vnd.plotly.v1+json": {
        "data": [
         {
-         "hovertemplate": "fixture=FC Bayern München vs VfB Stuttgart
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "FC Bayern München vs VfB Stuttgart",
+         "hovertemplate": "fixture=1. FC Union Berlin vs FC Schalke 04
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "1. FC Union Berlin vs FC Schalke 04",
          "marker": {
           "color": "#636efa",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "FC Bayern München vs VfB Stuttgart",
+         "name": "1. FC Union Berlin vs FC Schalke 04",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "FC Bayern München",
-          "VfB Stuttgart"
+          "1. FC Union Berlin",
+          "FC Schalke 04"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "AAAAAAAABEBSuB6F61HYPw==",
+          "bdata": "exSuR+F6+D9cj8L1KFzzPw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=1. FC Köln vs TSG Hoffenheim
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "1. FC Köln vs TSG Hoffenheim",
+         "hovertemplate": "fixture=1. FSV Mainz 05 vs Eintracht Frankfurt
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "1. FSV Mainz 05 vs Eintracht Frankfurt",
          "marker": {
           "color": "#EF553B",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "1. FC Köln vs TSG Hoffenheim",
+         "name": "1. FSV Mainz 05 vs Eintracht Frankfurt",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "1. FC Köln",
-          "TSG Hoffenheim"
+          "1. FSV Mainz 05",
+          "Eintracht Frankfurt"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "4XoUrkfh8j/2KFyPwvX4Pw==",
+          "bdata": "16NwPQrX+z97FK5H4XrwPw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=1. FC Union Berlin vs Eintracht Frankfurt
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "1. FC Union Berlin vs Eintracht Frankfurt",
+         "hovertemplate": "fixture=Borussia Dortmund vs SC Paderborn 07
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "Borussia Dortmund vs SC Paderborn 07",
          "marker": {
           "color": "#00cc96",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "1. FC Union Berlin vs Eintracht Frankfurt",
+         "name": "Borussia Dortmund vs SC Paderborn 07",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "1. FC Union Berlin",
-          "Eintracht Frankfurt"
+          "Borussia Dortmund",
+          "SC Paderborn 07"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "cT0K16Nw9T9mZmZmZmb2Pw==",
+          "bdata": "rkfhehSuA0A9CtejcD3aPw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=1. FSV Mainz 05 vs SC Paderborn 07
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "1. FSV Mainz 05 vs SC Paderborn 07",
+         "hovertemplate": "fixture=FC Augsburg vs Bayer 04 Leverkusen
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "FC Augsburg vs Bayer 04 Leverkusen",
          "marker": {
           "color": "#ab63fa",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "1. FSV Mainz 05 vs SC Paderborn 07",
+         "name": "FC Augsburg vs Bayer 04 Leverkusen",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "1. FSV Mainz 05",
-          "SC Paderborn 07"
+          "FC Augsburg",
+          "Bayer 04 Leverkusen"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "rkfhehSu/z9I4XoUrkfpPw==",
+          "bdata": "H4XrUbge7T/D9Shcj8L9Pw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=RB Leipzig vs Borussia M'gladbach
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "RB Leipzig vs Borussia M'gladbach",
+         "hovertemplate": "fixture=SC Freiburg vs Borussia M'gladbach
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "SC Freiburg vs Borussia M'gladbach",
          "marker": {
           "color": "#FFA15A",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "RB Leipzig vs Borussia M'gladbach",
+         "name": "SC Freiburg vs Borussia M'gladbach",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "RB Leipzig",
+          "SC Freiburg",
           "Borussia M'gladbach"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "ZmZmZmZmAEAAAAAAAADoPw==",
+          "bdata": "4XoUrkfh/j/hehSuR+HqPw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=SV 07 Elversberg vs Bayer 04 Leverkusen
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "SV 07 Elversberg vs Bayer 04 Leverkusen",
+         "hovertemplate": "fixture=TSG Hoffenheim vs VfB Stuttgart
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "TSG Hoffenheim vs VfB Stuttgart",
          "marker": {
           "color": "#19d3f3",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "SV 07 Elversberg vs Bayer 04 Leverkusen",
+         "name": "TSG Hoffenheim vs VfB Stuttgart",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "SV 07 Elversberg",
-          "Bayer 04 Leverkusen"
+          "TSG Hoffenheim",
+          "VfB Stuttgart"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "AAAAAAAA6D9SuB6F61EAQA==",
+          "bdata": "hetRuB6F9z+kcD0K16P0Pw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=Borussia Dortmund vs Hamburger SV
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "Borussia Dortmund vs Hamburger SV",
+         "hovertemplate": "fixture=1. FC Köln vs SV Werder Bremen
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "1. FC Köln vs SV Werder Bremen",
          "marker": {
           "color": "#FF6692",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "Borussia Dortmund vs Hamburger SV",
+         "name": "1. FC Köln vs SV Werder Bremen",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "Borussia Dortmund",
-          "Hamburger SV"
+          "1. FC Köln",
+          "SV Werder Bremen"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "4XoUrkfhAkC4HoXrUbjePw==",
+          "bdata": "w/UoXI/C+T/sUbgehevxPw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=SC Freiburg vs SV Werder Bremen
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "SC Freiburg vs SV Werder Bremen",
+         "hovertemplate": "fixture=RB Leipzig vs Hamburger SV
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "RB Leipzig vs Hamburger SV",
          "marker": {
           "color": "#B6E880",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "SC Freiburg vs SV Werder Bremen",
+         "name": "RB Leipzig vs Hamburger SV",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "SC Freiburg",
-          "SV Werder Bremen"
+          "RB Leipzig",
+          "Hamburger SV"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "XI/C9Shc+z97FK5H4XrwPw==",
+          "bdata": "AAAAAAAAAkCPwvUoXI/iPw==",
           "dtype": "f8"
          },
          "yaxis": "y"
         },
         {
-         "hovertemplate": "fixture=FC Augsburg vs FC Schalke 04
team=%{x}
Expected match points=%{y}",
-         "legendgroup": "FC Augsburg vs FC Schalke 04",
+         "hovertemplate": "fixture=SV 07 Elversberg vs FC Bayern München
team=%{x}
Expected match points=%{y}",
+         "legendgroup": "SV 07 Elversberg vs FC Bayern München",
          "marker": {
           "color": "#FF97FF",
           "pattern": {
            "shape": ""
           }
          },
-         "name": "FC Augsburg vs FC Schalke 04",
+         "name": "SV 07 Elversberg vs FC Bayern München",
          "orientation": "v",
          "showlegend": true,
          "textposition": "auto",
          "type": "bar",
          "x": [
-          "FC Augsburg",
-          "FC Schalke 04"
+          "SV 07 Elversberg",
+          "FC Bayern München"
          ],
          "xaxis": "x",
          "y": {
-          "bdata": "cT0K16Nw+T9mZmZmZmbyPw==",
+          "bdata": "w/UoXI/C1T9SuB6F61EEQA==",
           "dtype": "f8"
          },
          "yaxis": "y"
@@ -1721,7 +1721,7 @@
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        }
       },
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vIN4YEoeQjvQ8bUfZCe+XEC8fYTvtsI17k0Yy69WfeXF8vuUc1MXGpnio4KZPedkkXnFiM8Nk25Usu2TTFVRvUdhTDkYQjDwYUTA04E2SrDGKJT+U4ZcAJVt3Qen8fPCKI+WHpSiMML6w9wRLHsJlZOoc5TxZI4HvV7y2JeoH5cMrXp5UhiU7zt5giDGK73FJ28A8iVcG3je8DSgch1ER4wFzmXaE45I9j+2nz8d3nXk04KHRLijZZV8lncP+t4bxdxXrQwREQAREQASygICaIAIiUH4IlGmjCMPolQg8MnDRJswL17ilo2SQjnCUHAwkGEoQwhAUaMrg3Auu3QhPV1HcCOfIU1ye5nLt5bOvvrfYN1awNwXxXtnmPBuEJ7c9bxrsNpulf8m2CXYYelCs4AoLn5fz7tcPcm+4IF2yjH3+2CPjxbhRD2MTjueavS18GOOMEcRvmInHDnnDbwHxaWOPKKak4yk6T9OJT7Zun478lENehLa9MXEKp+aNBLFGOBglwESuEAAAEABJREFUw5JC/EaZeGtwjfgx9EuWCEuX0Fb2jWDcw4YZuMd+Z0iLMQFPBNoYbhNLmvDYYu75OOYNY8z3J5w21eeMD+MUb5wJJ546aQ/fb84vv7gthxILy/YoxP8ecO6Ft0LB0V/DBXYsM8GLxIcnOrIkBqODj6cf9CfcTx/Hdx3+77w/1dggN5nyyVvSOYyH3h677GDh7wCcGffwbzB1SURABERABNJCQIWKgAiIQLkmUOaNIowuLtm87nLYyFfy7T/BNeHEk84Lyixu6tyU+3X8bGaJh4FPwxEFj3Sc+31Cjmp7haHws7SDcC9s9IkHCuvmfZm4jL/0eJ7baNWnK40jijN7fvh20UaUrtglKMm0DcMBr3QlrWdCuZzXqlE92tdkGVNOImHc4B8eJ+pC6WOPBPKhUKKYM3bUSRiCQstyj44973SGGsIQjFn0n3IQuHRs39qoi3gvXBdWN2lJR37KoTwEpZb9TZg/COc8+YcR8RhNyJssS5RXlq1QLvmRDpfmWe9u7dybWigr3YKhKbaf1Al3jmGJ/S6wwTBKMCyYc8w9PwYwIS95OKZKijLO4X759vAGGLinoj2MM29CYp4ydgiGvXjhcMFgwbxKtu4r+j4Q/d1jHtKfePnhj3GL3y4MbcmWT76SzGHy812iPvjSf35Hu5x7snvzEeESERABEUgdAZUkAiIgAiIgAvkJlAujCF1GwfjwlcHRtfnsP8E14cTHCgo0abygRKD4sb4/rAxxQ48i59NRJnlJR3pfbmw60pMmXJZPm+hIG8J5yMt1uB7yFjWcJTwYh2iTF+qiLC++zHA47OhvbP3x+kq54byUCyfCvRBPWfSJ+khTmMSWQVm0ibaRl/II48i1F8qnnnBa4lAIWWJDHi+xeUmHFFY3aRDy+7I4Ui/1E4dwThhxCBwIR5JlGVsG5dE++seRsgoS6mQeU184XVHCY/vJNUJbaJ8vlzqoi74inBPm46mTcC/heMqjT358fR76SHqOPqygY1HGmTop20u4Pb4O2hzuJ+2jneT1aTjCgXSk59oL7fblc+SaOI5chyW2TNLFE+qgDW+Muivf716i/HihYKjFKEU745WZKIz09Mu3k7p9WsYWZj7OHwtKQ7t5Mxf5wuk8V7j48jkWNZw8EhEoFwTUSREQAREQAREQgUIJlBujSKEklEAEREAEyjGBl978wL15y3tZlWMU6nqOElCzRUAEREAEREAERKA4BGQUKQ415REBERCBMkTAe4nE22ukDHWzLHVFfREBERABERABERABEUgRARlFUgQyV4vBlR5XddzPc7UPqWo3bvosAWApQKrKVDnZR0DjvOmYMOeZ+7DZNLa0Q1S/CIiACIiACIiACIiACKSPgIwi6WOrkkVABESgaASUWgREQAREQAREQAREQAREIKMEZBTJKG5VJgIi4AnoKAIiIAIiIAIiIAIiIAIiIAKlTUBGkdIeAdVfHgiojyIgAiIgAiIgAiIgAiIgAiIgAllIQEaRLByU3G6SWi8CIiACIiACIiACIiACIiACIiACuUFARpGSjJPyioAIiIAIiIAIiIAIiIAIiIAIiIAI5CyBpI0iOdtDNVwEREAEREAEREAEREAEREAEREAERCBpAuUpoYwi5Wm01VcREAEREAEREAEREAEREAEREIEwAZ2XcwIyipTzCaDui4AIiIAIiIAIiIAIiIAIlBcC6qcIiEAsARlFYonoWgREQAREQAREQAREQAREIPcJqAciIAIikAQBGUWSgKQkIiACIiACIiACIiACIpDNBNQ2ERABERCB4hGQUaR43JRLBERABERABERABESgdAioVhEQAREQARFIGQEZRVKGUgWJgAiIgAiIgAiIQKoJqDwREAEREAEREIF0EpBRJJ10VbYIiIAIiIAIiEDyBJRSBERABERABERABDJMQEaRDANXdSIgAiIgAiIAAYkIiIAIiIAIiIAIiEDpE5BRpPTHQC0QAREQgbJOQP0TAREQAREQAREQAREQgawkIKNIVg6LGiUCIpC7BNRyERABERABERABERABERCBXCEgo0iujJTaKQLZSEBtEgEREAEREAEREAEREAEREIEcJiCjSA4PnpqeWQKqTQREQAREQAREQAREQAREQAREoGwRkFGkbI1nqnqjckRABERABERABERABERABERABESgzBOQUcTK/BirgyIgAiIgAiIgAiIgAiIgAiIgAiIgArYpAhlFNmWiEBEQAREQAREQAREQAREQAREQARHIbQJqfVIEZBRJCpMSiYAIiIAIiIAIiIAIiIAIiIAIZCsBtUsEiktARpHiklM+ERABERABERABERABERABEcg8AdUoAiKQQgIyiqQQpooSAREQAREQAREQAREQARFIJQGVJQIiIALpJSCjSHr5qnQREAEREAEREAEREAERSI6AUomACIiACGScgIwiGUeuCkVABERABERABERABERABERABERABLKBgIwi2TAKaoMIiIAIiIAIiEBZJqC+iYAIiIAIiIAIZCkBGUWydGDULBEQAREQARHITQJqtQiIgAiIgAiIgAjkDgEZRXJnrNRSERABERCBbCOg9oiACIiACIiACIiACOQ0ARlFcnr41HgREAERyBwB1SQCIiACIiACIiACIiACZY2AjCJlbUTVHxEQgVQQUBkiIAIiIAIiIAIiIAIiIALlgICMIuVgkNVFESiYgGJFQAREQAREQAREQAREQAREoHwSkFGkfI57+e21ei4CIiACIiACIiACIiACIiACIiACGwnIKLIRRFk8qE8iIAIiIAIiIAIiIAIiIAIiIAIiIAKJCZQVo0jiHipGBERABERABERABERABERABERABESgrBBIaT9kFEkpThUmAiIgAiIgAiIgAiIgAiIgAiIgAqkioHLSTUBGkXQTVvkiIAIiIAIiIAIiIAIiIAIiIAKFE1AKESgFAjKKlAJ0VSkCIiACIiACIiACIiACIlC+Caj3IiAC2UFARpHsGAe1QgREQAREQAREQAREQATKKgH1SwREQASyloCMIlk7NGqYCIiACIiACIiACIhA7hFQi0VABERABHKJQM4ZRfrc/rBdeHk/W7FylRPOm7Y43w5t3dW+nDHb9J8IiIAIiIAIiIAIiECGCKgaERABERABEchxAjllFFmw6HebOn2mdWh7jNWoXs0mT/va4Z8ybojl9elk/Yc84wwlLlAfIiACIiACIiACIpBCAipKBERABERABESg7BHIKaMI+GvXqmH1623Bqb317ifWoH5dZyAhbOnylbZ8xSoXpw8REAEREAEREIFiE1BGERABERABERABESgXBHLKKFKzRjWrXbO6zV+0xLzXyNFHHOAGirCly1a4c32IgAiIgAiIQPIElFIEREAEREAEREAERKC8EsgpowhLZnp2OdP65D1sLdr0sP333sVaNm/mDCT97h/lrreqt3l5HUv1WwREQAQKJ6AUIiACIiACIiACIiACIiACUQI5ZRTBO6Rv/+E2rH8v+3LicMu7ppPrCIaQ3t3a2bz5i7WniCOiDxEQAQhIREAEREAEREAEREAEREAERKAgAjllFCmoI6W1p8jcRStNIgZZMAc0D/Vd1BzQHNAc0BzQHNAcSHoOFHRfrTgREAERKE8EyoxR5KOpX7n9Rth3pDwNYPnsq3otAiIgAiIgAiIgAiIgAiIgAiIgAiUnkBNGkS9nzLZDW3d1+4h89e1sO6NzX2va4vx8MmzkK8Z+I+w7UnIsWVSCmiICIiACIiACIiACIiACIiACIiACIpAWAlllFEnUw6a77WgfvjLYJo4daHvuuqONHtrX7Sny5cTh0SPxpEtUhsJFQAREQAREQAREQAREQAREQAREQASyg0C2tCInjCIeFhuqjnmor8n44YnoKAIiIAIiIAIiIAIiIAIiIAIikOUE1LwsJpBTRpEs5qimiYAIiIAIiIAIiIAIiIAIiIAImBCIQG4RyDmjyIJFv1urs3vl20/E7y9COPGlNQQbSqti1SsCIiACIiACIiACIiACIpB5AqpRBEQg5wnknFHknofG2P577xLdSyS8r8jrT91pLLEprVFZvjxiH0+J2Pv/rZBR+e+kCvbrb6XVa9UrAiIgAiIgAiIgAiJQHgjE9pGHkTyU5AElL0Xg5QixaXQtAiIgAtlOIKeMIvzwzpw1x9qfdnRWcl27doN9FBhF3hpfwTIp4ydWsL/+imQlEzVKBERABERABERABHKQgJqcBIHww0peelB/y82dR/cjo15LIrcZ9/YYVSZ8MC2p9EokAiIgAukgkFNGkXQAUJkiIAIiIAIiIAIiUL4JqPciUHQCK1ausnnzF9vRRxwQzYzHNp7bF7U7PhqmExEQARHIdgI5ZRThh3aXxo3so6lfZTtXtU8EREAEREAERCAbCahNIiACJSaAQaRbn3tt8rSvjSPLZ/rc/nA+zw/SXHh5P+c5gkeIrxQvEpba/O+zGdb71qH289z50TLwGiEtachLGT4f3iQ+njCf5pW3P4zuNUga4ljGQx20C6FthEtEQAREIB6BnDKK0AGWznz21XcW/pEkXCICIiACIiACIpCfgK5EQAREIB0EalSvZv2u62zbNaxv9+dd5vb6y7umU76qSENcw63rGctsiMRYMfqlCTasfy/7x767bVIGXiY8BCVtMoJR5oMpX7j62WewZfNmRh1X9H3A1UHYlHFDnEeLDCPJEFUaESifBHLKKILluOdNg+2d96fagcd1iVqFsQAjYetx+RxO9VoEREAEyi0BdVwEREAERCDLCGAY6dnlTJswaZrh0dF/yDN2xkktreluO6akpQc328Ou69EhX1kjn3srXx20oUPbY2zq9JnOkyVfYl2IgAiIQEAgp4wiWI6xIGP1jSfEkSbol/6JgAiIQBkmoK6JgAiIgAiIQG4QwADSsX1rt1SmQf26ls79RvAkZ5+TAUNH53t4yhKf3KClVoqACJQGgZwyipQGINUpAiJQygRUvQiIgAikiMCGFJWjYkRABIpHAIMFhovi5U4+1xWdz4guqfEPUvXwNHl+SikC5Y2AjCLlbcTV36wmoMaJgAiIQHkgUOv96bblgy9lXGpM/to2yDJSHqaY+phFBNjjg31E2F9k7m+LbNQL46Otq1mjmrHnSDSghCcslcEb5fvZc0pYkrKLgAiUJwI5YRRhLxH2C3nmxfFuB2v2D4knpCFteRrAHO6rmi4CIiACIlBOCVT8Y7lV+Xl+xqXi8pXllLi6LQKlQ4D7cvYDZB8RNkHt3a2dsbTFvyXGt+qtdz/xp+640w7b2Nczf7RZP81z15TT7/5R7rywD14R/OIbk4y30/i05Gej1Ux4qfg6dRQBEcgdAjlhFGGfEFzezjz5SOPo3eBij8SRNvvwq0UiIAIiIAIiIAIiIAIiUH4IYIDglbt4grQ75UjXcQwjJx97mPXJe9i9JQbPDr8RKw88/QNO0pP6zZ8AABAASURBVLEPyRmd+7q9QTpcmmcXnNnKlVHYB3lHD+1rw0a+4vJSbos2PazJjo2M+grLr3gREIHyRyD1RpEMMMS6zA9cWAjLQNWqQgREQAREQAREQAREQATKPQEeRPJAEiOEhxEOwwDx6D29DeHcp+HVvR++Mjj6Bho2YuWah52URxmkZUNWwhDC/cPRcHxs2eRDwmWSH6E84iQiIAIpJlAGiss5owjGD9znJo4dGN1ACWswFuewm1wZGBt1QQREQAREQAREQAREQAREQAREIEsIqBllk0BOGUVwwxsx5k1jPaK3EjMsWIPz+nSySR9PN9IQJhEBERABERABERABERABERABESgWAWUSgXJDIKeMIstXrLKly1da/XpbbDJAhBFHmk0iFSACIiACIiACIiACIiACIiACcQkoUAREoDwTyCmjCK/tql2zus1ftGSTMSOMONJsEqkAERABERABERABERABERABMzEQAREQARHIRyCnjCJs0nTYQXsbe4rwai3fky9nzHa7WBNHGh+uowiIgAiIgAiIgAiIQPkloJ6LgAiIgAiIQGEEcsooQmfYOZo9RXi1ln/7DK/rYk8R4kgjEQEREAEREAEREIFyRkDdFQEREAEREAERKAaBnDOK0Ede/cWrtcJCGHESERABERABERCBsk5A/RMBERABERABERCB1BDISaNIarquUkRABERABEQgBwioiSIgAiKQ4wSWLl9vP/y0Jmn56de1tiHH+6zmi4AI5A6BnDSKPDLqNfNLZzge2rqrsa+I6T8REAEREIGcJqDGi4AIiIAIlD0Ci5ast+Gj1tu9QzYkJR9PXW/r1sksksszoc/tDxuSy32IbTv9QfdsdXYvC+9vGZtO17lHIOeMIhhExrw80SaOHWh++cyw/r2sY887bcIH03JvBNRiERCB8kpA/RYBERABERCBckNgxYqILV+enKxdW3wsKKutAqUV5TUs6BC+VHSGcFxBD1jJF07LOWG+rGw9eg4XXt7PVqxcFW0mD5Lpbzjcp4ULfUP5j2YoByf0mzkDh3B3YXVsu6vcw3fSTJ0+0+mgrz91p0tGHuaDF65jy3AJQx+w9ek5MhbUQxLYh8eFsIKEfL59Pl1Ry/D5kj3SP/oJj2Tz5EK6nDKKMAgYRNhodat6m0f5Nt1tR2Oj1RFj3sz3pY8m0IkIiEApE1D1IiACIiACIiACIpA5AvfnXRZ9gMqDVP9CBpTGPnkP2+ihfaPxPGB98Y3/Jmzcwc32sCnjhrj05Bv90gSnKCfMkCURtWvVsDnzFtrkaV9HWzTyubes0TZbRa85Qa9C0WePRjjlXdOJ4HIje+3W2PX1ixmz3NF/zF+0xBo12NIab9/AfvjxV2u4dT2rWaOaj3bH8Dzbf+9d7J6HxrjweB/MvXnzF0fnEvMSHfajqV/FS66wDBLIKaMIXPhy16+3Baf5hLCly1fa8hV/W0LzJSjmBVYwrHheimK9K2aVypbrBNR+ERABERABERABERCBrCPgH7CiiPJQ1TeQ8z7dz/GXBR7rb7m5RSIRQ2EmIWXy5DxWV/Dh6BKkQ2Kf7BPn81EGecLp7h021m0ZQNw3M380joThXUC+ZPSSC886zp4f9757cEz9y1astMMP3odqnBAW9jbAq4RyaRsJUOS57n79INcW6vVxxPv0hCN4QhCOUBd5CafN1EU4Ql/pD3GIL9OHJ9tP6kMoE/Htod1cc6R8L74e4rxgFMKg8da7n/ggd+T6sIP2tlEvjLcBQ0c749KBx3VJuCyoyY6NDKMHbXAFhD4Im/TxdKO8GtX/Nqx4QxRsho18JVoHbGBB3xBfFO2H6cLFv1v/Ic/YL78uMN7ESv8eH/26xSuDvJRBGi+UQZti48LjRP20w48FcTfe/Zj9PHe+detzr1EWfCkj1yWnjCJY5mrXrB79EcoEfKyC3gKIhZg6bx04goPEzARBBESg7BEorVXcpVVv2RtB9UgEREAERCAeAe8J4D0D4qUpLGz+wt+Nh7S+DMrEi52n/izvn/vbIqdEo2i3PbGFoVj7MvHS+Mc+uxpGGJTbsMcKacNeBn8uXW6/LVjsvFPw4qhXdzNXzGdffmfvjBngvA0IQGHnmEj22n0nq1WjulO28Ug49bjDrVagTyVKHy8cTxPy0Uf0on73j3J7aqBUoxw3qF/XtZP4ffds4gwwlDNl2jfWs8uZLq5j+9ZOiScPynaHS/OMPpMH75vBw190ZZIPSbaf7U872mbOmhPNO+unecaD8pOOae68eV6f8LFb8uLrmb9gCcVvIkcfcYCxPIa2EcmRcg/Zf0/De+aKzmeY9xhK5Enz/ew5mxg9KAvBEAInjBYYQAgLC3MCRr4Oxpw5FE4TPqc82G67zVZRr6fzzmhl8crAcEHfmJ9woC++LPpJuwhHWh7WLDpOPo0fiw9fGWw3XXmBbdewvjEPSA8bny6XjzllFGHwO7Q9xuItk+FLvkvjRlbQ5CnOQDHQWPDMzKgf614iC2BxylceERABEcgmAhgm6nzznNWbPCDjUn3e/8w20IJsIpK7bVm2foNN+WuDfVgK8sMajWPuzhy1XATKBgGU9aYtzndPs8NPxeMtgSisxxgF8BCgPJ7KL122IpoFPQEhAD0EjwOUY65RzFGsUYJRPjlHiScOYwkKKMow1yjfxJOO6zq1a5pPy7UXdCF0EgRl1ocXdKScBx57wT776jun2BeUNl4cijpCHN75GIU4xwDB8hzK5xo58+Qjnc7Eebh/O+2wDUFOMCRxAh+OLE/hwbcPJyzZfsbmDeuEePP8Mne+YciiTFjTPs5jhf4xN3wbONImyo9NG74Oz7MX35gUjtrkPO+aTgYT5hBzCQnPzU0ypCAAIxQeKhigmJ+xRRLW/aI20WCMQxj2wqsv/FhEE5XBkwRGkezsKT8SWCbDP0xMJgSXJiYi5wiuPqRPdU/4keMHiB+iVJet8kRABESgtAlEggZUXjrHqi78KuNSYc3fN5lBM/SvhATWWMQe/HO99VqSeVm8gZlUwg4ouwiIgAiUgIB/ks3T7Efv6R1V1GMVvmSqQGHGY5yyEBTM3rcONRRO8oeXJqCPEIagcPLQFkU9npJNWvQWBEU5bGwhf6oExb5OrRqGt0eqdRiMNywpKmpbWYLRok0PZ7TC4IR+V9QySE9/eGiNkYnxwACAYk8cxio8J2AL44L0w3A55KW8ZIwB4XmGJwb7X+IFRBnxBMMIcwghPfPx1gysQggbpWLbRXubtvh/AyJGntj48nCdU0YRflhwJWISFSakI30qB5EJg+vR5Re3jRZbt3YV81KjWsVoeKZPqlSqEG2Hb4+Of4+NWIiF5kByc6BOjUoWKSV9tmKFiG1e6+92blajsn7XQn9jijqHa1ataKuCP0YrN5hlWipVjCQcu81qVrYKpTTJKkYq2OZB/UVlqfR/fy/FouywCH4eyt2/8JKXknQerw6WaPA0HYMIXuTeaHLysYflKxovCjZmveO+pyxWyWYZQ1inSYf+QmNQ+DEMYSTgOpXCMh/viVGUcmMNTXAobvsYD7xsMKzUqlU9nzcMXv+UjeDF45YoJWioL+erb2e7vUH8fEmQfJNgdE/qYPuFTSLjBJAeAxvzB4NOnCQpC0rUJvTb8DIujDwpqzSHCsopo0hpcvUTpv+NXfMt0Vm+aq15Wb1mfak1ce26DdF2+Pbo+PfYiEX5ZbFsxVpbumJNxuXPoM5lK3OP+8rV6yzQoUvlt2x98BO64q+/mdEWfXf/5lFUFn+tWVcq40il69dvSPg3aeVfwRwrpWVS64N6VwT1F5Wl0hd/Hopd9rLju1rexCuhKIEsafH95zxv0JP+stAjnh8srWC/QxJ7L/IVK1c5ZZowL3hp8AaTSCRiYSUbb4bY/SUGPTI2ujeGz1/SY2H58fKIRP7eOBbDAlJYPuJ939grhWv6z6acHLlOJHDAQ2LUC+OjSdC1kGhAEU5YFoNHDkuE9t1z56hXEOUhyRZFfxjXJ8e+ZYwp8yXZvKRjlQIP0ON5ZcCEzWqZa6RFCMOzBU8XDFfkgwvGNuKR8OatpGcbCcKR2LEjLLYMyqV86iE/wjlpvWxWp5ZRFteJjCfEIcx5lhkVlo60uSQyiiQxWnyZ+PHkdV186cJZ/goMIV4wTITjMnnOjZ5vh47rTQzEwM+Bhd+ttykDKmRcvnyygi37Y0POzcU1awOTSPAvk79fvq4NgTkG47Ifu9VrNY89i+IcA3webcaPgZ0+4dxnXEtpigUzbINRf3F4Ks/6hGMqNrnJJuM/DOmvMKka8Bzg7TN+SQXLKjr2vNNOPvafCfNjJGCJB2kRlEqeqKNw4gkyYdI0twzkqLZXGHtsWOg/0qBg4xEQVrLxiohtBx4D4TShYtJ2Sn29u7WLvk2EN9XgxZFMhfSt33Wd3QalcIERm8MSbgX8R50j7utjLDUhH8IWCRhLCshWYBRGpjm/LjC8PXxC9j9Bh6N8BL7X9ejgozc50m4MCCxrorxNEsQJYLkJZSMsB4IlYxublLIx2ITnHbyojzlJerhjcKCcVmf3cgaydqccSZSRlvm1b9Od3TUfcGRe+TagsyZTBt40zEnaFE5PH8aNn0zRCYU8eDyxdQXp2cQ1YeIcipBRpJDBYnLxJX3p8Ty3U3QhyRUtAiKQZQTWr4vYirmZl1ULIhbJMhZqjgiIgAiIQFkhoH4kIoCiyDKUeIqpz0PclxOHu7eicOStGrEPPn1aFFbShIWlKCiHpCEf+Ynn+Maou4x9I4hD8B5AGfebihLmJbYdPh9lUg5HnzZev0hP+3ya8JH0Yx7qG1d/IU+4D+F2DLqluxFHGOXFpqVNlEv5xHOEN/1HaBPhHBHOEcqjXM8tNh9lEIZwTnryIZRDOzhPJKSHP+3zaTgnjHYh4fp9mtgj9ZCW8sJxhIfz+3aSNiyx+WLLCKflnHJ9GthQB+EwoI5wGH25rGMbNz6Ek4/8pEeom/DCyuBtRHigkD+cnjKeffgm83VTP+eUS1ovXJMWoX4fnstHGUUKGT022QlvBIRF7NDWXd0rnkz/iYAIiIAIiIAIiIAIpJeASs95ApUrmx3xzw12QqvkZNuGEYtEcr7brgMvvflBsZZiuMz6EIEUEGDJDvoreixCkWXFmEFfUiEyihRCEcskVrCwYKXD8lhIVkWLgAiIgAiIgAiIQJEIKLEIlEUCjbauZMcfVcVOOrZyUtL8gErG5ttlgQXKJ/pEWeiL+pCbBNBb0V+9Pqv5uOk4yiiyKROFiIAIiIAIiIAIpJ+AahABEShHBDByJCsVyoqbSDkaX3VVBHKZQM4ZRViXx8YzuP7ECuHE5/KAqO0iIAIiIAJlkYD6JAIiIAIiIAIiIAIikI0Ecs4ocs9DY4z3P3v3n/CRjWDYECYbQatNIiACIlBuCKijIiACIiACIiACIiACIpAjBHLKKIIXyMxZc4xXX+UIXzVTBESgjBMthE5QAAAQAElEQVRQ90RABERABERABERABERABHKXQE4ZRXIXs1ouAmWCgDohAiIgAiIgAiIgAiIgAiIgAmWKQE4ZRVgas0vjRvbR1K/K1CCoM9lIQG0SAREQAREQAREQARFIBYHVy5bbn7Nm2dIffkhKlv0yxzakomKVIQIiIAJJEMgpowj9YenMZ199ZytWruJSkgoCKkMEREAEREAEREAEREAE0kRg9aKFtnrwbbYm77KkZNUHb9u6dTKLfDljth3b7irjmKahKbPFwuzQ1l2NF3M8Muo1pzteeHk/d82xJLpkn9sfNqSo8GiTxrOo1DKTPuuNIuwjwltlmNDIGZ372jvvT7UDj+viJjVhXkhH+oLQKU4EREAEREAEREAEREAERCCzBCos+8Mq/LkkOVmzOiWNQ3FFIS5KYSjLKM1ev/BHyvLloNx6hdvHT/hgmo/OdyQ8Vkfx+YkjMfpL24v7OuMH7Q3XRXxpiW+n72PskfbTdvoXjoMfHMPtpk/hNPCj/HAaf+7LpHwfxpEyEM4LEuruP+QZ69i+tfFSjovaHW+jXhjvskwZN8Qevae31ahezV3ro+wTSKaHWW8UYckMb5VhQhcmpCN9Mh1XGhEQAREQAREQAREQAREQgbJHAMMCCviLb0wqdueu6HyGU6i9/pF3TSdXFoo6D2nz+nSKxk8cO9DeevcT543gEhXwgSHgir4P2LD+vaxl82YuJfrLmIf6WtPddjQUeF+XiyzFD9rz4SuDXT9HD+1r226zlXH0TA5utof1vnWotT2xhUvjw3du3Mhm/TTPtdwbOLjw8Rzp/9AnX0qKGXmLIstXrLK5vy2ynXbYJprt+9lzrEH9uqVqDIHnG6PucuMcbVhqT1RaMQlkvVEktl9YB2Otj1gDCeMHMDa9rkVABERABERABERABERABMoPAQwLKN4nH3tYSjuNzjFizJuGwcQbNKgAowaGjMK8DzAQ9O0/3Ab0vSSfYoyh5NDW/7/UgyPXlBsr6DroPN2vHxT1mMdIE5uOa8qIXapBWrw6aAfx1IXxCEHHIl9RBMPHnHkL7ZD998yXrU/3c6L9e+nND6zh1vXsuh4d8qXBQDDolu4lMFKY86zxfeBIn+hbh0vz7Oe5861bn3uN8K7X3GMYyBD6CkcaAw+uEc+FcMqB3b3DxkY5x/JZtmKlMRbkpQ7ykBdhnvg44n19pKFcjqSjTNJRN+ko5+Np3yQslzyS9BDIKaMIE2ze/MXWoe0x+b5A/AARNunj6WmxNqYHvUoVAREQAREQAREQgcIJrNmw0lZtWJRxWRnUuTaou/AWKoUIlA8CiYwAyfQe7wW8Krqef3LUYEA+lPieNw0273nCsWPPO53CT7yT0MfkaV/bqccd7jwz7s+7zPrdP8ooI5TEnWJ0+Mc+u+Z7QQXeLHh11KxRzVheQl0Yj1hSsvVWdYusR9XfcnOLRCKuLPQ0V3HogzD0s8MO2juf7hZKUuxT+hyP2/yFv9uI+/rYdg3rG3zwdBl8++WGgQyhvxjNMIj0yXvYvOcLXO55aEy0PX8uXW6/LVjsOOMJNHX6TCOPTzAlMF707HKmi2eZDjzpL4IxBq8U6iLv6xM+TjieeLTQXtK2PKyZXRYYvHy5XI987i1fpY5pJJBTRhF+TJYuX2n1622xCRLCiCPNJpEKEAEREAEREAEREIEcJbA2ssJ+Xve6/bBubEblp3Wv2WpbmqPU1OxcJZAt7R4wdHTUS6DV2b2ihoc6tWsaxgAr4n83D3jc5WDJiTvZ+PHFjFnubK/dGrsj8XvsskM+Y4aL2PhBPMIl+k/tWjU4jStHH3GAYZRAUceIMHPWHOfVgb6EMv7Dj7+6fDxgvqxjmyIbLvCQQaGnrPB+j94zwhUefISXseAdgVcEgpcEbQuSxP2HcYF0XvD08AmLys3n80cMRBgdMB4RhrcLfODENePc/rSjOTWMSHi7uIuNH+G84f55w5nPC6NdGjdKOJ77772LkYZim+zYyBj7xts34NK4xiGgIEYuoT5KTCCnjCJMyNo1q9v8RUs26ThhxJFmk0gFiIAIiIAIiIAIiEDOEthga+zPQH7PqKy1P8wiG0z/pY2ACs5iAiyR4ek98vpTd0YVVzwI8EYoStNZynHaCf9yWW4dOMIdwx8o3F6HwUCBl0E4vrjnGFp4aIyijhEBXQmFGyW8/41dbdjIV8wbHMJeEEWpj7LgAycE7wwMSuHyvPGFcllmRDr4cl2QUBZpveDpEU5fUm4YWXz/2Sdm6bIV4eKLfc4coTxfNvUUuzBlzAiBnDKK8CPBMhlcnfxaLChxTlg6XLMoXyICIiACIiACIiACIlASAsorArlPAINCowZbJnzqn6iHLOXAu6PfdZ2NZRixnhR4WuC9YcF/eAXgHRCclvgfBgvvpYBnBHoU+hQF4yHB0hIMDhgfEi3DIW1RhH4iGEKoC/3Me6sUpZxk0paUG4YZ+u8F4w7Mkqm7oDTbNqxvE8cOdEtrfNks2Skoj+JKl0BOGUVAxaZG7FbMWjtvfcMSx5o4TTYISURABERABERABEqVgCoXARHIWgIsj2A5TKxhIpkGo+RjWIj1hKBMloVg0CioHBRu76HhPSnw5iAPG5JyZM+Qr2f+6Ja5cF1SYRnHuPGTjaUhvi7aO+iRsSUt2u2Twaav4X7jlRLefPWkY5q7N8HE85ApSQN8X4rLjaVFeMrwcN23Ayaw8dfFOWI4wyMnvD8JdTzz4vjiFKc8GSKQc0YRuIQtm976hrGEOIkIiIAIiIAIiEDmCKgmERABEcg2Ahg8eHjKsgUMGLzVA8U0Fe1E52BzTrzUqQNp0aaHoWRjNCmsDvQYHuayXwbtDBtKKItyeQBMusLKSiYeJb1OrRqGxwh1kYelOp9+8V106Qx1Yqzx8aRJRih72bKVFt5PhAfXA0Jv16FMPDAoj/55wXsED5VkmJE3ViiXNmPYoEz6UBRujCPjwMN18iN46FBubF1FuaY/9IuyKBOByV6771SUYpQ2wwRyyiiC5a7txX2dVTKWE9bWwjbric2jaxEQAREQAREoAgElFQERyBUC2golV0YqLe3Ee9w/OOXIMhFvZEDpRUknTbzKUWofvae3JYonD2VRJmV7QckmLlYIpz7q9XGEkc/XES6PcrkmLcc3Rt0VfVsN6WkbbfTxYx7qG93vhLBYIS152MvDx/kw2oCE6/RpYo+xbSE+tpyCyqJ+4r3QJvJTTqzACmZwCsdRBuLDaBNtp0yOXBMXLz/5EOK9UD55vfh4yglzp520l/TkJR3COUI48aTjmiPXvlzftthyKQMhDxI7vrHXpJGkh0BOGUUKQsDuy2wk5NfjFZRWcSIgAiIgAoURULwIiIAI5CaBDbbBKv1RwarNq5Rxqbyooum/TQlUqFzZ1h97hq1v2yUpiWy/i0Uim5ajEBEQARFIB4EyYxT5aOpXxvot3MHSAUplljMCG/SIqVyNuDorAiIgAiJQZghELGLV5le0uu9XzrjU/CG4tdY9xCZzqUbDhrbFSafbZm3aJyf/PMIqVohsUo4CREAERCAdBIJf7nQUm9oyWQPIWkDW63317WwLr/1inRbCerKeXc4s8vu1U9tSlVZWCFT45QerOrSvVbu3V0al6iO3WeTXH9OKUYWLgAiIgAiIgAiIQKYJYORIVirITSTTw6P6RKBcE8gJowjrr1iLxauN9tx1R2Nzoy8nDs/3miPiSVeuR1OdjyVQ/Ov166zCzOlW4ZtpGZXI919aZP364rdbOUVABERABERABERABERABERABJImkBNGEd8bNs1hMyEZPzyR8FHnIiACIiACIiACIiACIiACIiACIiACRSGQU0aRaMd0IgIiIAIiIAIiIAIiIAIiIAIiIAIiUPYJpLmHOWcU8fuLsI9IrLQ6u5ctWPR7mpGpeBEQAREQAREQAREQAREQAREQARFIPQGVmHkCOWUUWbFylfUf8ox1bN/a7Sty1OH725RxQ9zeIicfe5j17tbOWGJj+k8EREAEREAEREAEREAERCArCCz+a5VN+31RIAuTkq+W/m56D2BWDF26G6HyRSArCOSUUWT5ilW2dPlKO2T/PR28X39bbIRxcfQRB9iIMW8ahhOuJSIgAiIgAiIgAiIgAiIgAqVP4Je/VtiFP423Y2e9nJQ8s2imrVtX1swixRuHCR9Ms1zxhg+3Fe/+Y9tdZRyL1/P05kJnvPDyfvbIqNfSW1ESpfe5/WFDkkha6kngBTf4xWsM/WA1R67MWd+HnDKK+EZzrL/l5la7ZnVOndSvt4UzmHgjiQvUhwiIgAiIgAiIgAiIgAiIQGYJxKlt8fq/bMH6VUnJXxtS8yY+FDSUuDjNSRiEsofSh2IXFsrymVD0D23d1cLxGAR8fPhI/ZRHuT6c5f4ojYny+HTpPtK2cB84Jyzd9WaqfM+ZfoUldjySaQ/jjySTNpVpfB8Kmis+TbiPnGd6LGnj1OkzbeLYgfb6U3cWawUHbS7O+JSUeU4ZRWrWqOYMIR9N/cpBblC/rr305geOAWEYSUjjAvQhAiKQUQKz1/xp36xeknH5Pqg3ox1VZSIgAiIgAiIQIqDT7COAYoVS+OIbk4rduCs6n+GW6H85cbg75l3TyZWF4ndG576W16eTCyceJfCtdz9Ji8d6y+bNiq1gugYX8nFwsz2i2xGMHtrXRr80ISXeHU1329HeGHWXcSykCWmPvj/vsuhYMV6P3tPbtqy7uXG8qN3xaa8/UxXE9jPTffvhx1+t4db1LBf18ZwyitSoXi3f5L384rY25uWJzko7bOQr1rPLmUYa038iIAIZJ/DOyl+s24L3Mi6vLp9lG4L/M95hVSgCIiAC5Y+AeiwCOUEAZRDllz0HU9lgvD1Yro/BpGVgrPBls6chRpPi6iF4IHS/fpDxhBxjDl4oeKNQPkYYvErwBuAaIT3pEM4JQzAGUQZlEYeQn7hkBE/8SCRi8xctiSYnP+Ug4XbQPpbH3DtsrNPFiPtj6fJoPh/PkUDaSbtoH2WF+0h8WMhD2Rx9OO2gDjgQTn7KQSjbp0v2yFjSFpiRhyPXtJEyEeokjiMGNoRw0v30yzy3rIn+0xaEdtEW0iA+jDIQXydxCGkJR5atWBl3/O95aIz9PHe+detzr+NMO0mfrNAmWNJO6vQMqZtrJNzO2PTEkzZRfbSH/HmDRtqAoaNt8rSv7cDjurjlQL4sjuT3/Ycn15QLb3hSz233Pmno9L4M31bSpltyyigSC4MfIFxz+NH78JXBWWGJjG2jrkWgvBD4ff1q+3rNkozLovV/lRfE6qcIiEBGCagyERABEchPYNZP82zOvIXR/Q3zx5bsasq0b9wDXvQaXirByyVQImNLRQmdN3+x8+7ghROco1z6dCiUpx53uPOMwHOg3/2jkn475/yFv1vtWjVsr90au+JQXvvkPWx4kNCutie2MJR0Fxl8/BkYQX5bsNjVhU62We2aK+VZ+QAAEABJREFUQWjif8n2Ee+Sf+yzq7ESwJeGJw7144UAG++pA4Ott6qbEi+dROwwgGFgQ+CAh0n14GE9bfvsy+/snTEDDF0UoxIrGUiDtDysmXtJCOOIYNgIx++7Z5NouxOxwQlgu4b1jbGkTAx+1FsUiR0n8obbEW4nceH0eEGxJIa5QFxYCMNB4aXH86xP9/aGsdB7HmEkDKdNdB7u97WXneNeqOLLYE6h7yfKm8rwnDaKpBKEyhIBERABERCBcktAHRcBERABEchHgKfePL1Gwk+s6wSKP8pvvsQpuEAxxRhAUTvtsA2HTQTFetLH0+2wg/Z23vF4pnRoe4yhtOJBQQYUSoRz9lzEyMF5IsEQwJN9+smyoKXLVkSTYogIt4uXXcycNSdqZIFF+9OOjqYv7CRcVqI++jJ4iQZ9pc/0jXqpn/0j5/62yFiqQVoYXNaxjePBdTzBGEH/vOCZQLmxaeGGEJ4MO9LBnzZwjgLf/aI2nDqhD7SVNnuDWpjXmScfGW13Udi4wuN8hPsZ7mPsOBXUTooNp8cIxZIYwsMyftI0w+A24r4+bluLcFxRzsP9Lkq+VKeVUSTVRFWeCKSRwPL1a+2JP2dY/98/zbhM+2uhFqmkcWxVdOYIqCYREAEREAERKIwAT715Mo+En1jzFB2PisLyFxaPsQLFu7B08eLDBgXKoKx46ZIJwwiAtwX9RPDG6H3r0KgHg18ygkEh1miSTPnFTYO3Cm8dxZjwxYxZbl/Jxts3cAp4/xu7umUWtAnBY6GgeryXBf1D8PTwhoyC8hUnjrbQJgQjRbgMjA3pMKj5OsL9LKyPBbXTl5foiCGNOcJcwcCSKF0uheecUYQ1SaxbYqLFStiKm0uDoLaKQNIEIhtszPLvbEBgFMm0LFq3ymQVSXqksiWh2iECIiACIiACIpAiAijljRpsmW9ZR2FFhw0YPi1GFYwr/rqoR+8lQT72/wh7dxBWEsEbA2ME3g2UEzYOYVAIG4iIT5egbO/SuJFjjcdK2CMDjxqWq9AeDAF4LOBNkq62JFsuhobwciPaFs7LmDP24bDSOC+snYW1ieU8r464w/DkoazC0udCfE4ZRXBzYg0Z6+z4EsRKpr6kuTCwaqMIlD8C6rEIiIAIiIAIiIAIFEwA5ZkHqezNUXDKTWPxLkA5Z2lNWBmkTPb1QFeJzYXHA0soRr0wPho18rm3DOMKRpZoYBIn1M/SGfZxoE7qY+PX/ffexXlQJFFEoUnYx8O/0ZPlH2x8yUNpn3HQI2Ojy2d8WLqO7U872saNn2wsnYEj9dBv2sB5JqXJjo2M/VtgXlC9m9WpZd4bJGy8YqwZc8ae/JTD5qccuU4kfvlKuKxEaYsSnqidyZTBchr62O+6zm4JTfi7EM5Pmkjk74178TBBwmlizzEi8n3xRrnY+HRd55RRBDhYLrFgpguIyhWBnCCgRoqACIiACIiACIiACMQlgMEDj3KWfmDAwMs8rNjHzZRkIJtusvEoHgHUgbRo08MwIGC0iC0Gj4fY5R4o13gRxEsfmz/2mo02MYJQJ3uBsGFmsptaxpbFNUoq5dAPhKf/vm30lQ1NWTZDHELb6RN50y0YEurUqmF4jPg6MRJ8+sV3RlsQxgG+Pj5em1jGQlov4f024qWPF3bSMc0NZR1W5F+5ctUmyViKhMGAsaEuDDo+EWONEYH9X4ijHDapJdyniXck3hviyMfcjpeuKGEFtbMo5cAc9oxBPMMI8b27tYu+Oef5ce8bdRdUB/GeIcZLjGAFpU9VXE4ZRfgSYLmcH3pNVKpAqJzsJaCWiYAIiIAIiIAIiIAIiECyBDAchD3KWWrBkgvyo6jhXU4armMFJZT9GBLFk56yKDNcBwYE4uJJbHrKpx6fFqMG4q8py6fhnPbSbh9PWl835z6cNvt8hFHvmIf6JvQiIb0vxx/D+SmD+n0cR18fZb8x6q58b/8krW9rbDz5EMpESBtbF+FhgRFpwvl8GG1BGAfqCufz5zCjPaQLC2VuWXdz4wgD0nPkmvK5pswwu3BZpNt+2wZG2fSD9Ah5ifN1PfvwTS4NeYnnSB4f7/vFESENQpmUQ3n+2uehnYSFxZdLvnA45/Qjdpwol/J9meF2xqb3aX3Z1E9ewn35jAHxsXHEE+7rGXRLd8ecMOLoM8K5F8qlfPLAir75uHQec8ooAiRcxnATK8zVKJ3Q0li2ihYBERABERABERABERCBMkWgWoUK1m2LvezmLQ9KSvauXs8ikTKFQJ0RARHIYgKlaBQpHhWWznw980fD5QgXorBk0sWmeK1XLhEQAREQAREQAREQAREoXwR2rbW5XbHdvtZnu/2TknZbN7GKFWQVKV+zRL0t+wSyt4c5ZRTBO0QbrWbvZFLLREAEREAEREAEREAERCAeAYwcyUoFuYnEQ6iwXCKgtuYUgZwyimij1ZyaW0k1doNtSCqdEomACIiACIiACIiACIiACGQfAbVIBHKdQE4ZRbTRaq5Pt03bX2n6ZKty9+UZl8rP3G+2Yf2mDVKICIiACIiACIiACIiACMQnoFAREIEySCCnjCLaaLXszcDIqpVW6fsvMi4V584qezDVIxEQAREQAREQgawmEFkdsYrLMi8VlpvZ2qJ65wZ59E8EREAEygGBnDKKLFj0u415eaJNnva1NlotB5NTXRQBERABERABERCBjBDIUCWV/ozYlu9Uta3ezqzU/aiqVVydU7f9GRoRVSMCIiACZjn167hVvc3t9afutC8nDo8rxJFGAysCIiACIiACIiACIhCfgEJLj0AkqLrCmohlXNZSs5XafyuWr7d5P65JWhbOXatd50pttFSxCJQ/AjllFCl/w6Mei4AIiIAIiIAIlICAsoqACGQBgWWL19u0x9bbR/dsSEp+/Hi9rVun5T7JDt2ED6ZZq7N7GV71yeZRutQTeGTUa3bh5f2MN6YWtXTGjjFkLIuaV+lLTkBGkSQZfjljtrW9uK9+bJLkpWQiIAIiIAKZJqD6REAERCB7CaxdHrG1y5KTDWtS048+tz9sKKpFKQ2FFsW2aYvzLSyURTleeQ3HkZ58pEFIFxba4NOEwzlHCaYs0nDthet44T4+U0ffDtoS2wf6SnhYSJ/utsXWe2jrroauZqH/YtPEtt0nZdyIC/eBvD6+PB1j5zZz0/cfJmFG/jycxqfNxaOMIoWMmp8cZ3Tua0uXrSgktaJFQAREQAQyQkCViIAIiIAIiEACAijmKG0vvjEpQYrCg6/ofEa+5fp513RyHgC9bx1qbU9skS9u58aNbNZP8+zoIw6wqdNnbvIQ9fvZc+ywg/Y2XhoRr+Ztt9nKXp/wcTQf+gfXhMdLHxvWsnkzt8VAqrcRQOFlP8eJYwe6/jaoX9duHTgiX/UnH3uYi/PbG1zU7vh88am+YGznzV9sU8YNidab16eTfTT1K1eVN3LEpoE/+1K6RHE+/HhTLnkxAsRJVmaD4Bae26OH9rU77nsqamxi/vsx5kj8nrvuaHvt1rhMMJFRpJBh5MeFvUoY+Nq1ahSSWtEiIAIikHoCKlEEREAERCCGwAYtrYghossQARRzFDcU9lBwiU8xfMyZt9AO2X/PfGX16X6ONd3tbwXxixl/v+UQA8fMWXM2yRMuoFGDLe2fgdHkpTc/cMEcuSbcBWz8QFHH2IOEvSMwXrD0grpISrru1w9ySzli02JUICwspCdfrLz17ifOAIQ+RFwiow9xhQl1ID4dSjgeGrSHMOJ8m8J9I84LeSZ9PH0TA1PLwCjEmJMOw8fc3xZZv+s65zNCEU860hQkGK46tD3GMIxQH+3z7eII63D+cLsHDB0djnJGLsaFfIjPi1fLse2usnuHjXXeSKRZtPgPlxfmpEXgQxtcRPARbks4Ll55/5083cJ1UB5tDYqJ+4+5vXT5SjvpmOYuvvH2DYz5541NLjD0MfK5t6xVy4PMz41QVE6eyiiSk8OmRotAmSWgjomACIiACOQKgcAwsWjDdJu/fnLGZbnNyRVKamcZIlB/y80tEolY/yHPOK+R2K6hIO6/9y6GYuvjMJDUrlndUDJ9WLwjBhwU/tk/zzM8S7gOp8PggacGxh6k5WHNEraDfFOmfWM9u5zpvCk6tm8dTYtxgPwID33xRml/2tFkySco4xgGwoH1621hG4Lv/fyFv0eD8cZB4UZQ2qMRMSfUgXGIfhAVVsIxFlAXXhq0C8+P+YuWkCyfYLCAwbCRr0Q9GPIlCC5gzxgwFsFlsf798OOvLh8MlgWGAt8uvEn63T/KGTtIQH/xDPKeNMQTjtDPDpfmOaMSfYL14OEvRvP+uXS5/bZgsRsfHsDXq7sZ2ZyQnjq5GPXCeA4Go1ivnW597o3Ow9jytti8toXDaCNtpRxXYMwHvMOrIjxr5mJMUseesfQGlNj4XLzOeqMIEwrrGV+0woR0pM/kQGxWs7J5qV6lQiarzldX5UoVou3w7cn2Y50ala1ihUi+fmTyoma1SgmZVamcibGM39uqlSva5sG8iic1q1aKnykDoZUqRhK2q06NSlahlJAxhWpXr2TxeBFGuzOAJ24VNaomHkvalo1SK2AZ3O/F7U+6A/k9qBP8LnguBY2rT6Nj5YRzv3rVUvpSBhOlcgG/F4xrhVKaZBWDeusEv1e5Nm+qleLfpCrB/UUiXjWD34vF676wX9e/m3FZX2G5JRpLwiuU0u1FJBIx5ngiZpUqlt73snqV/H+Tgq+q/hVAgKf+XvfwOgaK9oj7+hieCAce18U95ScNyrEvqn1gYEBh9DoJSjpLN2pUr+aTxD1icCHdlTc/aE12bGRchxNSd/eL2kSD8NqgHctXrIqGhU8wmuC9QthOO2zDIZ/Qvp43DbYzTmrpvFzyRYYu4uX10eElFSj9GCsSKd0YhTAOYSQiPx4IuzRuZPQLI0S4L3h0IKSLFeqkb2xtAHsk7DVBevhxLI7ABeMDY7Fl3c3tso5toh4neAh5oxAGE4xYLKWiD7F1+X56w0Fs/+vUrmnMldh8jCthzBfaQB3UxTwKG3vIi9cSxiXSxysvHFazRjVruHU9kiYU4kmXMMHGiLLmJUK3Su+XmdqTECYZ1jMsZghWU6xwnHvBknZwsz2sd7d27ouVRLEpS7Jm7XrzEpymrNyiFrR+/YZoO3x7suoYwInXntJ0fmVX83htIgyeRR2DVKVfG4zlXwGveLJ23fpUVVPkctYHTwbitYmw1UF7S3MsV6/bYLQjngTNLnJfU5VhTQHtitfWbAhj/qeq/0UtJ5j6tjqY457DmtC5D9NxfcK5HstmbTD/ijoGqUpf0O/FmqBd3FSmqq6ilMMvKL9Xsayy/XodX46idDSFafl7mIjP6mAsU1hVkYoqaI4xxqX1N4l64ZKIGTyL1NEUJo69v0hh0WWyqLC+gS6CTkJHOXLt9ZD78y4zDCjeGBBWflGw8YDwijH5CxKU7kgkEl3CEJuWOjACIHgJxMYX5QdKyQUAABAASURBVPqeh8YYSjaeIwXlw2BRULyPwwCDsSJReq/ko9yj5KPsewMAbaAtLdr0MPoWa+TwdfgjhhHPHw8IDCrhvU7ieTf4vImOjCF10wYMHbSJtCxNYTkPcRhi8L4g3EtBRqOf5843yiMvRjSW9vh8yRxjyw4bezCaYfRIppxk08AxkZHNl8EcxOMk2Tnt82X7MeuNImGA/LBgeeUHIxzOl4y1XyPGvBl1IQrHp/N8xV/rzItXJtJZX6KyuWHy7ciV48rV66w0bw5Wrfl77GKZlaYysS5QBFcG8yqecJOVaA6kO3x9oE3EaxNhq1avtw1BfLrbEK98dIW/grlEO+IJ3414+TIRxm9CvDZlc9hfa4Kx5K4+E4Bi6kBRXhWa+6uCeZXNrLK9bWvWltJABuMa/IxZIj6rgu9rabXMzbEcnFcYkgKspfIPRTrRWK4O/o6WSqOCSvntZy7Faxu/HaVmEA8q/iuY4/HaRRjGnKD5pfJvTfAAgzZ4KZVGlMFKeTCLeGMAeglP+FH+8RZguQeGlGS6jmFhzEN94z7kRRntk/ew4ZGBQQBjTDJlxkuDZwvGmut6dIgX7cLoB213Fxs/WGIRiUQ28WLZGF3oAR0OXQ7jQK1a1Q1uPpM3dPCwm7BRG5eNcF6QwBYjBv3B2IKhBaUdvbGgfLFxYSNY2CDSseedxnIemMM+1hDhxz22PK7pH/0hr5dEHjCkj5XYssPGHpYwxRpoYvMX5ZqlUbVr1YhmgSVMw4YYwtC34Q33aOIycFJSo0jWIGAg2RymMOtW1jRYDREBERABERABERABERABEcgoAZTlVmf3KvKremkkXgNsYIpyyDXC8gWWMaDwc41wjvKPAomSTlgqZLM6taIGiViFOdny6cPolya4/UYwfBSUj7azlARmpMPQg0cHCjFhgx4ZS7ATyv3f598WuKEsRh+WzDzw2Au27547R5elPPPieLdPhSuogA+4w5+6fDLC8DrBEEV/MESwDIQ3qRDn02EIwrDkr5M9YgRBzyT9/EVLzBsiqIs6qZt6EM5Jh/BWFjwvwsYd6keIL0zgC3se/FMXYzFh0rQoJ5awsBEqnkmFlZVMPOWwvIlNfkkfb15jzJr726KEnkzky1XJKaMIa5wYLNagxQJnkoY3h4mNL+41E5IfTtylvvp2tnOBKmjn3uLWo3wiIAIiIAIiIAIiIAIiIAIlJ4ACzJIFNgFlWQTLH8KKdHFrQHFctmylsRSC8hE8CQb0vSTfvhykQ2dBKUY5Lm594Xxe2ffLMcaNnxyOTvocZfqXXxcYug3tRxLpNng14BXg68RzwHuXoJd9+sV3brkLZVDe1ZeenY9DvEah3M8J6sdw5OPrb7VFtD2wxUPFe2v4NBwxDmBMoS7qREiPccKnJ82j9/Q2yiCONAgGCxhSTrLSdLcd7R/77Bpt2x33PWUYSXz+dqcc6U6p56i2V1itWtXdNR8Yjth/BsMG9SNs0lrYfGBZFGlhDnvGgPI4smGu7ztjgbcQ/SW+pEI5vLHHt5d6wuOJTkz7aRN9K2l92ZY/p4wiDBbWMjbxCf+wpXOQGPTwukFcn3DvyraBVHtEQAREQAREQAREQAREQATMUJC5Z/fy4SuDo8q6v7cnTTxW6Bso1fHifZwvl2O4bF+eT4cOQX0+PN4RZZf6yBOO55pw3w5/TZ3Isw/fZL58yvDnlIGugnCOEE9ZlEE4+cNCmJEwjlC/T+vLIBllce3jOFIPcQUJaWKZEUZ+L8m2x6enjbF1UoaP50hbaXNsOsKIi1cGacPlvDHqLkPweCHO56V8+jTolu5GWYQTz9gzLsQjnBNG/nA58dKSPrZNXBOOhOuJV15sGG0iD6ypL57QNtpI+Ug4rY+jDfHy5npYThlFgM3gvPR4nrFbMlY0BEsam6yW1UGi3xIREAEREAEREAEREAERyEUClSqbbXfkBmtyUnJSZ7uIRSLp66lKFgEREIEwgZwzitB4b6nCguUFYwlxEhEQAREQAREQAREQAREQAUcgKz7qNqhkex9bxfZpXTkp2fngSlaxgqwiWTF4aoQIlAMCOWkUKQfjoi6KgAiIgAiIgAiIgAgUiYASZzMBjBzJSgW5iWTzUKptIlDmCMgoUuaGVB0SAREQAREQAREo8wTUQREQAREQAREQgZQQyDmjCK87uvDyfm6nY7+TtA9jp+mUUFEhIiACIiACIiACWUNADREBERABERABERCBdBHIOaPIrQNHGK9dmjJuiB3YbHfHhd10eSsNr1rCQOIC9SECIiACIiACuUdALRYBERABERABERABEcgggZwyivDq3Zmz5tgh+++5CaL69bawpctX2vIVqzaJU4AIiIAIZBuBNcsi9sesiP3+XeZl1ZJsoaF2iIAIiIAIiIAIiIAIiEDpEsgpo0hBqOYvWmK1a1a3mjWqFZRMcSIgAiJQOgRial270uy7ZyrYVw9XzKjMGFHR1izVjv4xw6FLERABERCBNBJYvXKFLZv/sy1PUlYsnmcb0tgeFS0CIiACYQI5ZRThVbytWh5k/Yc8k88jBA+SfvePcstqWEoT7qDORUAEMk9ANYpAqglsCO6OK65aYhWXzSsFmR/cnAcNSNCpJevW249rN2Rcflq3wZavT9yuBM1VsAiIgAhknMDaZUus8odDrdr4vKRkw6yPbF3wG5fxhqa4wj63P2xISYolP1KSMsp63gkfTLNWZ/cydMJ09ZW9K9nXsrCtGognHemL2hbaTz/oD3kZd4TzVAnlIakqr6yUk1NGEaBf1O54Y/+QFm162DvvT7UzOvc1znt3a2fEkUYiAhkkoKpEQAQyQIC3M1ZZ+LVt9WG/jEud714JepjYu2bO+ohdumiddVy4PqNy/ZL1tmhD4nYFjdY/ERABEcgaAhVXL7OKq/9MSiLr1hS73V6xbNrifPdiBo4oqSirFMqRa8K9+Jc3EB9PUFJRVik7XnxZDisOr1ziwdgyD2KNGFyHw3faYRtrUL+u6QF8Lo1u8m3NKaMIP0RtL+5r7B/y5cThFha6zA8cX1zOJekgoDJFQAREoPQIRDasswqrl2ZcIqx1KqDb64O43zeYLcmw/BHUF1StfyIgAiIgAnEI3J93mdMVeDkD0bysgaOXKzqf4eLRJzq2b+080VOtR+Rd08kQX2dxjuRHipM3lXkywau47W3ZvJm9/tSdxqqC4pSx7TZb2esTPo56mqBzck14ccpTntwjkFNGkYLwYihJ6UarBVWmOBEQAREQAREQAREQAREQgawnwJN93lw5b/5iS2T0wAtg7m+L8i3PL0rHvFcBngXhh7QsU0Ao68sZs+3YdlfZvcPGRj1YfBxKOJ4o5PfivVdIg1AGQjnE+XQc8XYgLiy+zHAceWkDRx9PfiTc7nA58c7j8aKNlINw7vPBhrK7Xz/I9Zs46vftIB3jQhrfVuLDfSQP6RK1mXzwI5501Ek7vBBPeCJp1GBL++dBe9tLb37gknDkmnAXEHxgeAkbp2LbSF3x6qFNtI14hH7S36BI9y9cDqsffp4734X7D+atzw8T0vs4uFAmEhtHHdRFHEJan2/ZipXm42Lz+TTl7eiMImWh0x9N/UobrZaFgVQfREAEREAEREAEREAERCBFBFAOJ308vcC9B3/48Vfbf+9diuVpgAI+5uWJNnHsQOd5whKLUS+Mj9v6P5cut98WLHbpSD91+kxDkcbDAU8HvFaQk489zFoe1sya7rZjvnJQsHveNNjwbCEdZWzXsH6+NP6CMtue2MLeevcTH2ToS//YZ1dX7j0PjTHiKQfZb6+dkzYKxfKCAco7XjkI52ElfPK0r+3U4w53/Q4bFqINC50wXuwfmdenk0tPeVtvVdcZtJJpM/mXLV9p5KNfeLiw9yTsQtVscgpz5snsn+fZ97PnGNebJNoYQFnJjsMXM2ZZ727tXF8YL4xvfn4kUw7pR9zXx+Vn3GFDH8nLXKOPCPPFxxHfrc+9brkPcci+ezZxDOnClGnfWM8uZ25SJnHlVXLCKIJFDCsW1rOvvp3t9hFpGlonyPmwka8Yg4s1uLwOpvotAiIgAiIgAiIgAiIgAiJghlKIjnDgcV3cfoSxew8OGDraeS6QhvPiMEP5RJHGuIARgjKOPuIAI4w4rsNSp3ZNa3/a0S6I9BhiwkYLIjAwYCy5/OK2XOYTFGwCTjqmOYdC5ZD997SZs+a4ZSG0h3bRPs4xXKD8+0K6X9SmQKMQjGCFcO7zURbl4o2DHoaw/yN9QHEn3cHN9jCE88Jk+YpVhiEAwwtpKe+yjm04tWTa7NNzJNMh++9pGzZssPkLf+cyodTfcnNnOLvy5getyY6NjOtEiYsyDniYIJTlx9xzT6Yc5gj5yM94zpm30Gb9NM+NFWNGOMK4wg1+xJPOzzXizzz5yOh+KBhQvMENrx/iy7vkhFGEQfvwlcGGdW3PXXe00UP7OssWVi8vxJOuvA+o+i8CIiACIiACIiACIiAC5Z0Ae4rgLYAyHmt4gA0eBF6PIB0KNwYJ4ooqGAkwFiAYY5LNj/IdTsuD4NEvTbD+N3Z1Sm84zp833Lqe1axRzV/GHPNfNt6+gfOkR/lGUWargb12a+yU437XdTYMF7QZKazvhfEKK9dsa1C7Vg0rzn8YAOg/D7xpF4I3DUaOZNsMRx6ok5eXcuChk0xbMDpEIhFLxuhUlHHAa4a2IC++MSlfU4pSDoYaDGu+ALhQJhI770hHep9Wx4IJ5IRRxHeBL8mYh/o6ly8fpqMIiIAIiIAIiIAIiIAIiEA5I5BEd8OKNApkoiykw9PBP8FPlC5ROAYYb2Dh+Og9vZ3hIVF6Hx6uD68KlmRcfenZBeo63hvAl1HQ0fcLoxBLZ1q1PChqbEGv8kt2eOCMMQZjQkHl+Thfbrj93rODNPMXLbGly1ZwWizhQTcPvGEJW7/8JZk204eOPe80v/yGvmEgSKYh1IuuST2FpU92HDCIYHDD8EZ/YpflJFsO7cHbxRt4mM998h6OOgvAiTReSEd6f61jwQRyyihScFcUKwIiIAIiIAIiIAIiIAJlj4B6VHwCKLjs6YACicIcryS/BCTWcyNe2nCYNw54pZ04ymIzVY5cJxLa8r/Pv40up2G/DJZK+KUW8fLh5UE4nh/+GLsxJ+FhweuBJTTjxk82PCGIo23JtJG08YT8LJmBl2fAvioYdogbMebNAvdowYMhEokYxhPKZ88RhHPKGPTIWE7zycqVq9wmtZSfLyLOBUYQvFWImh8YaDAQcJ4qKeo4sPcHnGg7BhLfjqKWM/K5t8zvCUMZm9WpFV3mEzZK4SHEJrGkJx31lmS8KaOsS84ZRbC2sVsug+sHh3PCCnP78ul1FAEREAEREAEREAERyEoCapQIpJwAhgY2qcSD4Otvf3Tlh5e8sO8IniKx+464hBs/MD6wvyFLFRCWZ2DYIA97ivg4yqpVs3pcTxGUc5ZzkJ+j9wqhnAmTphmU/wxMAAAQAElEQVRLK4hDfPkbq3cHb+BhqQRpMD6wtYA3ALhEMR/k2aVxI6tTq4ahLBONgs6Gr7SVcsJtIT6eFMQLBhh0YECZGAEK2lCVNmGo8v14ftz70T1HWBr06RffGe1CMGaxnGb7bRu4TWopn/BEbcbbA8MB8aS7476nDCNJvD4VNyy2/QWNA/t6MLa05ai2Vxh7fdjG/+KVE7txbnhOYFC5rkcHl5tlYSy9gTllY/RyEcEH4xteagQzxpvwIFr/4hDIKaMIxg8mA5v3hAeVc8KwWJImTj8VJAIiIAIiIAIiIAJZRkDNEQERSDUBFE2WhWAICZeN4s6SjH/su5uxvIWlDGEhPpw+fE5Z4bScUxYKOOnIS5gXrgnHMIBwjqCcs5zDp6NcwimH8nw4R64JJz9COoQ8xCO8ZIIwPC84JhLy02d0Jp+GMMrwQrk+LnwkD3l9On/0ffRpw+Vx7sNJR37K8WEcqc+XNeiW7m5MCCMd6X2c50AeyvXhHElPOEfGnLHnOpzujVF3GQJL4mKFvNRHveE4rgmn/eFwf04+2oCExyE2H/XSB9JxpC20L1451Ec/KJt40pHPC/GUTxxHrn3csw/fZOT1DDhy7eMpi3wcEc4R6qIcyuO6vEpOGUXYTZcNguJZQwkjjjTldTDVbxEQAREQARHIWgJqmAiIQLklEKlUyVbu3MqWNz0zKVm/xfYWiZRbXAV2HK95PAMQPF/69jw/uk9IgRkVmVICGoeU4iz1wnLKKII7Ve2a1aPrz8L0WC9GHGnC4ToXAREQAREQgUwTUH0iIAIiIAJ/E6i+xdZWY99jrVqzE5OSGjsfZBUrlC2rCB4DeAlw/JtM0c94yu+f/uN5UNLyit4C5YCAxgEKZUdyyiiCWw/LZFhbxto7PwycE8ZaQNL4cB1FQAREQATSTkAViIAIiIAIiEChBDByJCsV5CZSKE8lEAERSB2BnDKK0G3WPQ3r38twF8NtDGEjHV67lGjNF/kkIiACIlByAipBBERABERABERABERABESgLBHIOaMI8HETw13Mu45xxFhCnEQERCBFBFSMCIiACJQzApUW/WFVZs/LuFT+eX45I63uioAIiIAIiED2EMhJo0j24FNLygoB9UMEREAEREAEKi38w+oNey3jUue1jy2yeq0GQAREQAREQAREoBQI5JxRhFfuXnh5P/fuav/+bh/2yKjXSgFhzlWpBouACIiACIiACCQgEFm/3jIuG9YnaI2CRUAEREAEREAE0k0g54witw4cYWyoOmXcEDuw2e6OD5ursgHrpI+nGwYSF+g+9CECIiACIiACIiACIiACIlCaBJasXm/T/1htnycpM5atsQ2l2WDVLQIikKMEitfsnDKKLFj0u82cNccO2X/PTXpbv94WtnT5Slu+YtUmcQoQAREQAREQAREQAREQAREoHQJzV623y39dbWfPSU5e/H2NrVtXPs0ifW5/2JBMjhT1IZmsU3WlgEApFfHljNl2bLurjGMpNSHl1eaUUaSg3s9ftMRq16xuNWtUKyhZuY3bsKF0/rBskJ2/3M45dVwEREAEREAEREAEPIHf15stTlJWl/C2FWWNZfa8pdKLV/o5Ir5d/sgyfJboJ/I6n/DBNLd8n/Jand3LeFhLXo5cEx4WwogjTVgon3rCaTlPlD6ctzyfF9Z3xg+OYSGssHyZiI8d80Tt8umYH5zHaxvzUHMlHpmSheWUUWSreptbq5YHWf8hz+TzCOEHp9/9o9yyGpbSlAxJ2cuNQWTShxVs1OiKGZfPv8ipKVb2Bl89EgEREAEREAEREIFyRAC9oOdNgy2vTyf7cuJwJyy7BwFxRx9xgE2dPjNq1CAc+X72nIS6BEaWO+57ykYP7evKa3tiC+t961C3bB/95PWn7nThvr4rOp9h+++9ixFH2fGEND49R8rYmD5ecoUlQeDgZnsYYw1Pxmr0SxOywpvh1oEjrEH9um6OTBw70Ma8PNEwboS7hBGkW597bfK0r8PBOs8QgZzTWC9qd7yxf0iLNj3snfen2hmd+xrnvbu1M+IyxC2nqolEIrZgYQX7+ptIxmX5soh8RXJqtqixIiACIiACIiACIpApAqmv54sZs1yhe+3W2B354KFp3jWdnJHCh/t0xGMsSbREn/iPpn5l/9hnV2u6245cuqX8c+YttFk/zXPX4Q/Ken3Cx9b+tKPDwcU6x6MF8ZlRnPEi8J4G1IXXgPeO8Iq2D7932FjDYwbBsEM+n5ajT0/58+YvNl+WT0844ssjD+Lz+fDYenw4ab1QN2XFCv1DfHhsH4nzZcS2y+eJd6y/5eYWiUSM1QTEx7YJjtRFHHUgnCOEE+/bHJvX9x+mLCOh/7QRfqSlDC9cM7f8fMDwhcHsrXc/8UncEcMJ+2ZiLHMBxfygzbQFoQ/0hTbQNt9uivZt58g1ceRBSEsewimPcrpfP8h5SoU5EY9QBmNDWs5hwpE46ic/5XNNuZRPPQhxpIkX5/NQFmV6zuSL1w7KKK7knFGEjrZs3sxZ2rACeiGMOIkIiIAIiIAIiIAIiIAIZB0BNSgjBNhn8I8/l9k9D42JW188pRQDCcvwG2/fIG6e72fPyRceq3CHI1968wPbpXGjqAElHFfUcxRpFGoUSfJihGEPxZOOaW6Edbg0z/BaQR/CM2Lw8BddOGmRz778zt4ZM8A+fGUwl4axBk8Fn37+giUunI+5vy2yEff1cTpWx/atnWc+ympR64EhXjQo/tSD5wYeHNQRTwrqI0oxxhrKoCy8f7yRI15Z4bD5C3+32rVqWNgI1jt4iE45MKC/o14Y77LEtgFvDeKT4fzn0uX224LFjls8bx/aQRpX0caPJjs2MvoFX4K8gl/SB/wYJfBCoX/0E+8U+sicZ56EDTFhQx+c++Q9nM8TKvz9gcepxx3u+ohxkTZ7YX54z6xk2k+5tIX2IfvttbNbAUI5Bc1nGHrO9A9vL9rt21HSY04aRUraaeUXAREQAREQAREQARFIHwGVLAKlRQBvjmH9e9mESX/vAcKT5bACFasEoyzylB6PkkTtRpFNFOfDUewwPFC+D0t0HDB0tNEuLzw9J384PQYGjDUYbQhHkcXggpLrw1DciYtNSxje9b5PGBN+mTvfUNKJg9OZJx/JqROMGJTLBS+18J4wRa0Hww15k2FAXbHtDvfxhx9/NYwT/kUaPARHyBdPUN4PPK6L48pqgqXLVkSTkQ8hgH7SX2/sggVcMWgRz3xAcSddYf2vU7tmoV5BpMGQRtmxgiGDsFhjA2FFEQwskz6e7oxktJu8LBUjjDjG1BvYuCaceNLR35aHNYsa8sJpiceohXAeFuYUhgyMTZ5tOD72nHoxBnnuxHe/qI3z4CoKZ/YQbbh1PbKnTHLSKMLk8T8gHHHXwa0mZVRUkAiIgAiIgAiIgAgkR0CpREAEsowASi7eETyJRliSwJNwry+EFXEMEShq3riQqCthRS5RGp6Co1xTf6I0Ppw20TYv8bwMMGhgrEFpRaEMK7KU83Ng5GAbAfQhjAEYBQiPJyiteIBgLCB9PCOMz4cCjyLvr4tSD3nISxmcFyYF9RHPA4wXvo/hpRbxykVx914lcMWwgdcK7EiPRwZ9R158YxJBUcFAAN/ZP8/b5G2nRe1/tNCNJ3g5eGPUxqDogXlFW2gTgrGMcWR/Ed/uaOIkTshPOQhl+CzhOY/hCo8j70VDmnAbmCNhgxLxsUKfKB/jBNxj4+NdM9b9ruvs9vShfQh6vW38r6ScNxZTrEPOGUUAF3YL+nLicMMa3LHnnZtsWFMsIsokAiIgAiIgAiKQgICCRUAERCD3CGDw2KxOLePJNq1HOfPGBp5Qs8zAP10nPlZivURQcHmRAUt1fFoMLv/7/NtCvQZ8+mSP/qk9inKtWtUtrIByHjYCoBdh/EhUNkYG0iAYGzDixEtL/1B6fVxR6yEvZfj8hR0L6iMeFLSXflIOy0E4JiOUi/KPpwkGEYxflEN5Jx97WL4i6CMBV9784CbLn4jz+b4MdE+kIM6U4wXjEEYif80RQwhzjnno+0eZCMYy6rs/7zIjnvRFEfJRjpdH7+ntyqEsP+fxxuHlJeE5T70+D8d4RrrYdlAXZd46cERsVMJr6qRs6mDJV3gzXPpdXM4JK0wyIqeMIlhyMYjgogNQ30essawxGzHmTbcLtA/XUQREQAREQASKTUAZRUAEREAEco4Ay2RQgMMNx/DBdfjJOAozywnQH/ASID6RkBaDB4YP0qBUNmqwpfH0nWtk5HNvWXgzVsJSIeg5eJ888NgLtu+eOzsFl3LpC0tLwkYC+o4QHyuEI7Hh8a7DfSlqPTCBDYwoG6+Er2f+yGlCSdTHZ14cX6K3x9AGlh+x3ILKvSECDwwMJIR58UYD2hqeD0Xtvy/PH9FZGT+YEoY+y34Y4ToIL6n49vNGVuqgPPrJ5qQcucY4yJwfN36y2yyYMIS2DBv5Sj7Wgx4Zm29/GtKFBUMPRkEMbYT77xxGoEjk7w1uMeYhpKEd4fYQ5qWknH05xT3mlFGETtauVcMYAM7DQpi3BIbDdS4CIiACIlA4AaUQAREQAREQgbJAAOUKpRPXfC8oimwiioLq+4jyjsKMYYE8PjzeEaX96kvPdm+9pEwe0rIMAEWU9Bgb2MMk2X00yBNe5kCZrc7ulVAJRWmd8+uCfIosfaFPtIX8CP1M1Bd0JZYQkQ7BKHBdjw40xUl4+UQ4rqj1wKRnlzMNJZt6+vYfbts2rG877bCNqyfRR7w+1t9qiyhzlgdh1PBKeLxyUL5JR70Iy2HwZqBNjA1jRPhRba8w9j2xmP9oI94KiI8qav99vvARzjClbpYCsawnWU+TcDn+PLzMhDL9VhKwoWzqIBwWtWpWjxrS6AsGmjqBPs389+XRFhwMWDZDPoT2kt6nKejo+4dhhDw4MLC0hnKeH/d+1LuJcWCzVNpFHPXxveL7Rb6izOeC2lOcuJwyimDl48dr/qK/d0ouTqeVRwREoFwTUOdFQAREQAREQATKKAGUK++ej4s+wjXh4S6joLG0IF5cOJ0/R3GkLCQ2D3HsYYJy59MnOvp6KScsvkyWUyDh/InKp0/k8+VwThjCOfl8ObSNNvq09J22EE99PpxjOI54Xx5xCGUThnAerof04boG396DoLgPtV3Exg/KoH3k3RhkhFGfF9rp42KPGAR8On8M94NyKZ84jm+Mustiy2PvlvDmtL4O30/yIvSZMMqkHI4+bbwjnGkLeRHaGi8dYcSRljxcx0osE8qjP74N5CfMC9fhMuhzvPJjyyUd+cgfm566wv2mraTxecJlDbqluxFHGOWRxreNow8nDqawJRzhnLBE9YXzkr8kklNGEYAzUXFzw/0m3HHco7B8AS4crnMRKN8E1HsREAEREAEREAERKF0CVStusAvqVLArN6+YlOxRtYJFIqXbZtVefALsAYknANKiTQ/rev7J0TebFL/UnAHE3QAAEABJREFU9OZkaRRLSxJ52qS3dpVe2gQqlHYDilI/66NwC4t1jeILhwta2O2rIBe0otSptDlEQE0VAREQAREQAREQARHIOgI716xsXRpWt8saVktKTt2qqlWsIKtI1g1kkg3Cu4An/V5S+UQ/ySYUORneCGMe6uteD1vkzMqQ8wRyyiiCFwhuNP4LVtCRdKTP+RFK0AEFi4AIiIAIiIAIiIAIiECuEMDIkaxUkJtIrgyr2ikCZYJALhhFygRodUIEREAEREAEREAEREAEREAEREAERKBAAhmPzCmjCMtn2NU2dj8RqBFGHGm4loiACIiACIiACIiACIiACIiACIhA9hJQy7KBQE4ZRXj7DK8H4jU+bODjAXJOGK/f8mE6ioAIiIAIiIAIiIAIiIAIiIAIZAkBNUMEspRAThlFePsMr/SZMm6ITfp4urHBKjLm5Yk2cexA0z4iWTrL1CwREAEREAEREAEREAERKEcE1FUREIHcIZBTRhGPddZP8+zrmT/6S2u4dT3DiyQakOITPFEwviAXXt7PWKqT4ipUnAiIgAiIgAiIgAiIgAjkIoFC27x6+Spb9uNCW56krPj1d9tQaKlKIAIiIAKpIZBTRhH2C2l1di87o3Nf69i+tfm3zxx20N7G8pl0GCwmfDDNvCcK9TWoX9duHTgiNfRVigiIgAiIgAiIgAiIQA4RUFOLQ2Dt4hVW+fG3rdqgF5KSDVO+tXXryq5ZhH0QkeKwLA950L/Q+dD9ykp/v5wx245td5VxLCt9Kkv9yCmjCOD333sXY/nMRe2O59IJ54RhsFi+YpULS9XHW+9+Ym1PbGFb1dvcFXn0EQcYe5eUpS+p65g+REAEREAEREAERCBMQOcikEICFYN79IrLVloyElmzrtg1c4+OQo2HtxeuCS92oVmUMezB7vtXUgMLbGCEMSKLuprWpiTqMyyRtFaeI4VjwDm0ddfolhXMN8+GIxLbFeZnOhwVYutJ9XVOGUUwTORd08nYWyQWBGHEkSY2rrjXLJNhY9dw/vr1trANGzbY/IW/h4N1LgIiIAIiIAIikMME1HQREIGyReD+vMuiXuU8VL3noTFZ00F0FqS4DTq42R7uITFe7DwYRl/JRUW0uP1XvvQTwGjU86bBltenU/R7xFyjZuISOQp8P3uOsYoD3Zy0uSI5ZRQpLag77bBNwqob1qtuXjarWdkaNdpgO+6QWdkhqK9GtQrRdvj2+ONWm1ezevUy2ybPoHatiDXYolrctm1Tt7pVrFnL1u+6T+Zl2ya2ZZ2qcdsFt+o1qtj6Jk0z367Ge1iNGonbVbd2Vdural07tFqDjEudKpUNNvFk62CMt6lSI+NtgsN2lWta/WCOx2sXYdWqR6zOThsyLrWC34LNa1VJyKx2jUpWe/vMt6vOjhuserVKCdu15WZVbW3tbWx1vV0zLhWq1rIGwe8C4xYrhFeoVjPjbYLD2toNbKuAS2yb/HXtKhVtvyoR279qZqVpUGedaom/l5sFf5P2CNLEaVfa21qrcsQ8n9hj/eD7umGLWra6cTDPMiyROjWN36vYNvnrStWrlEq71jSsZ3VrJ/69qFW1stWINLRake0yKjUjjaxG1cTtqlenqlWP1M9om2ptZFC1YlXjPsKPXfjIGFt1s9Vbrc+4rKu9wbYK5ni4PeHzylUqZLxNcFhTd73VqVkl3/fSytF/TXZsZBgOeOBJt1Hq8Ixo2uJ8Q8IeEjz97n79IMPIQBxPvhGufX6eoLe9uK9RDuURT1ovvjzShZ+0UzbpOSKcI5z7vKQnH+HJCMonBiDSjnphPAcn4TbFtp1lHPcOG+v6Dofb7xtpP8+db9363OvCyIvQR8S3jX6F28q1qyz4IBwJTt0/4ny99CdcJ+WF05KB+ghHaAdh8cSXxdHHUxf9YDwIhyHlILH1+DzJHslPOQjlUj55qYs6w/H09+Np3xjpSM+1nzPkQYY++ZJjTDx5CfNl0Q+uEeJgwjl1hvlRL3kI93VRHhIug/yEIeG2EM4185w46qKesHwxY5a73Gu3xu7IB3MNYx5OCD7cpyOeNs2cNccO2X9PLnNKKuRCawHMF5KBp72x14QRRxriuE6l/PDjr0kV12jrSnbphdXsuiuqZFSuuayK7bdHlYRtrFwxYmedVDWjbfIMjj2iilWsEInbtkgQXO/wf1ndWwdnXLbs0tOqVKkUt10Ebrb7Hlbvursy366r86zOzk1oQlypV7WqPb7LkfZB01MzLqdsvaMxZvEaxhhfud2+GW8THG7Y8QCrXDHxT9lO+1S1Y/pUybgcfnEV26xu4nbV376Stbi0asbbddSVVWz7PRLP/SqVKlitwzpYlRNuzLjU2aO5VUjwe0Fwnd0PK0abSt6PWs3PMbjEm/uEHVa3qj27Sy17ZZeaGZXHdqppe9apRBPiyraB4e3BIE2m20V9R21ZLW6bCKwU/E2qddKBVuXq0zMutY/dz6ifdsSTOs0aZ7xNcKh5wb+taq2q8Zrkwrau1cCa1z/LDq9/YUalef2zrWGthq4N8T6qVa5oB9VvndE2eQY7b7GnVUjwR6lihYjV2a+SVWlTIeNS+7DKVjn4HY3Hi7DNGle2qqdlvl3VW1W06gX8TaJt6ZQa29W1Snecbzb00qSkRptDC/yuFtRWFDbeSNmyebNoMpba8wZLlDoCfRo8LZBwWpS+Qbd0N9ITR16Ea5+/6W472piH+hrlUB7xpPXiyyPdh68Mjj5pp2zSc0Q4Rzj3eUlPPsLjCXWF20Ia2kUYcVwjnPsyiSMN4ZT9xqi77LKObVy7YDWg7yXu3KcnL0IfER9Ov8Jt5ZoyEcIRzhHifL2xdVJeOC3pqY9wL7TL8yXeiy+Low+jLp+ecBj6cmLr8Xkomzzk9WEcSY9wjnDuy6Jcyifc5w/H09+Dmu1upCMP17HcmVvEIeQNlxVuC3EwIZ46Y8eM+gn3dVEeEi6D/IQh4bYQzrVvC3VRT1goBz7UEw7354QTT7pwGPOFdvmwXDkmvmPPlR6ksZ1MYvYpCVcxf9GSQDGMWP0tNw8H61wEREAESp+AWiACIiACIiACIiACIiACIlAkAjKKFILr6CMOcG+f8R4obLzKukSsY4VkVbQIiEAaCahoERABERABERABERABERABESgpARlFCiGISxBvn2nRpodb/8V6xOt6dCgkl6JFIKUEVJgIiIAIiIAIiIAIiIAIiIAIiEAaCMgokgRU1l2xFgth/RXLapLIVqaSrFu33tasLf7r0ZKHUTZS8oaihYv/cG8qKhs9Ui9EQAREQAREQAREQAREQAREoOwRkFGkNMc0Qd1vv/8/+2jqV1mlUM+c9Yudf9nttmjJnwlareAwAQwil143yC6/8QH7df7icJTOCyAwdfq39vqEjw0jXAHJFJUDBLLxdwxs/IY9MeYNW7Z8JZeSJAhk61hm6+8Fc2zEs29a7BsHkkCtJFlGIJvnmH7HsmyyqDkiIAI5TSBjRpGSUlq6bIWd0bmvW8LCUpavvp0dveZVQsSRpqT1lHb+OfMW2qBhY63HDfdb9+vvs1k/Jffmm3S3+9f5i6xSpYpWrWqVdFdV5PL/+HO5ffPdT+4GdPK0r23VX6uLXEaqM7DnzGP39LZ99tzJzupykw1+/MWsUsK+nvmj/f7HMvtu1pysmWN8f+9/9Hnr23+4tet6s33y2YysMQxm4xzDc2vgw8/a/sd0sn2OutB63jQ4awxw/I498Njzdt0dw6xzr/42++d5qf6KFas8PLiee+09GzLiJTvtouvtqeffyQoPuGwfy/sefc6uyXsoq8aS34tBjzxndw1+2tpfcouhvBZrUqQ4k59j70/+PMUll6y4bJ5jsGp5+v8vUT75gmuz5qEQc8z/TTrn0tvs86++z4q/SX6O3R/8xp7Q4WrjNy0b7ntKNkOVWwREoCwSyKU+5YRRBAWTV/58OXF4vtdFxV6ThrS5NADhtvKHjqdLu+y0rb39TH87ZP897fwed1jeoCdLXaH+4cdfrVGDLa1mjcSvWQz3JZPna9autSFPvGQHn/AfGxoc169fn8nqE9aFAanD6cfa4QfvYy+Me9+4eXn1nY9K3QuCeYaS2vrca+z0TjfYd7PnJOxDJiNeC9j8tXqNvfZkP+vS4SS7KTCOZIunTTbOsU8+/cbemPixPTvsZpsybqj965B9nXL41nufZHLYNqmL+cXv2E47NLRXg7E86djD7D9X32PTv/5hk7SZDvh+9lx7Pvgu3nfrZfb4oD72cWBE7X7dIEP5yXRbwvVl+1juvGMje/2pu+zkVv+0i6+620p7jsGO34s1a9YG8/8m63Fx28CY+rgNH/16qSutfo51Dn7DsmmpbbbOsSV/LLV7Hhpj3S9qY5+984jd0ediu2foGLtl4IhSN1gyx/zfpPPaHmu9bxuaFd6ffo49eMcV9uiAXs67sm2nG7PGmMT3UyIC5ZCAupzjBCrkePvLVPO/+vZHmzBpml141vFWq2Z1a3/av+3VEXdY5UqV7IsZs0q1r98HinOT4MY43Ahcg28NblyeeXF8qSr6W9bdzK7o3Na2a1jfOrY/wbLpRnTKp1+7J5jD+l/lbl6eHPuWDXpkbBhjxs8jkYi1anmQnXFSC2ewwWiT8UbEVMgSo6deeMfObXuM1d28th35z/1tzMM3OU8b5heKdkyWjF5m4xxbtXq1bVanltXboo5VrVLZTg6MD/1v7Gp3Bk/O//f5txnlE64s/DtGu1r/+1DrcPox9uATLxoKRjhtJs/XrltnTzz7hh2w7262b9Mmtk39unbXDf+xKpUr2eiXJ2ayKZvUVdhYovyXxncgdixPOOoQu6X3RTZ4+Av224Ilm/QjUwH8Xjwd/N05/8xWtsVmtd0DhPtu7R48MX/faHOm2hFbj59jzfbaxc2xcPyED6YZfy9L6ztQ2BwLtzWT52vXrrP16zfYDttubZUqVrQ9dtnBHrrrSvvxl3l2/6PPuXuLNUGaTLaJusJzjL9J/M18/tFbbd89mzhjKmlKQ/wc879j3JcNvbOnXdujg7t/LK35VRosVGdpElDdIlD2CFQoe13KzR6t+mu1DQmUhkVL/rA+dzwctfhjHLmq61nupq+0erZ8xSpj+cyuO20bbQJ7ZrC8Z3Zw43LU4f8InuistQ8++cK+nDHb3cREE2bgBGUBN3huEg5qtkcGakyuCoxGw0a+am1OOMK2b7S1cfPy5H3X2n/OO8VxemPiFLesgPYnV2LqUvGk6e33/mddzj251JdE0f/Hgye8v/62yG6+5wl77OlxbgkUnjYYCHt0Ot1+njvf2l7ct9SMg7Qx2+YYysNfwe/GQ0++HHz/1rnJsV/Tne3a7ucEisX27jrTH/53rMmODQ1PEeqH3cLFv3MaFZY6ZHrvGLxC3nz3E6c4sOyIPUXwEPlt4RKrXbN6tG2lcVLYWN5275P21PNvZ7Rpfiz/WLrcbrnncbecbVT72d4AABAASURBVN269TZ33kKLRCJWpUqljLbHV8Z84veCJVp4GPh5xN+oNWvWWLVqVXzSjB/9HMOTpu/dw4O/m4tdG1iqyN+CXRo3cgZMF5jhj8LmWIabE61ui8AIvv8+uzpj7rwF/89rszo17couZxpeZqWxn5mfYz/NmW+33zfSXn3nI3dfw9+kC846zhmgox3I8AlzjHsH5v2dDzztvIgjkYi7R7zm0val/vc8wzgyU51qEQERKBcEKpSLXuZAJ1lT+8uvC+yl4XnGH7bbBo5wewQs/n2pU3hwCz6kdVdr2uJ848jNIEp3Jrq2dPmK4A/vKvNLk77/ca517HmX88y49+ZLrWLFCnbptYNs6IiX7aYBw51RZ8XKvzLRNFfH1Okz7b2PPrNzTz/WPWlygVnw8fKbH7gn422O/1e0NRtsQ3DzN8qN7fhJU90a/UwvEeGpG0/tmx+4l+256w7RtpXWCU928ZB67J6r7ZkhN9pnX31vYVdgblC32XpLu6NPJ9t5x0al0sxsnGMNtqprd9/Y1f778XTrfetQtwQkEolYi+b7OW8plNpX3v7QUM7yBo00+rAuUGrTCZDfMZZm4a114rlXB4bel5xS8eLrk+w/gQEOzxEMEZneC2LFylWGUtqpfWsbN/JOW716jTU/6RI7+fw+dnBgSG199KHpxFJo2QWNJZl/mvOb1d9yC04zJowlf5OeG3bzxuUpw63ZMR1t7Kvv2XXBU2k8NDLWmFBF4d8LvEMeH/OG7Xf0RcYcv/ziM2yn7bcJpc7caXiOTRw70HbcroHbT+rRp1+zF9+c5BpybIuD3LE0PgqaY3xfS+P3Ag54h1zZ5Qz3235BjzuM/a4Ix4jTZIeGgWFpUcb3M/Nz7IlBfezhu640PDzZUwTjPG3jN+6cbrfZ3kde4KRd18zsaePn2MXnnGjjx9wTNGWDW5aLkSS4cPuq3XH/U26fqabBvSL7tDxVxH2TKEciAiIgAuWRgIwiWTDqPEUa/szrdtbJR1rDBls6iz9LB048prkzONwWGEhGvzTB2LjziwmP2evBTT1POS8KDBP+yUo6u7Fg0R/u6dbWW23hPFj+03uAnd76CLvusg7GTTMK7MpVf9mgW7rbqME32CXnn+KUDm6y0tkuyqaO4c+Ms1OPO9x4Ok1YNkjY9XbzzWpFm7QkMHJN/fxby7umo/W7trPbP4PNWDtfdbdhbIomTOPJlE+/th8CwxZLGiKRSBprKrxoDDQoDS0Pa+YMNNtus5Xdc9MlzhX4+dfeN7/BKTfLNYOn+TypK7zU1KbIpjkGL7wcUJLpJUrDI/172eLf/7T+Q0Y7Ayrh/C6cHygYvJ1g7z12st2abGd33D/Srrx5sGNKmlSL/x07p83RdvcN/7EL251gk6Z8YQfut7s9+cB1Rjuok3X6LAd5dljm9oJ45/2p9ueyFXZKq3+6pYl9up9jwwdebXiznNv2WGdEwmDEW0NIRzvTLcmOJZ56S5evtIaBYTDdbfLl+7EM/0169uGb7KRjDrMTAwPS/nvv6vbuQOFijxaUNZ83nUeYhX8vmgRGUrzvLjn/VGt+QFM7+l//cF4sLCFYsOh3Z5ROZ3vCZYfnGEaGjmefYE8HRt5pX3xn9z78rF1ywSnG3wL6wFwL503XOXVl6+/FGxM/tnHjJ7uuw+vGnucbS+2uznvIeSO5iODjh/TtZxaUvuk/mMWfY6c4L4zpX/9g53bPs4Oa7W6TX33QPn3rEbv0wlMN4zPfB4z4m5aampDwHMOLmN8x9hRhKSDGZrx32XT+pcfz3P57I+671j7835dRo3lqWqFSREAERKBsEpBRJAvGladIPEHFCOKbg/LXsnkzt3Z10idfOIMDT04ikYi7sbquRwc79B972u3BE2BuAH2+dBznzV9ktWvVsDcnTrE+tz9sV1/a3u13godI9WpVrEaN6la1amU797I8m/3zr+6J5vV3PmKnd7rRWFKTjhvAtze+thgPg/kLf7fTjv+XuxlOR/+LWiY3RWNenmAo+LH7dVSqVNEqVIjYnF8XumJheMGZx9m/g5v5iR986sLS8YGyh4KMsYYn5ig7bJybjrqKUuZ/P/7cJk/92locul80WyQScYbBftd1Ngwhw5561d2Abh08KWcuoSRGE6fxJBvn2Lp169xae95m5BVR9jvp2eVM+zgwdmEswYiDIXW7hls5xb/NCf8yZOQD17unsVfe/KDzKkk1utjfscbBk3KWWDQ/YC/jpp36mH+Z3gvitwVL7OGRr7j9czavU4tmOEGhrlK5ss2bv9gwSJ7W8Xo79cLr7KTz+thVt6SHkat440cyY0lSft841t9ycw5R4bXtl11/X/AkfXE0LFUnjOXCxX/YAYFBy5fJ3yQ2/8aTizD2gdg5MEpM+fQba33uNYZnCeHpFP97ceRh+0d/7/kNRUH98Zff3JPyF9+YZEecdpm1+8/NdsxZV9qoF95xBpx0tos59lhgnL+o3fFujx9fV4PgQQK/sy0Do++B++3hlmAMGDra/n3mFTbyubeN76pPm47j33PsRceGOrLl9wLj44OPv+i+e7SrcvC38fzgbyHf0f9+PJ0gJ5nez+y/wd+kH4KHBued0SrfHPvnQXsbG83jpXv8UYcEhpDTnDGV+cdv3P15l9mTY9+0KZ/OcO1O9YefY507nJhvjvE7ts+eTWz0yxNt8ZLAOH5jV3fvQf3cgwzoe0nQD3Nee4RJREAEREAE4hOoED9YoZkkcOZJLYOn493cH9hwvRg7nh/3vp1y7GG2c+NG4ajgj1zEzgjynfDvQw2DSr7IFF+wrvaD4IkvS3geyOthRwY3eJFIxN1o8mRkv6ZNjI2+kG22rmdvvfuJ8yDpfcnZdt+jz1uPG+83brBT2SyekI96/h33msjTTzwi301CsvV4QwFeN8nmSSbd97PnGvt14KqPIhHOg8s5+3jkDXrSvQUDA0okErFO7U+0DsET9nDaVJ5zM8eTJV4PvGzFSjv6iAOLVbw3FNDuYhUQk+lfB+/rXPFZdhVvGRFeLbgsM9cjkYhNnvaV4arM3jXeKBBTZMous3GOMZ9uvupCW716reEpNuP7n21tYCiZ9PF0t+Fk/Xqbu5vy72bPid60eyAoHe1POzowcFY39onw4ak6xv6ObRsYZTBgLf79T1cFc6Y09oLYOlBM8T76csYs93YejAk8DX7lrQ8NI1IkaN0Ndz7qnlJPeHagvTN6gDXZoZE9MPwF9xsXRKflXzJjScVzf1to7LFQMzA+cw1HFH+WTB35z/0NxZvwVApjiQcNXoF3D3nGvb6bPTxYqoKSDz/eGsKGtXnXdDI2+EVZTPcr5P3vRd/+j9l1/R5xf2f4/cZwyr4w/C4MDsbtwTsut7eDcXxpeJ6989+p7ml5KvnElsUce2RAL/v3vw7IF4VXAUs78Rrh+4cC3fuSdvbU4Bvs86++d8tOecKfL1MKL5KZYyjxpfF7cfoJR9hZpxxlna68y/guMqdmfP9T8MBgge3aZDtHgd8P9oopaD8zmLrEKfpgjj1891VRQ2642M++/N7wwsMbLhLhl+PvWPYN69GprW2/bf2/A1N45udYi+BhWWyxfBdffftD63h2603uhZh3vAnpX4fuG5tN1yIgAiIgAiECMoqEYJTWKTcu3PTG1v/n0uU2d94iO/SAprFR7po1wscckf8mzEWk+KP9af+2O6/vYrhi4q3ii2ePgg8++TL4Q3yC28uD9qxctdq4cWaDzMMP3ttwbd5nj53s2juGWSqV2Mbbb2MDb+5mQ+7saSOefcvtZ+LblcwRxeK5196z+x973q3J5TxVT+0wYOE27ZcL0B5u3HkyxjljxtMblAieLtKW6tWqWJUqlY109weGpJPOv9YQznFlJ19JhDmGNw1vM2IzTm5EMXYVpUyUokHDxlqPG+433HRToQBxQ+t39d9nz53cGnw2WuUGmX4/8NgLgbHoGGNuMX8eeeo1axgY3uB2dPAUmKeupPX9WLdufcoU2WydY3ht3RV8H3lFZM+bBtu+R11k4yZMdsYl4nhi/499dnN7/ngu/oj7Pt9lniD6sFQdmWPh37E6tWu6N2f9MneBq8Kv02fvmEzvBcHTVIy2PS5ua3c+MMr2P6ajDXvqFcds9i+/ufa1bd3CLVdkTh4WPBWe8+sCY1mgi0zTB+NV0FhSLd8z5nyN6lXd8ij2buJ7eO8tl9rJgcE8EomQLKXCWPK7/9wjt9jateuM79px7XvZTjtsY62PPtTOueRWO+2i6+3fZ1xh/B5EIhFnuEE543eOOZiq39Nwxxgbfi9oV5MdGjpvkENP7Br8bfnLundqY8++8q6d8O9DbL+mO7tszMeD9tvdvp75k7tO5wcGbxRQXwf9x0OJ9u6+8/aGx0PeoJHGwwXS3Hp1x+BBSFV798PPuEybFDbHGKvS+L2IRCJ29qlHuT072PvoH8d2sq7XDLSO7Vu7N7wAZGkB+5ndf9tlhtcL6VIpzLFE5X4180djLBvUrxu3Sv6287cqbmQKAmPnmC+S+0Q8t/beo7EPynfEqHRwsz3yhelCBERABEQgPwEZRfLzyKqrSCTivEAqV65cpHahTPIUkSeiKNxFyhwnMTfIx7Y4MN8NCDd87OXBTTlPSMhGXRgXePq6fsMGdwPPDcY/9tk1MO4sdE8bSZcqiUQibpnF6KE3uv1YKHdt8NScGyzc9LlOJN/Pnus8NR684wr3qlx2cmdvlFQxQ4GJRP5WVrg5Hhw8wYQRbcLQhdfNyLFvuyf7hM2dt9BYqzzty5l24xXn2aBbLiXYcOsfP2laSpR9vEVYhzys/1WGVw8VsHRgfPA0dV1gUOA6ntDuEc++abvstK29/Ux/x/38HndY3qAnnSEnXp6ihDHHMKRhTGJfnUoVKxhrzgk/6vD9XVFsXMvJgL5d3Z4Vo4f2NfasmP719wS7+db7tqH2zEsT3HUqPiKRTecY5eIxg5LDeSJJ5xzje4Wy9coTt7u14y8+dpt5g+WyQJHAoBOJ/D3/wm2sVLFi+NKdM754c3F0ASn4qFmjmnvN5i/zFrixib9O/9R8e0HEq5Z9ZVb9tTpeVJHCIpH/H0sU6unjHzO8Qlje9tHUL+2IQ/c1DEa+wOlf/2Dr1q8PjCQVDe8DvJN4QuzjU3ksaCwZD76fe+3WOFD8V9lN/Yfbux99Zk/c1yeq+KeyLbFl8Xtxdbezbcq4Ifb5O48a+yBNnvq1bbF5LXvz6btt4th7DY8S2hWxiFMY//hzmXPV/z04xpaXqmt+Fy446zh7/4X7jLFkf5hqVaoYS2hahpbWrPprtU2d/m307ULpHstw/2b+8Ivhjdj2xJY2b8ESu+qWIc4IguGkS+/+1v26Qc7Tpd4WdVy2qdNn2q0DRwTj/Je7TuVHQXOstH8vMFgO6XeFm18fvTLY/S2PRCKu+wsK2M+MOeAShT4wnE/4YFraliWx/LVy5UpWsUKFUK2YlNhhAAAQAElEQVSlf8r40i6kKK3hbz5zFGMmvzVFyau0IiACIlDWCGTXL3tZo1vC/nCTvtvO29mESVOLpBC/8MZ/7atvZ9vdDz5jF1zez3jCX8KmbJKdzbtY687GhT7SK4HX9zg3aPM0O+m8a9weJHiJHPKPPa3+Vlv4pCk9cnPEE0EKxb31pv6P2yeffsNlXFkbGE6eePYN4xW+uH9zU8ZT5Gt7dHDt/mv1mrj5ShLIqwU/mPKF4eGwbqPxYfttt7atttzc2IcFbwf2ieCNBRhLMCRx3u3CUw1XXp4Mv/Xe/0rShHx5/RMnNrx84LHn7eGnXi1wn4mvvv3RscFwgaLEU2S8TipXqmRfzJiVr+ySXLD3BAY43Kbfnzzdup5/SqBIVHP7JmDsuOjs4901dfibuKqBMsTmcpdee6/98OPcQMH9e38S0qVCwnMMxYu9fF5956OE38u1JZpjJWsx83nGdz8ZbUi2JL67Z3TuayxhYvPkZPMVlA7jyy29LrRjWxxk//34c0OZPjKksHIj7/eCSOSRgVJ7Xb9h9vjoNwqqqkRxO2zbwBYs+j06lhgnn3lpvLX+d3OrECg/GHPgee6ledatz732/ew5JaqvKJlXrPzLLT2sVq2K4Z21fMVKGxIYclnCkqgcFBzeLpU3aKRbouG/J4nSFzW8Vs0agdK5xv76a40xhg0b1DOUsY7tT3DfzT+XrnDH6tWqFrXoEqXHEM3fAR4K+ILe++jzwPCw0JofuFfUMJepscRT8KnB1xu/ad9896PhsdGpfWtrf9rR9sKjt7qNpfEAarb3LgHP1fbY068Zy6LY16ZXYEApzLDv+1jSY0l/L9LZzoL2M4vX71k/zTP2Kfnjz+XxokscdsA+u9m33/9sLOksamErVq5yRq/Hnh7nxruo+QtKv32j+lanVg2bMi3xfU9sfn7n2l58o9tH6YQOV9vZl9ya0d+22PboWgREQARKm0CF0m6A6k9MAKWiS4eTjBs7niCFb/YS5cJLgzfVXNO9vXu96emtj3Cvz+XJZ6I8xQln3S2GBP+UCwXMGxqOO+pgYw3/jT3PN16vd12Pc+3ayzq4JTbFqasoefYPbjDHjexnrY48OGG2j6d9bW9MnGJ4h9z5wNPO0yESiTjvB16HjAKcMHMxI3D1fjB4GjZh0qfWruvNNvbV9+yuwU8HisVqY60v+x188tkM+895J7sd7sPVkJc3F0wMnoDBORxX0nOUmVt7X2QP3n65YYSLVx6K6ZAnXrRFS/6wPnc87N5AhKKFceSqrmc5bvHyJRWWIBFls3EdxiHqYuPaPXfd0Q7c7/9dgAnjzQUoFU12bGj1t9zCvYFl7m+LbNz4j1J+0xlu5g6BMYu3Q118zokWiUTCUdHzwubYqlWrjSeaeLpwsxzNmIITlg/M/mWePf3CeLexY2FFYpBDif734f8w5MLAkDoqRZtTRiIRd7PO78V1PTpYor0gqlSpHLeZ7E+E0sXvWNwEKQiE1+df/RC0bbj7XnYLjGvNmu5iRx9xgNs8FKPyW8/0t1ef7GeHHrCnfTd7rvtdo10pqL7AIpgbKC/secIbhO68/j9umUqiTKTFg4uNnHdu3Miuu/NRe3LsW4mSFyu8RfN9DSXs+A69jU17r7zpQbdUy3835y9aEhhJKkZ/x6Z/M8tOueA693tbrAqTzMQbTNqdepTdcs/jxhJOjMy33TvCul/Uxm08+f7kz90DgvBYzpw1x/jdXbZ8ZZK1FC/ZLo23DX4//7Snnn/bGFOUaozcbCzK35sJk6a5fX7eevpue/7RW4z9eDCMpHO/Ed8T5n9xfi+OOGRf22v3xk6pzkuRx6Bvkz+yxJOHCSw54mHBkRv3M/PxsUf+jrI0sF7d//e+4e/EisCwGJuuuNd77rqDndzqn9a514AibSKPF94lfQbap19+Z3iypnq+Mfcv79zW7nv0Obep9IrAAFNYH996/3/B383NncfXpBfvt0uCBxAXX9U/+Ps5OWogLqwMxYuACIhAWSJQoSx1piz2haUEwwde7XY9b9W+lzVtcb4NemRs3D9a3AA89fw7wQ3r1sYrE3mKxyvuTj3un+4mcd1GD4VUcKLssBKNEsiT4HNPP9YZPyKRiFOWL2p3QmCA+DhhlfzxRjFEQUzG6JOwoI0RkUjELfOpXGnTJQIkoT7evoJCO37MPUHQBrenCEaS4MLdsN5x/1O2/zGdHOuWp/cIbmTfcU8ZiS+J8HSXsby6W3ub8f3P1mibLe2hu660BlvVNd7osNMO27ixow4UVbw4OEfYXA2lEkMZ16kUbqjCYxlbNsoE3gMvDc8zjEa3DRxhPW8aHBghlrqkUz79xk6+4FrHa5+jLrQuvQfY7J/nubhUfOBFgOcI7vJ+XPFsYDkNm9aiVLz17hSrHTzBZhkJHkxvBtcrgpthOKaiDbFl1N28dlTpi41bEdyQFjTHMBSecuF1NvaV9wwvhNbnXmN4naTq+8l8uuembsH3boobl+sDxZj9axb//v/jFdveKZ9+7ZR8Ng9kvwj26RkVGFSYk7Fpi3vN7wXLfVi60iRmL4grupzhfjNiy8atG+WWvVPqbVxiEJsmFdfwenzQNYHBbXf76tvZdlnH0+36y8+15YGi/MhTr1r7U//tNi9k7vGUHw8zXr/5xTc/pKL6AsvYqt7mxt4J993Ww67scqbRhkQZUKBvuPsxY++Am668wM44sYX1v/E/hvEXpSxRvqKG83vBZr8o8O1OOcrwXvnPuSdH24YiyxtE+K3CINOtz0Dr3rGNHdviQPc7SlvS4Y1HP1o2b2YjH7jO/Y6vDL7//N6yzwN/W+KN5c47NrKbBzxueH+RP12Coj44MDxTDwYihHmEpyLzfPgzr1uH048xfofhyxKgOfMW2HmX3W7tgyf4b777ySYGzrXr1qWkucz/4vxe8HvMBrIsp6QhvO0n1YbC9gn2M6O+WIEHy195QxJzj/uhF17/r/E3/MNPvoxNXqzrSCRi/B7hAXffo8/bfkdfZOyrw8OoRAXye9/h0rzge7mn8T3ht4wxTpS+uOEssXt8UB/j+/fPky+1vY+8wPgbmUx5kUjEeLsOD7PYs4gyksmnNCIgAiJQlgjIKJIDo1mrZnW7ovMZ9uHLD9gHLz1g/znvlLhPqFmTzJPVJYHyww3K+5OnG+vR2ciN12OimKSruyyjqFK5ktu49JdfF7hquEn5OFC43EWcj3kLFrsbvoeefNnt73FyoFijJOKZECd5SoLeeX+qsREgy37g2qf7OW5PEVycUSpwUWcpxkuP57m9Gkbcd617cwF7tBBf0kYwBniz9One3rhBQunxZaLcE881XiH/PrOnjXzubef1gDKU6EZqXWDs4gaQfKkWlAlu2M86+UjDQMcNJ14SJx7TPDAKVDZu1lkbj0L96duP2P/eeNhOOOoQu/iqu1O2gSD9xhiDMk3/1gbKAF5JuMTz5I4n+U+/ON4uOvt423qrLezqbmfbMUccaL1vHRIYtN4mS0aloDlGQ9icmDkw8JZu9kj/Xobihks13jipMuJggHsiUPRRqBtv38B4Ur3FZrWoPp8wpx968hVrc8IRUYNcg4DhloERgmUY+RKn4II5jjIV3gsCpSy2aOYz+xNhfDpq454ysWlSeU27MCBjDGF/Eb6Hb0z82PiNiK0fRav+lpsb+5H4NqDorwu+h/46lccmgeLOptWRSHyvJF/Xa+98ZHxfedME7Sec5T/s7wRPBO+JVBng+F7iyTXygeutyY4Nqc4Jf3/qBvOnV/D9oy6WkLRsvp+9/NYHToE8u+stdsxZVxpzPlXz3VW88YPfVH5bewbGtsbbb+NC443l2pjfERISxryHFdepFLxr8Mp74bFbrV1gTLrgzFbOGBg7n6j7pTf+ay0DAw/emL0vaecehDz7ysRocxhnPLpSpewX9feCN97RBtrKd4S/o88M7RsY+LeItjEVJ3wvMaYl2vg0XAftmTtvoTXdrbF7aIQxEA+T7RttbTsFhthw2pKcRyIRt/R21ODr7ZPXH7LnHr01+tsZLhc27AWGh0iXc08yXqWLRw6btLLUK5w2Vefcx2CwmTJuqL33/CA7PvhbnKjsow//h1uW2u+BUebvuVjydfcN/wn6Uz9RNoWLgAiIQJklIKNIiYc2cwVEIhHnOo2CHFsrf9TcxqetDjNuQnsHimG/B56yrlff4zYuu+jsE2KzpPT6wP12txceu81wOefJFjdsF11xp0384FNr27pF3Lp4glK1ahUbdGt3G3RLd8MTAW+Tvv2Huyd9cTOVIPC3BUuMPT24OeFpjS+qSaB07LNnExv98kRbvOTP4OlqV+duTTxP+Ab0vSQwQpkNeeIlgtIi+wb145bPTR0VHP2vA9wTz/9+PN1w58dTgvBY4Sb+lnuesGHBE+3YuFRcv/jmJLfZL0YQXx43qi2DG/Y/lq6w+x99znp0Ot2NMfMSIe3tfS62ux982nhzhs+XqiOMMITwZJUyRzz7prsRPnDj0hrC3p/8uf1v+rf2VGBUOqR1V+fmn8hTgvSpksLmGPXUDoycPFFdtuz/Xfa5aR/Qt6tN/WKm2z9iatBu4klbEolEIsa+NOwDgwdIJLKpUo0iPW36TGN5Hd5A3MhjROXJJ3O/JPWXJC+eQM+Pez9QJE5y+1OUpKzi5GVPgrffn2p4lKH8+zLg8kqg3Hc59+TAKFjFBRN2YfBbNz0DniOuwjgfGGUwDDLW4d82fn8xhvEmoEgkYscecYBbTnPOpbelbL8RFLxI5P/nFvOHV6g+Pvp123rLLeyxe3obCvfUYI6xXPDW3h2duz5LHKcG8xwjfpzupDQo0Viy/xQG8PPOaBX8vv9/+wk7v8cdbplNShsRKoz5dFXXs9ySIzxHeJofnk9TA1aTp31j551xrGHg4W/TScc0ty+/nR0tBSMPDyLwNIkGlvAkEknu9wIvH5ixVxh7EPnfqvA8KGFTipWd72H16lWNpUcsTeL346J2xxsPhPxyGozAeHnxe1esSmIyYRxiL4+YYOfVw71GjxvusyY7NLKDNr755dsffg4MiI3M/7cuMKTynfHXqTpiFN1is9puz5/YMhk/wnjIgfcS92G8QQo2kUjEWHYXifz/94F0EhEQAREoLwSKZhQpL1RysJ+sSUapaXtiS/eHkCf6T953rbtB2K5RfXcDz1O5mwY87jY/TYeyyh9ivAR4KwE3eecHT8IwdPD0IR5S3hbwx5/LDCGeTfJ4uwGGCTZMIyyVsvVWW9gjA3oZS1Fiy+Xp4Ktvf2gdz27tXOXD8Sj6PH1l749weCrPMYqcEhi0brz7Mff0hrKrV6vqNoA8+ZjD3PIpwmKFZUt44/A0LTYuFddnntTScK3mRj62vPc/+sxtHhjvaRQ367xaEeax+Up6jREBDwuULd5wwTKP044/POq+jzs6y1dYQvDGqLts/JgBduRh+9vq1Wvs7iHPGEoHN6MlbUe8Lst+ugAAEABJREFU/PQ30Rzz6Y878mA3nj1uvN8ZQQinTwNuvCRQgjZzSivLfwhPp6DMoEjfdnVH+9ch+9hZXW62Zkd3tBvueswuvaiNMf9w38d7K9Vr4Avq19qNT/D98oLYtCgRLM/CI4c+xMan4prfoofvvtLwhPDlUS8GuIP339Ntkkk4YSxZpK3sr8CGrbTryxmznWJEmkwIbzqpVbOGHXbQXtHqYPPi6/91G8aivBGBAZi/C50CI3msUkt8SWRdoOA99fzbNuXTb+zewMh9VaD4Y0BdG4znMy+ON7ix9NMbcA89YC+b8lnyG0MWt23xxpKHCLSjzfH/Mp6uUzZheBacetzhziieibHcYdut3UMMPN6ibXhmnIXf6oYHBMZx75mE8j/y+Xeim1CTLxPCfOL34sKzjjM8LfEY3GfPnezBx19wmzoz59t1vcXwAM1Ee2LrmPbFd7ZL4+2Mv4kY5fr2PN9++PFX59XBchqUft4AtGr16sAw8bdnU2w5Jb1m+SR/x197Z7I9+/DNbh+is7rcZIMeec7mzltkuzbe1lXB/Viq35bmCi7gg7FhHyDGkmT8DR3ar6etWbvW7nn4WTeOhNMHljWzifqatesIisq64HvO7140QCciIAJln0A56WGFctLPMt1NvAjGvvaebVl383z95I0FKPQo/ERw3v2i09za+c69+hs3gOn448YN+EHNdnfuv6yRpu54csB+u7t1tuxBwTIf0pD+7hu7OqXju1lz7KpbHnTLXYhLhfD0BA6xZXGzsn79Btt7j8axUe561522Ddq6hztPx0ckErHz2rYyNro8vdMNzrNhYHCTwlOoWPd9Xz83Lij/4aUPPo4nx9y8+OviHlFqUCri5WfTuAODMeStCrHx3IRyYx/PmBKbtiTX1L3HLjvYY8+8bigLzOdYd3TacPxRB7ulELvttJ3d9eDTdsHld6Tt5j3RHONGlPbR5kG3XGq4UeNRNXfeQocAznyXFyz6I3rj7CLS8EE7UBzwBvn3v/5hpwXK4bvP3WsTxg60D15+wCll29SvZ7f0usjYo+W0i65P6VuGCuoSSg0eY35/onBaFJueNz1oV/R9wCZ++Kl16d3fBgwdHdzU/33jjsEkHUYc9rb5fvbcQLnfI+pZMP3rH2zy1K/s/OCpPuOIEenVdz60OwePCto2IGr0CvchHecoerwFht8LyvfjyxxjY1TCvGC8PvKf+9tjA6923wE2MSa9jy/OEcX9ypsH28tvfWgsOTwytCEmxkjY4V2AFyPLpc7ofJONePYNO3Df3V11b733iePF/HcBaf5gHvEbudfuO0Vr4sECBvpTjv2n+y3J1FiGPSzwcPtj6XLDWOMbxt/2zWrXdMu1GKenAoPIL3Pn2zV5DxnemN9n4G1I1MvvBctQ/EMF/jbgmXTzVRfahg1mGE9nfPeTlcZbmvB++PSLmbZ8xUpjWdZd13cx7iV++Gmu8yJkvG+8e7gLu+Hyc9PqfebuI3ZvbLxmeNfgvgFGTw+50ebNX+zeWuPfwjfl068Do81cO+LQ/fxQp/3I7wPLnPHaggkV8neH5bGfBMbMP/5c7pa9HnPWVTYqmGcDhoy2Mzv3dcuwScs8eGD483b7fSO5lIhAmSSgTpVfAjKKlIGxr1mjmtuM77gjD7L2l9ziXvv2/Y9z7fHRbwR/zH617bap7zwOeILJEoKTjjnM3RC/Pn6yffXtjxknsGDR706JwThxbY8Obg+KC3rcYSgYNKZ2zeruD3P/QNmpt8VmxjXh6RQUBd7EghSlHvbU4M0dqTBA0Ib2px1tbGDIGwHod+9uZye8gWM8v/n+J9t5x0bBTWlwV7qx4RgHzu2eZ//7/NuNIek5VKpUMWhb1SIVzlOn6/o94jYBLVLGBIkxvvQKnkhjTGIs6DvLG3j1JTftPhsGJG6cjz/qEONJOU9d+93/lBHm06TziJt8j+vvM5Rq6sFQg8Fh/713tX4PjIq2489AIeKJtb9xJi3C/Eqlwrg2eNqHWzkeIZ4T8w+DTqWKFYxlBe9N/syNL3u0XH5xWxs0bKzBkfakU1gWwI07y+hiFb7RL090T4J5CnxLrwuNdf3fBUohN/S0aeWq1YY3wpiX/95/gfBUCG/I2XH7bey51953GwmjvD74xEvW+ujmhqcPY8wyFfYlGR4YHHhTTd6gkRbeMDkV7YhXBr/xM7772TBUorhgGGRpyqUXnhaMYbV8WYgfF/z2t+l4g+2zRxNjs8xIpGTu8iig119+ntFvnj6HK4Qb8332T786by6Wcj394A123hmtrPkBTQ2DyqNPj3O/VxjfeMqOATFcRqrP+ZtZd/PawVi+54x+v/62yFjuwJI8+lJaY8nv0l3X/8doA33m94zX9J5/5nHO25O/kRjhXnjsVuNtSK2Cv/mX3XC/4SVK+nSJ/73AY5K/27H1vD/5c7fkKPxmn+8CA2JsunRdz1+4xN3LwIc9MVgawhxas2adsQQJQzh1X9v9HPd9YF8xHhbxXSA8lcIeK2eefGTwkGqzaLHb1K9rbU88wrbZup4x7/gdfeSp1+yCYFyJIyFhvHEI7wyu0yF8D/ndxBDH3j5vBcZI7hXZu4w9uvh7eO+wZ+2GK84z3v726D29Da9flhxhMPk+GNPx/51meFOlo30qM+MEVKEIiECIgIwiIRi5fIpiw9Nelquw8z9rfT/45Avrd+3FVqVKJTun221uM9PbBo6wE8+7xlhrXrHi/7+h5ftAqXh45CuGMpZuBvxhvaLvYJsSPCWhLm6wup5/ip1/Ziu7ZeAT7gaZ8N8WLLb3PvrM/vprdfD0ZxVBaZXtG9V3rw6dMu2bpOthmQabxG7bYCu3ZCnpjIUk5MalZfNm1uuSdrZbk+3ipuaG79GnX7PW/25uAx4abWdfcmugcM9xxhGeJO6xyw7WbO9d4uZNVSA38Lh1o9QkWybjPnX6t7bHLtsnm6XQdMx9vFJQ7thr5OgjDrTwki02Izyy7RV2xsV97ci2l7tXFu6603bG0ptMzHk6wE06S1SuDp7uougQxtxn2QXX3BAThsEQY1PdQGHjGqGNt947IhjjW2zuRq8Swksi1M2N+647bbtJMa8ET/s7XXmXe2sJnixsmku7NkkYE/BDoPTS1pjgIl/iffTCY7cZr1dlr468ja/7RIl5+/3/WbcLT7U7Bz9tN9/zhGEo2qZ+PfcElopm//yr8eSazVy5TqVUCn4vMcChyF91yxBrc9H1xu8USwmoZ7+mOztvJIxceEacfeq/jc0+i2popayiys6NG9m1l51j19/5qO3V8gJ7ZNRrNvCWS/N9DyiT3w3+Ngwe/kKg9PQwNnzm94a4kkrdYM7yXYwtB24d2h5jbPLKbxNzHcWRp9Mo/y+88V+nQL7/wiD3Otqt6m5uGCliy0nlNX3uf2NXwwjYudfd1jb4bWAPFH7TqKe0xhJ+LMGjDSjs8OI3guWIfLf4O+2NcHyHWa5Ku/1yWIyn5CN/KoW6Ev1e8Psf780+eIvikXD8Ob0t3Yauhltv6RT5Qbd2dxuC0/evgwc+eEoNDub6suWr7KYrzzeU/s69+ttJ5/UxDHDcF+FZRvp0C56vW2xWyxll2EeG+sJeoO+8P9UZlrifIC5dwtzHMMKyyRdfn2SXXnuvsXwXL+L/Bsat+ltu7pZT+vqP/Gczu+bSs439WngAxPXuO6fu77evJ/1H1SACIiACBROQUaRgPjkXy80mSsNLw2+zx++9xngSPeGDT63pbjsGN8ndDMv/Uw9cb+9++Klz39+1yXbuSRnrwNevX5/2/tapXcNOO/5w48kDTzWpMBKJGDehfy5dYYt+/9NQKHjqj1GA/VA6XXW3oRCtXbeO5GkRbhQu79zW7nv0Oac0c+NeWEU8jcUdNXxjsy54As8T5HTcmPr2UDYu79tus5VdEbT5uWG32DltjjYUyK7XDHTGJAwE3Mj6POk44ka9c+NtjZtMXjFMuwqqh5vnBx57wc44qaV7sh5Oy81q+Lq4580P2Mu6nndydHkD5Y4Y+6Z1v6iNvTNmgI0b2c/qblHHLcv650H7GG7pKIrc7N3/6PPObT5cN4oIhrxwWHHOGQueuJ163D+tw6V5ljdopOH1gCvyya3+6ZQzyuXGeZv6dd1eLVxT92XX3+eUfvZRwbhCeLpkxcq/7MU3J1nvS84ODKqd7cXgd6TbBac6JfvEo5u7G3qY0HY2+H33w8/c3hkYdtis78sZs1PStIoVKxgK36sj7gjKi9i7gYF07dp1Vr1qFTvqn/vbiPv62DFHHGAdA+PNhA+mOQMgbeh920PudddBprT8Q2ltd8pRhqcDe+ZcfvEZVr1aFcPzgt/ee/peYqtXrzX266ABeE1gnOYVmbyuuudNg/MtqcFz6tsffnEMSV8SwZj0yhO329Q3HzaOe+/eOFocY4YRlb0N2AeC/SDC8dGEG08w+D4x5g1L1TIkXhfK354Z3/9kR5zWw+64/ylnwGXM8Lw5/4xWzhOC32H+fvF2po1NiR74G8D3lO/O51997/JHI4txwnhR1zNDbrSzT/u3XRLMc/4GFjSWo1+aYAce18X2P6aT68OKlX8b7DnHMFjY72CyTY1EIu41vZcGRkAMS3hjsJTNG+Eoh3HC64HfBeZSpveooA1vxHlLE3tXYFCtWrWyu+c49B9N7T+9B7hXf5MHwUOB3xC8V7kuifB7ccSh+xobS1MOY8DreWkbbcEgUq1aVbfsIxKJ2OtP3WkTnh3oNlK+7d4nzS8lIW+6hGWT3I9xj/BWYNw965Qj3e8p9TGOI59/O5iDpxiGQoxc/YeMNoRz0hRJCkkciURsnz2bBIbRy+y1J/sZnoB8977+7ic7cL893HfRF8Hc23PXHe2Tz75x941sYMvyN97uQ198Oh1FQAREINcJyCiS6yOYRPt32r6hcQOC6yPJWUvN+lbWuqKsLVux0rYInvJVD24aiOeGYkWgHHGeaolEIm6Ttj7dzzGUvWvyHjaMC9wk477JxnM8MeEm/uRjDjPaiIt8xCLGTRZP/VPdJl8eN+6PD+oTKMbzDSVm7yMvMP9Ex6fxR5RXbpA7tj/BKleubGz2ybKQQ0/saud1v93e+e9UnzTlR5Y2vPr2R3b+mce5mxduCFEgxw672T25btXyIONJDuOIIoFwnuqGMHdwR+apPMoeT6jZaA/jR7y6uEElnDX7HL2gGLXtdKPbANWHpeoIm1o1qhvLUriB48aP1zuyNh7l4q33PjEUxb/+WhN8B2pZtz73Gk9nPS/cim+461H3hLGkbaIt7U872l587LbAKFTfZgQ3oFd3a28d2hwTLfq72XODuK3dqzrhclHPO537N3uQ0O5owjSdVA8UfJbVvP/x504hjkQiTpHZecdGhvEPjxG+h4wlN8pDRrzkngI/+PhLbilEPGW2JE1FccWbgfmNUsGyh08+m2GRSMTYTBqF9t6bL7UmOzR047Zf0ybGU0fvNecAABAASURBVHUUxNvuHWGTp31dkuoT5mUs8XTgVbkopSy9QEmgvb0uOcv9hvB7y+/oo0+Pcx4j094cFjDay+2d4T1+fvx5ntv4mu90wsqKGMGeTj4L8xjl8PTg+8VGlOxtwG8qxh2fJvZInudee8/uf+x5O6HD1dHXgsemK+o1xr6brrzApowb4l6bTX6+a94TgutEAq/ze9xhc35daHjFXHfno25D4kTpixJepUplZ0jlN7OgseTv5jOBUYRlBey7w+/KZdffH1Wo4YsxbN6CJUWpvsC0GNW22Ky2YRxl/6hddtrW6tSu6fIwTvw+4eW4faOtnfflDz/OzegeFbQr3luaxr7yrv0SjBVeGOw3wt+kE49pnm/ZJA8U+K6ylAO2LBuhT65zRfiIl3T1mrXOe7Ppro3truu7OCPzlzNmuT08+I527HmXzfj+Z/ewaPWaNdHNzfE8Wxc82IhXZknDjjvyYLdUzZfDQyD6i4x87i33liYMEhh5mev8xjSov4XxoANDHel83nQd2eNn0sfTo3Pa14PRiPl34xXn2/gx99jNV13gfh+4d/NpdBQBERCBXCcgo0iuj2AS7cfd+5w2R9t/rh5gLU/vYedelmcYIPyO9z/NmW/b1K/nFA2MEayTP73TDZaqp76xTYxEItai+X7uqT1t+/SL7+zctscarukLFv3h1nZfdPYJ7omJz4sSxl4D+wZKjw9Lx3Gb4Ck9rqVTxg21954fZOxBEVvP2nXr7Iln33C8WBd8+CmX2uDhLxgK0jujB9gLj91q7HFBPm72Fiz6ndOUyVff/mjcYMUqoNO+mOmenvIGIp484WGDUoOb8HmX3W7zFixOWRt8Qdy4ccPLk+kpgbLzSP+r8o2bT4c3Bm8uOP/MVvniudFDMeJmf+89dvLJU3bkKVfnc08yjB8nX3CtU0DZJK79qf92dXCjd3W3s43XCmOwYHO8t96bYuwpgFHilbc+MF7rGFY0XcYSfPAkkO/j9f/H3lnAW1G8ffxZSlBROhVQRCQUKSmlQ+lO6e7u7pTu7u5ukRJESkpAEEVBRQUF6QvvfAf2vIf7v+Q953KBhw9z9+zs7szsb3Zn5/k9MU0rCdpNMKS4a9dvGEHiDztRx4qqapO+5vnLIAiSkDmcEzjRRiw0ED4CH3uSfcdxpEHV4vKyIUhzl2kuecq2EFYlqF4+v0QyebhlxI0dXUb3bS4lCmSVqYZEpJ5d+45I+WK57DvBvj8SgjyudqOmLLFaeu4Z4Yfn5uD3PwqxFrCQos9pDxrNNj3HSOEq7WXFhh0+scYI6r4IHNqvQx0rpFcxgjtWcBA4CLSRDMn0jiGUqP/ylavWSq5C8dx2lYer167L1evXBWInRdJEQRUd7Lxbt27LvxcvW0upwV0bmHE+2kPLPGGIObAb1aeZECMEUgXSki3v60MLeMQTTp/5w35jCFJLn93vMgSyTgMm2UDXvAulC2WXLzrXte5djK/3u+5J8h/UlwjT8cyzv2rDTiNwhxXGFd7fACNE08boUV+TmSM6PBLGj9s2gmGyqlX48OFskGGEZGLu7Nh9WJrXLi03jGDPtyikY1TQrsCrNPGcoyQY0r2BGRNyS8tuo6xlHMQW7wX3TuyPMdOWme9kOmFsHT9zhaBkCPCRtSpl8qzQNrdOlANYxkKS9GlfS8YYQhc3wbBhwtg+45tZrWlf2bxzP030W4IEos8mz1kluBbVaT1QFq7cYhVAkPdYU7aoU8bzTRpvvqnDJi6UbgOn+G0Mc282T7Z0QtykqgaHWYs3CBZZHFtpxk/HcSwx7jiOJEuS0PRdWksscVyTIqAIKALPAwJKijwPvfiQe0DoKlUwu2X4calBe1K59KceAebEqV+NljyyNetu0H6I0dgfs8IOpAmCB5YbCLUPqeaxDyPoFcqbWbq0qCIFc2eyVg+7jRY4VowoAlniFkjdROBHIOIa8snDOoEYEuxjgj5v+SYrbLAf3ARmaOjYBi5r/6ETsu2bg9ZlheN1KxeRMf2aS77sH1mNlPf5BMmbPGe1DSx705Ap3see9DfCKEK84zieIpjQjTGTTLTAWBQg+DOBR6tDwh+87/CZgiDGRQg3TKwRGDsbgcMXwgV9Q6L8wIlJFe4+rs++e3zPgeOyfvO3dkKI5Ymb78stVgTzx3W1LhdJ3npD3kv8puQxk7/Dx04JWuKPP3rfUx1m6AO71Jf4cWMIE/UMaZL/T1wGz8k+/oEwgeZ1q9HUNesyQto3qSgIOTxjQVXF8zR57hrZtH2vTy2TEHQ6N68iO5aPlEbVilsC7qPUyay/+9e7D1mTfrevAswzjbvY5yXzWguXoNrpyzwm43YFE0NeQnjsNc8Pz7R3rAUEVMguV6vZt30tgUhZs2mXL5tyT1mY7UMQEaCwosFiZO8mggAL0dWoenEbM6Nhh6HCe1rss08sVgRC7T10xv9oZe8pOJg7PDu4GZH4/bDieKYgfFOnTGItbt5KEFewUuJZnL14o+DqgEsNz+rDynrYcawbcINi+6BzGTuwPiPIp3sPYYwge+v2bUsCP+jaJzkWVF+GCRvGEiG8F6d++U069ptgiQjITd4XLIV4Bm8aguRJ6nyUayBlOjSuKLix7dxzRIiXMWlwaxtDw7VoxJrLLYvvNt9HYlQEmHZhBeEe8+/WsUQHJCZWQMw5UGYQ+DtbxlT2G0QsLshVCAIIku27DkqlkvmshZy/2sb3nO8cYyzfImLKtDaEeHWjgIE4werh9Nk/hHcyY8F6NgA2Y4s/2sM4tnRKL5k+vIPEihHVkqXMt/gmRTLkM0ojt94rV65JhPDhrdup+/y7x3y9ZVzvaL47BKsl5tZLL0WwVjRYSFU3xLj7fQdHvlPu9xzyBCtR5jv+wszX96rlKQKKgCIQGIEwgTN0//lGgAko2hMsIrhTJu18/E7/+oeUqd1V0n2QVNAQomlp/pClL7ne1yla1Mjy2x/nraaeshHep8xdbd1BmFi5ecTU4DeR5XENGjVlsQ3OFzaMfx9phIERkxZJ2aI5pYLR+DLpYyJDO2mPiNgNk1AEoFJGq9myXllBC9ak43BhdQx7go//MKHDHJlJMWbCx3/81ZrqMjF1HEfSfvCunP/nkhXAILogUEhdDSGVNHEC4Z5os4+b5SkO4g3SiPa4mUye0JYVzpdFmBAyWcUtKTCW7vnB2TqOY+N2YJHUr2NdS8Cd/f0vI1BEt8Exvctm8vzd4ZNClP2NW/dIpkL1pXmgWBDe5/vqd9iwYW270P4O6d5IcmZJ7SEug6oDcg5XEgIvBnXcF3mQlp2bVbbCCv3D5Dx+nBieohHs/z7/r+AShcvK0rXbbNDKyo17C23zR18iHBKDAlcQNPVbdn5n4yLhDkXDEKId516tZuG8mWXrN99xWC4bIYO22h0f/glrBGcIuCzpUwrCA/EvZi5aby1sureqLghik2avsjUyNkxfsE6q3LWcwmqCoJS8J/7AzFb6CH++2XtEiOeEZVXrHmOsQOQ4jnVVGtytgUAADBw7z4wXix+htOCfgvCFhRlkb/Sor3kK3LR9n3mfX/W4kngO+OiHd19iodj1i8ny5ba9ltwa1qOR/HHuvKza+I2tDcua9Zt3e4hdyIiJs1cKRI49wYd/aBcEF4qEupWKGAwi2+d53UNiVOzce1h4J3837fZhc4IsCqIDonnYxIVW0UKbC+TKKLh3Jk4UT7zfV74BkEmQAFjQ+eO9dBuZIulbkvCNOHYs5z0jHxc83le+O0tWb5Vx/VvK2tkDBMtH4pxxDpaezJP4fdOQwF0HTpE5SzayG6zkOI7wTHduXllQ+DiOY5U6MaO/LpEivWTLBg/GkZwfp7ZzoAfFJ2LcYMyFtLQXP+Efx3EEYpDni0DvsxdvkJTvvSUQ4xRJPYxrCd+ILRnTJidLkr2bSPhO4HpD8FqsguwB84fzeYcZ48yu/lcEFAFFINQi4F8JMtTetjbMRYBJCdq/9WZS1bNtDalTqbCgLZi7bNMDl768c73v/2ZKm8JOEDoaTRwuBAgPaINLFcphBTNqZBK6ecd3wkf71q1bMmbqUjvRQvvCcRKTaV/6KFMmCUEUjVvx/FmtwEqdLAeIoMVxEiRN8RodpVi1DlK4cjtp2X2UtYTp36muRIoYgVOsNU5wJy+2IPOHSUciM9lrWru0FcYwXU6WJIG8GS+WOXrn//GTv5rJ81UJFy6sYKK8aNUW034RiJTyxXJJhyaVrLWBr4IYSqB/r77yshw7efoezS5Cxi9nzwl9y+lT5q0WAgWu3LhTIG64L/J9mZigu31A0LujP5wWXC+867h85aqgySTAIRPkTQsGC7EsBo+b72k/k2j6lRgE3tcG5zd9MbZ/C1k+rY88KAgmdfDeTjZkYQXTd2HCOPJ2wrhk2wR2rPDEBDrAaIhtpg/+oJkGv83m3aNc3k1XsH/11UiCddLClVsE0/S2DStY64wp89b4oOYHF4Fg0dpofNliQRZYq3nTCDLE7Eh6d8WEafPXSokancTX7iCBW1m+aC4rOIMLBFzA3b7guV64crO8ES+mZM+c2l4GWcg+K8O06jHakpf2QAj+4bnHwqZmhYLCM58sSUIbbwcBn+eNpjD+IXiVKZKDXb+n4yd/MaTly5Llo5SeuuhjBNiCuTNbiwTPAfMDImLmog0+JeSw+CFu0iBDBmE9xnOPlYqpzloA8h7mzprWErv0LVZmBEQtbr4Bs4xASR7n+jvhJkVdJO8YFfTrhJkr5a/z/0jZul3tClxr/Gg1xX2WLJhdcCEtUrW9YCFFn9yW29bSiGeMWFy8rxAkEPgQ9vXaDpLi5pt55PhPFOHzxLymfaPPpVSh7NK0y0jJVbqZMI7fNOPD1PlrJLMhMyHnqZi2oRjKU6a5JXlZtYy+hLDed/C4fJzhA07zScJ1jERhSd9+08YjgjzlOfv624NCoNVSZv6DQmWiIVVZ0Sqo+ETMi7oZwgbXT8ryVWpQrbh0NPMDt43U45KAYQyBsufAMTtXhCzv26G25MueXkZOWeL5Vu45cNzGe+K5pE3gzVaTIqAIKAKhDQElRR61R57D85hcogFH84p7AVoTbhPfW0gSIvP3Gzlbug2aKhABcWNFt6tgcM5lP2lbHcexq0rMHdNFXE0NH9GLl/6jWjsJRXOSNeMHkthona5evW7N+iuX/lRwU8HPGnP+8T72UbaVmz+Z0qWQqcPaWQ2P2RXcLVju7+8L/7IrTMo79ZtoSRCi22+YO1ASJ4wvtDniS+HtOUzEiDvgq8mL49zRir9vtDlU8KYhQ5ggu9ot3AmmzFst2TKmsprFb/d9L0xgGprJTp/hs2SfmbSgrWNZRTRE3QdPE/qfsnyViBuw2QjTEAtokTYZTe+AUXOkbuWi1p+bidbGrXulRIFsBsOLQvwb2oGmjDYwoWKi5cvJPAEbmWA27jRMqjfvJ1OMAH/jxk3ZsGWPDTKaL/tHVG2tN957J6Fc7frbAAAQAElEQVRcNmQJzyJt/2LMXPMMvC6RX4lkz/HVH0gHJu8PK8+10KCNN28G2NMDjNCNMFS3zSDZe/CYgDeEiT3ogz8ICn3a1ZJl67ZL2nw1JWfJph7BHmJpzaZvhLEDzSoaxmaGpMPNjPfRB9XftwjILeLr8IxgVYYAj0bYvQDrB0iRHJk/tFm1KxaSQV3qybAJCwUSgnGQAzxrrbqPtivtsB/cxNiAewguKIyzEQ0hWuvzQsKzvmztdo9lwb+XLluysmyRnDJ3bBdDnL4kow3RG9z6H/d6nnvagsUNli7EZ8Ea57ghVLGGA1cIAIg4LA4ft/wnOZ+YK/HiRLfkLde7fQxBlz1zKrIsgQSeWDpiwj9swgIb+Npx/t+90J4YjD8E4Z5n+obvTdPOw+WjD9+TArkz2uCmYIPQeuvWbSv0J4gfywaSnTy4jSxYsdmcczQYNT/8Uiwz7hejgrEEbCiFlZz4JuEaQRv5PvCusuW4LxPjWIXieQTXzYol8kr2TKmsUgOLxlgxoghuFwj9ECSMwd1bVbOxdbAaJHgs/ezL9rhl0S5iYC2d3NO2jW8ARN+R4z9bt0DHufPM4NLTb+QsIVYQBOH8cd2spRCEJe8p30+3TF9tsV5hZbRhPRsLFj2VG/cW4kWVKZxD4saKZsaFCPLOfeITMXbxbnoTO75qF89Q+PDhbHE3vQikZEbxMmLyImnXe7wsXbvNKoE6mrkPc0V7svnjjhnF839iXQb5htZtPUg2bt1jjup/RUARUARCFwJBkiKhq4naGn8ggDVDtaZ9PO4yxKFw60HIivRSBMn1cRobhwFz3Rot+gtR0VO/n8T6BLc22syZi9a7l/htS7uIn8EqNQQMrWGE1x9O/SpMQh3HEQQxtKwEw8Snv54Rspt2Gi5oYovk+9hOxHzdODRIbpm0j/p/OXPOZm3/9pDdEsOFCRgpy0fvy69nz8mVq9eseWxgrZS9wId/MqZJJmHDhJGWRsBjEtrETOIpHtcRfMwxZUVTl9P07+i+zWTPoeNWq88knwnYrFEdJUeWOxpsrvNFQkCcPry91R6VqdNVeg6dLi3qlpE8RsPKhA7SKOfHqaVcUdyS8sjovs1l/6EfjNbsd1s9AkeKdxOZiVUsu++rP0zO18waYJckzPNJWkEoZGnE6uULCObc1APRtWL915L7k3T2efr93N+GcNgv165dt2Qh54RkQphw20hMlMuGoLxtBLJmXUbYwJVYe0V57dV7Jvm+ah+kGcLe1iXDJZfBC7cGJs3ECyiQK5PtN1ZGIlDfge9PWmGf4wRtRmANHOzXl7GADh/7SYhNwLvHOAHJhaDA2NGkZinz7MT2wJDozbgCacNY0qHPeMFqywwngrVVkXxZPOcF9wdjQ7miuQSBunOzyvLKKxHF+/2ft3yT5CrVTErW6Cx5yjQXXH/eT/a2nP3jLztWBLf+R73+93PnBWIUtwd3dROuRRjr3a6mQDx5E3Fof9Fgc44/05txYwnWXFgNIigzntEOCN3TZsyt2WKAlK7dRc79fUFG9G4ixG9JED+2QOz4ul0oDxpUKyaLJvaw1oy3bt2SCTNXCmNm1NdflRbdRkqhym0l/+dtBBcCrBXfjBdTsCT0dVsCl5csSUIJKkYFhF9gyynixfDeZSveWMrW6SY5SzUVrCDAN3C5wd3nW/lR6ves8gBrKeJYYYnEe0FfxopxhyChHsdxjPAf3RBL/woBlCHz9xw45vfgosyFPi+RxyoKaAeCPxZwkCeuewjvAcHNIVvz3SXLOddXiTF88PgFdiUviPb2jT+3cUbSG/KtUN7M9jsDecXzzZwD6xu+A258ol37jtjvZYFcGeXif1d81az/KQdrESx0SX9fuChffb1ferWtIX3b1xa+o59keF+wQqVdjuNYIumffy8J7pUUBvF62SgXGE/Y16QIKAKhC4EXvTVKirygT0DihPFk2dTeHncZbxgiv/qy4C6AmbTjOIIFyZzRnYWlL9FUYPK620xWZi5cLxkL1jOTwVFmInPRuwif/kZwReM0olcTK2TVKFfATJ6iWYEZwaf63QBgEBD4vNP2tB8klba9xgrHmeT4tEFeheHyAJkA2UD2jj2HJJvRirkCNXkHjpy0Lithw4Y1E5cTgta6culPxXHuaKU4x5cJLe+Q7g2lZIFsQt1MUIYb7ROT+mnz1wpC10epk9kqb8tt66pC4NE9B44LljYcYPLD1peJ+hFEtyweJutmD7ABPB3HMZrUI4KA5RJd1MmKSGHDhpFoUSJb66AvRs+RiEbTzuSf475MCO1ogiFuEKoTxItlNZluHQT5pR2QNhBbxFxoVb+cvGk0wqzwg3WEe66/twguEH5oKnkvxPQfwgN+7vRzy7vxa/ylzXTvj74c2KWeXSmHvHDhwgoaa4QHtL4dm1SUZWu3Ww1x+PDhZeLslUa4/VkqNewlDdoNEbSikGFjpi31SSwg3nGsRHBjIE7HyN5N5c+//pEzv/0lEwe2stZntBMhcYgRPvKVa2FJgG4tqwkuS2HCONKw/VA5cuyUjRvBuf5It2+LGU9TCCQusZzmLdskA7vUlw3zBgraaNzJ+o2Ybd+N+72DP//6u6BBxk3KV22MHTOqDOpaXw6b+8eFIbBrEQKYS8QxtrH88MZte8Xf/9DkIyCigU6Zo6qw+tFgM7a9904CwbINMmLOmC4COec4jrUWpP+xavJ32yi/YJ5MgtCKiyckzdLJveTL+YOka4sq1toHq8C0qZJyapBpxYYddmUWSLkgT3iMTMdxhPvu3PxOjAouJfZWckMmp//wznhPHt8E3rtRfZra527JpJ5WeG1jvpeBSUvO91UisCqKC74/PMOs7OUSJNTBeIDihW83ZAoEISuxXLt+ncN+S6xm5E2EnjfCPkRJjixpPN9ocJm1eIM0NKQYzz9tZX60bddBQcgPbuMYO1kVBwu7fOVbSo6STWXpmu3Cd4bvOUoDlFCRIr4k3QPFJ6J+yLn4cWPa+c5nFVrJwDFz7XczuO0K6nr6kXkW34BYMaIaIvqQVZQxhrIsNfMf4r8xZmC9W7FkXgEzMJy2YK3Ur1rU7gdVtuYpAiGIgFalCPwPAkqK/A8kL07G/SbdaHEI/DVqypL/WfoS7QAmr11bVDWagf6y0Uzmc5rJw98X/pE2ZlLFh9AfCCIg8zHGgiB/roy2inWbdwvCrCvgkwlhgz93j9bVZeGE7tYSJmwY/z3mjuMIAmjJgtmo3gZywyQZ4ZWMM7/9KXOWbhT83wMCAmTk5MVSIn9WS+pgWooGPSDgFqf6NIEXk5OOTSuZujNZF5DDdzXplbyi/O8/dEL2mYQGCqGokzn/nBEm0eggdLn34dPGeRWGQM/zxCorCNQcYpI33Uye6Oeor0e2pAlCGhpgjvszFcqbWfp1rGPj6lAPk3ci6lcp85nFEFzotyJ5s1hBbNbIjtYliXO9E+/B1HlrrAWCd35wf//+53mrncO1ATIHS5EKxXPbIIbZM38oa+/GCkCbSd9BRtRpPdAurch+cOu/3/VZ0qWUTdv3ydd3LaUSJ4ovWAaVLJjdxvuBNFw35wtZMb2vZEqXXH44dcbmnz7zh11VwXGCRxAylrVvXFFwT3EcR6zLSp3S0q5RBaEtR0+cFixVKtTvLpFfjWQJiNF9mwluN7wr9CvLYfpbg0mf5c+VQQgQTZsReP699J+1oEJwwEoD7fQdwut/0b5pxpDJc9cYrH274hA1gROraLVvUlF6Dp5mXYuwduC5mbFwndWk0y7a8OffFySBIQW5zt8pvdGWE/hyz9pxwhY3wfDhw0m3VtXkvSQJpGSNTrJ83dcCwRQrRpQHWrnxXkIMM8YEt930HUQkWwJjOo5jNfqO4wjfKsdx7Apl7rgWuD6ERGJH8I0oXKWd1bAH+OBbwHNFgsDFlYF4KDx31H/TPD/TF6wTrCA+TPEOWZYExAoCIjpihAg2z19/EP4dxxHIP+rYufeItQThGVv71S7BpRQlA+TlnKVfSvW7Cg/Opc98QR5R1oNSOEPwMq5SH+fRNgKl45aa3pBLxDwpXLmdJeCwiihhnr8tO7/j1GAl5l2Qe5sWDJFFE7vbMR3lFYWWL5oryPhEHIN8ZjvQkNS4RuF6jMvgMTPmke+vRHs7mLHi6ImfJXuJJtbSDSsu5hdhw4Sx1rpvxIsp2TOntuObN4b+apOWez8ENF8RUAQeBQH/SYuPUrueE2oRQCMfeOlLGhvY5JUJ4Wc5P5L5yzcLAlm5ut08mmDO93VicocQQ7lXr14TJse4+7DPhHfMtGV2Iho96muCJoPAaesMeVKqVhcbMA0NZ4APJp7UF1RiQsfKJVhcLFixWRq0HyKpUyQRLDEQvJhgIexzLRMIXFuYWPmLHKEeN2GhUqpQdiMkxrNZTPogaSoUy2UEnNhy0+AyePx8wa1q09f7pHWPMTZdvHTZnu+PP/QlRESuT9J4igcnJr+Y3NJGtGBl7vpV03dgxTlMnD0X+ekHfcgKQ2i+qI+lN6uXLyAIsPerkj7GmmP4pEVSoGIbOzmESLnf+Y+THydmNGGJSzTlXIfwgxsUJtUQOFhGuZo4x3EsYYcmFEuS7kbQRcPJdSSwJHgfv4Ob0Oh3N0Rkr6HTrTvDgNFzhPeRZweNfoViua0Wm/e3QvE8kiF1MmupwcpHh74/Jef+uhDcJtiVUZioB1UQBN/v5/6Wcka4gMT07j/a6W0FgdXSF6PnConfQZXnizws8nB1GjJuvuBS1rbXOJk2b62wss797gMSEw21v1YcchxHsAycN66rDZjI83XCEFhuYEX679q1G1b4Z4wFB57tfiNmSe1WX9iYMuT5I2E94F0uGCFEzhjRQRCuIfF5FwKf517jvpe+EGDdMt1tiqRvSe5P0tp+xLWhWZeRlhCFnHTP8d7SFoRECJMBnevKjBEdbVwG3Aq931Hvax73N99mAh67gjXXX79+QyBLHmQFwZiLBQTPma/aQt3eKbMhUbEaOXbytA14igvP8IkLpbshumLHiGoIri8l8Ion42euEAKJ3jTEjndZvv4NEV+t7GdCfCH6sV3v8ZaQgIi+ceOGsEoUcW56taspkBADu9S3lnC+shjkHaMNfBvde8OKcdqwdnfI3q4jrdUkBDDfpMDkEfOe8OHDCyQv10PicB6/fZ2wWCQGCsu3Ew8GNyS+BYwZkDW8n9wP+xu37hUwxO1sy84D0r7PeCF+DOOHT9ulhSkCioAi8IQIKCnyhMC9CJfxcWWCTrC9bJlSWXeV5eu2i7fJKzhgjrtzz2FZPKmHoAnOljmVJQP8KVBQLzEymCCVNoQHAuGGLbuN1us1S0BwnMTEc9DYudKoegk74UKbOGLyIp+YvFJ+4GSF1qFtJb3Rbh4+dkoa1ygpWGv8+fc/gkBNLA+EIVcQK1kgmzXR7TpwstRvN1gQIgOX6av9EgWy3hNnAmKBCYk7cd+0fa9AAjSpWVK6xsdLTwAAEABJREFUtawqkGKvvBLJTAh3+qoJ/1MOE3dX28pBcEGTWeXuUqVMrMiHOAEb4qQQtHLD1t1SvVlfmTx3tdVCcY4/UoNqxaVtg/I2lsju/UclltFEZ06X4oFVMQGE6BrVp5l13YCIK1Wzs89WO2Gy7Dj3WlYgZM1ctEEgM9MbbSakEqboJ38+K59kTCXEATllfm/x0mhu23VAStfqbN/rB97QIx5Eg794Uk/p3a6W5Po4jSVB1mz6xpKTubxIL4ojn8kyWCLQljT40F6O+SPly55esDJwHEeKVu0guC0EGBIQ3LytIGhDlSZ9BIzjxIoq9doOts8/5/mjXRAQq2b0E56VCBHC2bEL65Wg6uJd5XmHxAwTxvHrikMQDp/lzGDJPzDJmy29XV2FdiE0X75yzVq7/PPvf9K44zA5ffac9GxTw1pNXTOCN+OdvwRq2uCdokaJbMZQsSvUrNv8rRy9j4bcfS9rVywsjDveZQT3N88yAXy/WjhEGptvDffvkpNBlU1bGBeq3LVAixsrmgzq0kB++PEXYRwO6hpf5IUNG1bChAkj27454LHQ4Bv5ZrxY5puVzFqhFazUVvgOQLAyPiBU+6LuwGXwHSSQKVYR88Z2laVTetvx64dTv1p3HiwOIOW47oQh5hCqsXoJGyaM4EbFGMsxf6Q8WdPZ8YJvE1YtnxnFD0Q0pCTvYa6P00r5et0t4U38JtzisKKlLeDF+MtvXybeSUjdeWO7SOdmleW1yC9LUO5RP/z4q53fvJ0wniWmCep+8PuTvmxKkGUxx6J/bhrSaqrXaj6MA7j/8P1G0ZKzVFNDAG6V3FnTSuG8ma0FZpAFaqYioAgoAiGMQJgQrk+re4YRYHKQx0yO8Ql2b4MJAgH60FwmiB9bmBwygY4RLYr89sff7ml+2TKp6tu+tjUzZVKHSf67b7/pWaaR9k5bsM6SEgQAY1KDVo4VMYZOWOg3YZrJS8HcmWy9kElhjADD5AWTfgRWBCxXEKtWLr9AVmC2zqTh4Pc/+gWrwIViVr3qy51S/a7VA4IMk0w0ZGs27RJiFkA0JXnrDevqwPVMbhCG+O2vBCmSIU0yweQW7Za3Fmzusk3y94V/bdDKXm1rGu1qBzOJ32dXmvBXe3iew4cPZ4uPFjWyeabPWxNvmxHEH3dC6FqXeLsksAQxOAdxWbCzDh/7yQZ/RRP3339XBK09/txYThE/Y97yTeKY59CtiL78MGUSIR4D746bH9xt2LBhBM00wRz/vXhZ1m/ZY11avIVQnqsZhsCBMPzMCN64uEDEQYCBX3DbcL/raQP4TBnazi4hedwIoAhbrhUEmlViGLSoU0ZoT4XieWT8Fy1lmNFgo6EOMCTK/coOTj6YRY/6ml0Wu3nt0kbAv5fwcsvGsuzv8/8KJKZrHUebGEsCrzgEWcG75F4bnC0kOAFGHedOu3BP5Ofv585L1aZ9hL5GW/76a68KzxtCDwIjzx2BNRnvglP/w65FUMUFsI0hL4klwzgf+JqbdwU1970MfNxX+1ipoCmfNqy9ZEidPMhiefcQErMastKbAMN6KdcnaS0hEOSFwcykHyAZ2jaqIFiC5CjZxPRfX1myept1BYTIGTBqtrBKWa+2NWRYj0aW1GclJH+NW47jWCINSzfGWm6R7zaWElhjsA9ek+eulpwfpxb6lnd22vy1lqzsNXSG31wDmV8wbxjao6HFx3EcYTWkRG/GkfLFcgkr9hEXiEC/xPrAaoKxrWX30QbfA9ZqCsy5B38kLH7O/fWPnPzpjJz9/U9bBe894xVKhNgxo0pgy15Oop8D/DSWUT4EUcY0KWzcJMdxrPvr8ZO/SKv6ZQ2R84pM+KKV9O9YV3JkTi1gzHee98Hflnm0TZMioAgoAg9CQEmRB6Gjx+5BAJPXepWL3DNpR/PMJNk72j/uI3ywk7z9xj3Xe++s37LbZ5pzhFbHcYRlX1n9BQGBDy1CzxtxY4h3nICTP52VW+arTfAvx3Hs8qvEXWCFEe/2+fI3Lgos5VivSlFLGjGpcwUxdyLIROXS5SsSy0xkfFn3/coiGO2wHo3NxORDe0qAERrChQsrWdK/bwM/NqpeXAhuOHjcPE/Q0YUrvrLCNhM/f02S3zXPDMFYwWXpmm1GO53IajAxTV6z6Rsz0SpgJ1I0Gg1drBhR7eSTfVwkzvnADYOygkqZ0qawq0507DdB9h36IahTrLC9xpBKaIEJmInG0HEc65KAKTuEWZAXBjMTYYEYGWxZ9YVnfKgRaoaZhIXEr2f/NNrDa5LGECFURV+26DqSn/e8zzbDR38IxjduQAtJ+8G7nhIRErBo+TBFYkllknuApZDd35xDf5P47eb7aotWnphIYOVtBXH42ClBuMme+c47QX1XrlyTCOHD27gnkBfk+SvxzDOWBVU+BMeMRestiRkhQnjbl/dbcYjrp8xbbc3T/UFi/m2ISYSclt1HCZZUWEjQ9tUbd8pM08Ypg9vK2tkDrKUZK13tP3yCJvktpUiaSAZ3a2BdAO9XCTEWcAeBFIMYuN95vsqPFDGCtTYKqrxd+44I1gQI1o5zh2hyz2PVt6vXrstNMx67eb7a8q1u1mWEvBIpol1VjlV0iPFR5NMsZpxNKFt27BeCdcaJFV0qNuwlG7fukTixosm/l/4zz9tVG0wT18UAPwrU3CvWlny/123ebd20tn1zQHg3SxXKYXC5JVhLFcqT2VomQSp9MWau/GYIOq71R4KgwWqWst+IG9OS4sRIYizHPWTu2K7C2A4hNtOQvXyXtn5z0GIIOc03gGt9nSB5cTeqa+ZkVZr0kbxlW0iess1t8GsIXb7TWPbWqVTEY41BXrVm/YRvhK/b45bHWJD/btwkxh/IeYhVCL9YMaIIcaTcc9dt/lYq1O9ux13IplY9xtj+9ce479apW0VAEVAE7oeAkiL3Q0bzH4oAWgk+eLiERDeaTi6AXBg9dYlULpVP0P6QFzgxoSA6OmadkAGBjz/pPn63rJKD5jmoui9fuSojJy+WkgWyClodPrzxDWkCqVO8RkeZtXiDX6xHmHi2ql/OatBdrRemo8Q74V5vmgnwrMUbjfCYVBK+EZusEEkIeY5zZ1IeKeJLEjtGVNn+7UGLQeJE8W3siomDWhtSIqkwScVqI2b016X/qDlBLuPItRu27PFZ27GiwUyYSdaZ3/4y7RKjKXzTUz7PEXFSmLTy3LXtPU6wAELQZd9zoo9+OI5jVzEhkJ0bpNC7aJ4vgsbi671x3iBz6LaNKbLGkCRmx64GcNkI2fz2daIvsdRyHMcKMliL4NbGMw4phwUSVkBoo92+rFLmUzMZjeB3U3Tve6VNCDlVynxmXZI4dvHSZYFEgpCj31jRp0DFNlK8ekep3Li3EXj8Z3HGZN21guA95PkmaCbt4l1Fg+lqqMl7Gok+JEYNYxaBTuUhKw7xXmw1gmR9Q8Iy9vi6zQgvebKlk+nDO0jOLKktqUYfskoT7WvSebgNfBo96uuCpRmCNG3AOi0gsEDNgWAmhNO3E8S9bymXzbjPe1miQLYHEif3LcCHB8Bp7PTlElRbsLrcuG2P/U74g7j5KHUyu2IW8WuwLho0dp78feGiIEA7jiMX/7tixvr3BJJrkhn3CW6NsP2O+RYg6GOpBCF88uczliTxISz3FIUL4PCejWTrN98JbW3RbaS4MaV2GUIJgqR88dzWfYuAscRYej3yy4L1C4n+vqdAH+6ARYHcmaRG8/42MO5v5/62K6QliB9L9hw4br6fhwQrG8gKLEnaNKxg3QcDN2G9D5VCvHOrZvSzlpPr5w6UlnXLmrE1jGBNkyFNckt4UT/jCKQN1lLEa4GcaOPH4PjUyfgzpHsjyZ8ro2lTWEOEvyO79h3lkED0Egfo9civyCcfvW/eiaxGIVPPWkoxJ7Mn6R9FQBFQBEIQASVFQhDs560qNMHjv2hlJsZpPLe2xmjzmaTmChRDwD2BDzMfazQurMDg5vtq6wqHCNLpPkgqAQG3BXNWtGRzl24SJp75sn9k8m/ZCSGTGcyuibmAH7X7wfZVe4IqB4ubckVzWWGC45h/o8XE0sUfk2HqeFhyHMdqoTdu2yv4/UI2/Gs0hCneTWTdkVjulIkUK7MM69FIRvVuKnOWfOlZRQBhFtcDX05I6UNXc45AGMloX1khgXtBYEXQYflcNP48d5xPjIqvvz0sRaq2F7RQnBtSaYMhhP41Aj5WU2gW2zX63MYUwTKBNmCd0aTTMCNQXGPXb4mJe8t6Ze3KUdmKN5Zi1ToIGjomz7x/uHK5y3SeOHVGeB8RkApXae/3wHevmQlwyvfelrHTl9lAlLyPU+auMVr1sJLDCNi9h82QeLGjC6QSqUyRnNJ3+Ez73voNsLsFJ337TeH5YkUQJuxfG4KQuEhoqB3nDnl499Qn2jzpRY+z4hB1QDohuHm7OZLvq4S7VbeW1Syx7JZJP/IbgmnumM6WyCphSC2EVCw5wLNa076yeed+TgvR5P1eBq6YcQQStfugqbJ8/dd+f8527ftejv7ws423ExCIIMK9jtVXCuXNLCgLOg+YJPnKtRS2EJmB2/64+3yXW9QpI1iUnb9wyRDMCWT8gJa2LZT1rnn+v959SC6aMcwdv+jL6uUL2G8llkoQYrhI5SnbwpKpXOePBCmPi8XYfs2lrPlWggnflgkzV3oIErderG5K1OhkxxQsk4gZdPDoj+5hn24dx7GuMyN7N5Hvjpy01lhYtPH8T56zSorky+Ih3sA7KLIO0nLYxIXS1hASWJJg4RjcRmKlwnzqtVdftkVhqcvYjiuq49wZuw6Y9hL7jXlG2DBh7Fi/Y/dhYewnjpe/LFr4bjMvo2HvvvWGGWN/t99AyC0UGl1aVJXug6dZy1RIOs67fuMGG02KgCKgCIQoAkqKhCjcz19l3h88Jm5YE1T3WkYv8B0fPvaT8GFmohM96muegHcIaxADmOwGniwGLuNh+5S19qtvBRePYUbjRHyPlRt2yriZy63gH9EI12ifClVuK/k/byOfN+hpJ6Fvxospf/x5/mHFB+s4grtrWkpBQU2myH8aCbNlNIRZM6UShAQwcxxH6LPtuw6Kd+A73DOY6OBaQFsXr9kq0Ux/okFm39cJCwe0+kwkm3UZaU1umfhitkyfzVi0wfq/e8eoIEYKz4Cv2xJUecRXIJAuWlaea/ccJvcfJE9sLW1mLt5g/b8/Ld/SkjZoFt3zfLl1HEcgQHCbWTalt9UUuibU9CWuWwRQpk5M0Yvn/0QIEMlEHyJp2ISFHApOuu+1CFXdWlUTCIgcJZtK+s9qC6bcvdvVtJPl4z/+alcoQKBwHEdwvTn/zyUrqN23UB8cOHHqV/v8DuvZWOhLLFSIq+NqqH1QxRMXwXuJNhzyj0IgTlllBWs4zOGnzFsj3kE9IZKw1OPckEr0V/hw4QQ3Lcz6cVMZ07+FdWlMkfQtIbbB6bN/SO+hMyRjwXrSd6lLnPQAABAASURBVMQsvxMQ3Dt9Scyrj40mGkKOPDch/DdsP0TmLdskaM+/O3xCsIw489uf7ik+39JvBLDesHWPFKzUxgim62TNpl2W+Og6cIrgOoh7VM0W/a1mnfEY98/mXUaIr9qVIH5sgbz6vESee6wYMqZNLkkTv2kx4DsMMRM3dgxrQYhlCcR03w517Ioriyf2sASAzwEKVCDWnxA5PFN80zkMQcKWBFGCUF88f1ZBsQFh37dDbWncYZgMn7hIbgYEcJrPE/HBsGIkPgbvJ4TWPxf/kxKmHQ+qjLkJJPQ7ieLL6pn9pcinH0utlgN8TuDzDCVKEFcWrtwikC60bdTUpeLGfnMJEsY73lX2eQ8e1HZfHMNaqVKpvAJpQ9/EiP66fJDsbeE5L5A7oyWZsFiNGzt6kNVBQGG9589YMkFWrJmKgCLwQiCgpMgL0c0hc5OxokeR/h3rCB++oGqEAMC1hg8zH75bt2+JkXuM1uCq9B42U5p3HSkdHhCvIagyg8q7aTRw+w//IPXbDhY0bwS0Cx/eaKIzp7bC4t4Dx+X0mXOydHIv+XL+IOnaoooQTI6o7WlTJbVFIhzWaT3Q+jTbDPOHCU2AKdv89Nl/Jubx48Z86GTKZxU+pCCEG0ikGSM6SIXiua3LBzFXmIgmThTPXo12df7yr6ypNRYICGazF2+0Zt+7vztm+9Oe6OM/CPqLJ/WQEgWySqt65WTWqE7C5AmTYO8YFfTT4WOn5I24sayVS1DN4B6YYAV17PHy7pxNULsJA1tJ9syp72R4/aU9U+aullSGHFk9q78lIFrUKSsRwoeTAaPnWLNrXz9XbvVYc43u29z6mXPP9CWuW/Sla4ruWkJgvVWyQDb58fRZSyi6Zfh6Gz5cWGGVgl2rRsuBjZOEIMMI+PuNUJosSQLBEsGt8/jJX+3zFM5cgwBUs8UAG+vAPe6L7eUr12Tw+AVWMI38SiRp3/hzKW6IovQfvic8976oI7hlQEA6zh2Nr1sWzxXPfrIkCc27mMzN9mwRhhq0G2KI39aCu2JQmuCbPhIaCZhYunB26dB3ghXyedawkIKg+en0b7Jk9VYZ17+ljTUCWYf72e/n/rbn0k7uxdNwH/7gvRzUtb4hdk9J8Wod7oljtXLDDhsDiLbkyJJasOzKmCa5rPryG+GfvwhVBOqh3RvKcEPAYZk01ZBaMaNFkWVTegmrniwwYyvvItZekAJYH2BdtW7Lbprlt8R7CQHRuVllg8FOQfC8YTT2J06dEYhU4mdwDg3AKoF3lt/eacvO7yRHySaSInsVS/ziguOrviWOyPBeTTyKFOrFyhLrAlaJcZw770ecWNGFcS/NB0ksscR5/k6xY0aVJjVLCeT9g+o6bJRCEChgiXVHgVwZpXvr6jJy8mJLxj7o2sc5Fi5sWPONLCtYTmIpi9UW7xtWjMzDIAqZh73/3lsCUQ2RVK5YLmsthVuzv6ymGMewlEVxgGsdlnjE53Icx8bdwuWoc/MqQfYbpCCkJcQrwYw79JsoWLg8Di56riKgCCgCD0JASZEHoaPHHgsBPniJE8UP8oNGQUyY8BXlw8xKDxEjRBAmxJUb95GoUV4VtHWf5sggqe4GYOTjzflc+ziJiRuTu6a1S1kT1UwF6wqBTvG15RgxAxzHsYSH4ziCYO04jqA5YyKPK8jE2asEAb949Y5WWMIKBs1+xYY9PYE9H6dN9zuXySXuOw+bTN3ven/nX/jnoo0YjybOMRhR3667ft2VS3/KriCYER8FLePydV9LoUrtBCsOe9DHf9AYZkmf0j4r9CUaLiyP0HYxEaQ6XH927jkixT77mN0gE/eQt2xLM/GfLvR3kCc9ZiamwLQp8GVMhL0tbRzHMeTc+3YymvTtN6X/qNnCKh74pwe+1pf7vHOsEFKheB6rqQtsis77tnz9dvn4ow8smYQpeoX6PeTEqV992Yz7lgUZ8u/Fyx5CBsJwyrzVki1jKrtCBW4QBMzsPniqlKrVRYhDEuADkhK/d8hcnt985Vsaoa6pLF2zXVrVL3ePAHbfhj+lAzxXm3fst5Y1gZ87CF5M8xlLIcUcx5HGHYd53N1oMmb8uLRwLvvBTQj0w3s2kiVrtkrGAnVlzpKNVlM/1Wt5TupAmCZVa9pPNm3fJy26jbKm85evXOWwTdu/PWiDYNudYP7hmwTx1r5JRek5eJqt78xvfwnWGj3b1BAsXHjOeZ4IQM1zhyCPcLhm065g1h705Y7jCO3C0g0CGssNvgVo9HeYsat04Zye4Ji05bZRINy8GWAL4zvUw9zHZUPm2Qwf/nEcR7Bs69+xro3vED58eMGaDCKVMf5BVUEyY7XRqHoJ2b9hgvRpV0sGjZlnXSMgyR507aMcY36BZar3uawGk9iQ9QjZ5N++fVsgoHH1vJ9yhvN8nbDmIejrg8plfEUpRB93HzRFsIxl/Drz259GOeRIhAjhHnT5Yx9DwVGuaC6ZbZQHNSoUlKa1SltXKe95mFvoZfPuNe08QmYsXC8fpnxHNn+9Xxq2H+rTuY5bl7uF+MMyCnfddr3H2fEc4pZ30D3H3fJOdhowSTKkTiZdW1SV0oWyyxed69prsGhyz9OtIqAIKALBQSBMcC7WaxWBR0UAwXPa/LXiBmVlMrN11wHpNmiq9DCaErToR47/ZM2tXeH2sNH2s8IBky0mD49aF+c5zh3Nw8IJ3WXf+glCLAy0RxzDnDv3J2ltELeGHYZKsy4jbXyDfNk/4rDgCsKkfcviobJoYneJFuU1q8np2G+C5DLXIfzaE1+AP0zU0Ry6k04mT97CNBP07d8eMlqykoLrCkHmMINFqAwJeDCJr1+1mMePm8n3+JkrhEm8624QuB08i8Q/qV4uv8SJFU2K1+goqzbuFCbUgc8N7j7tmTh7pbU4YPLulgeOaKLzG03h9GHtDUnygfQdPlPIc8/x9ZY+7NS0kp0YB2WKTiDFi5euSP6cGWzVZQrnkIbVi0tT8370GjrdviP2gJ/+ZEyTTMKGCWNjAOFuQcBOqqpUKp+NUTFtwVoZ1bepjTfSwQi4jA+41iDUB7fvECDQ3m5aMMS+8wvGd7OWT9QfWhPP9+i+zWxsCO823gwIsPEVsH6ALEwQP5Z9P1MkTSSNzHhHfA/wYjxGS5woQRzvy4P1O7EhxUf2biq714wVrETQ5B85/rO4q325hUOaIrjiSoXFF2M+sSo47r6fvCPs+yI5zp3vwbxxXa0F3KuvRrTE3xvxYlmrJdyT9hw4JhNnrZTsmT+0pOFf5/8RN0aDL9rwKGXcunXLjkPeJPnpM3/Izr3fS9oP3hUE60lmPCFWS78Rs6xmnzwSguV3h32/0k/mdCkF4dpx7lhiyH3+QdrcunXbBgunP7FgGtu/hfz0y28yfOJCS5DxbN7n8ifKxnXlyLGfBDx4pg+b394E9BMV6qeLICN+OXtOFpqxpUmtUtLli8mSOm8NWbBiszCe+WteAZlUtkhO8415X4IKjs/tLlu7XSDNiRWG0grLkY9Sv2cVHIePneIUvyQss7D+zJYplVWQYT0TVEVYdTEu1K5YWLgfzgljvhW3DAlGv7OvSRFQBBSB4CKgpEhwEXz2rw+RO1iydpvYKOMZPrD1RTdEw+dGY40f8JvxYgpBM0sUyGaFW4QcyJB33npDcEn4/dx5KVu3m405YC8O5h+0qsR+II5CY6PVQtNQv2pRa/qKKwh+uMRcQFDCMqFxjRJGe/a29ZfH1/pECGnOg3mbfrkcK4yXXgovCPNMxAMHl0OoP3bytLxjtHduAwg+CrHlj8kLQh0El1sXFiCY5LouIW6+93bNpjvm8UwUEYR5BicYYejL7fu8T/PJ7wtBWNp8/e0hyVmqmZSu1cVsmwqmzAQ5vPDvJSv0ULG/VuqgbFJgU3QEZUyRq5T51L4HnOM4jjVpnjKkjXU3wzoDiymO+SPxrg3p3lBKmnEAC6Bin31iXQwI+jh36ZfWrSb9h8msVjVV8sRG81lKZi5aJ617jpGVhtTC6iy4zxhjA8KJO/H2x336qkzamCB+bIuHd5nnL1y0Y2WJAlk9xxCGMFMnLg/k2GEjPO7cc1ggTRBgva/35e8TP52xFnjEo/AuN48hl08ZYXnstKU2u3md0lK+WG77G1KaPs91n2Dd9qQn/MOYjlb/tVdfsWQSQYevXrtuY2vgPoN7G2QN7x/vY9QokW1NPFc7DF5fGQ16gA+sk2yhQfxhlReE0emGAERrzntJrJE0KZNIiqRv2ZU5Lvz7n4zq01TKFs0pS1ZvE+5h+KRFgpsLrphBFPvEWbwP+XNlsCu9PKwQsEpjiJt+I2dbEpPzUUS0qFNGCufLIox7WB9c9pGFC98ViMGOhujFPSxDgbqCe0XurGklsdf3h3Y87YRAz0p9fHNwiYIMwFWkcN4sUihPJuGZpI2MYef+usBPvyT6I3BwfPpjw9Y9hizM4xn7qZxnL2/29PJu4jfZ9Vti3M9nFFJ1KhWWyHcDxXpXxvwMq0W+1Yxd7rFN5nsd9fVXBcWIm6dbRUARUASCg8ALRooEByq9NjgIoHXu0762xyQYE916VYrafbQUCNMl8me12qSp89cYbfbrgn8/E3bM2pkEYl4fnDYEvhatBL6p04ymPkPq5FZDhysIbjyYnbvnMzmYv+wr6d+prtWcjzYTeSY57vEXacvkDU0wkxd8ozEFpt9cDLAa+dsIZQRrZTKDCX/hyu0ENyQC2jLpc89F0GBC5u77YvvL2T8FbRJuUEGVh8vAlHlr7ETq0uUr9hQmqQmMNv2IHzRigS1teM6xeMDEfMO8gbJqRl+JFvU1adl9lHVbgTjkecOdBjcEf5FJCNTepuhYZhAfhrgtgILgh9YZ7TOrObCKwsRBreV+uHKNLxLtQmuIoENsG4RYhL2NW/daAR4hza3HzS9hSBTIp7ptBvrMVN+t43nZLli52ZLSObKktsQbZvwF82S2JLQ/7xEz9yJGIHbrwEVsy84DwjuHS8vWXQdl8Nh5lpQgLgOk9OzFGwUrg517j/jVOom4Nlg2QE4SSBR3yVdfjmTdP3kHw4YNK1gMYu2FFUv73uMFQjhsWP9NmxzHkVqfF5L3EieQ3GWaSx6TiL3Qqn5Zq8lHsK5UKq9ABkMIjBvQQjKkSSF8Q6/fuCG8By7WIb3lW93CkFvvJIovVZv0ESw/aQN9mThhPDl28hcz7r4s3uMOx58kQVo16ThMsArkm4RFKG4VjFMVjLLFcR5s1fIkdQbnGpRCfA/TffiepxjGNsgRYimRyZyibe9xsmLDDrtcLWMw+b5O4H/vM3xbwppnPU6sqJ6q9hw4LnzLWamGfvUceAo/jpvn5tVXXpYsH6X01A45v2T1VimYO7Mwj3MPkI+SIWeppsJKZjcDAtxDulUEFIEXGoFHu3n/fd0frX496wVBgAlAUL6ifMTQAlS5q6EOytz6kBFWt+z8TgJu3fILWu4kATPlQ0dPifdyvCohAAAQAElEQVREAMF9oREoEBizZvzAas7xt/Y2b/ZLo56BQhFimtQs5dEuMambMHOFVCyR15JaTEocx5HVM/vJl/MH28l+zyHTPSuJsNJIsWodbKBRX90uQlg+o90Kqjz6ctr8tXaFhbzZ0glxBAhE2aTjcOG5y2W010Fd58u8sEagQvDCVDnAaJzRkiF4vW2EBsyWqQuC4uq1G7L34A9SsWEvqdSot0fzynHug3fGm2AiPzipcN7MQoC7W+YdmzR7leQp21x6D58prCa0fu5AaVmv7H0JEdqzxQi63QdNtYHv0HAHpy2Br125cYdgDYQQ6B5DUGUVgpwfp5ZyRmOOIDS6b3PTjz9YKwn3vBdxy/OU17wDzTqPEMYu+mbBiq+kSpnPLAm9xYylxGrieaPvcO8iqDQkGPv+xAwrlv4jZ5ln+7jg+oB1BhYYCIzUDSlN7AqI8LWbvpUiVdoL1mn+aBPvXvdW1WRoj0Zy/sIluXHjphEO70yJaGfkVyLZart+MdnGl5ozprONaYCl4Bej5wrPnz+0+nwrIWx2LB8pe9aOE2JO0VbGhVgxoohLXNrGmT/0Z4qkiezqW826jrQWGSY7xP6v2fSNdT+kQtrJOAKh2abX2HtWzAE3LOIcJ/iEBXMJXGL5XvMNYaUoYjPh7udtTUCbQkNCKVSpVD6p23qgDa7Nt9Il6OPHiWGbCI6Xr1yVUz//JhC8pWt3Ec6xB/34J1LElyT9h0ml7/BZAp4Q8RNmrbCrCyWIH9uPNT9a0bhax4sTXV579WV7AeMEcWPixIom2TOnErAk7k2Rqu2lZbdRNkbQSxEiSLZMqSzBaS/SP4rAi4SA3usTI3BnBvDEl+uFisCTI8DHDdNfAm4x0WNCMHb6MilZIKu4E4Wr167LmKlLBesDf2ssmABMG9buHu0p2mi0cJidM1l98rt9/q5EQ+cdXG6NmRyDUa5P0pjJ1Y9y8qczVgNco3l/OXritDBxv260mRBhN40GJ3bMqLJ4Uk/BFSIk0Dl87Cdrfl6jfEHBNWPFtD5CGyJECC/Lpvay5vT+bgfPcO1KhYXVjZjEYYkBeVShWG5DJL0muI6hAevdtqYgsC2a2MP66KM9d9vGfcxcuF7w4XfzgrvFogVheoshN3gHmcAT6yRH5tRmkhn2vsXzDk+as0p6DZ0mSd9JIMd//EWqN+t3D4lz34sf8QBWNQSidJz/F6aCcpNiJQ9Ip2h3XR4esfjn6jS083sPHpeqhgDBMu/kz2el55BpkjFtCsH6DQsIXBXd2E6O4wgm/ZCJuGl0HzzNrjjlL1CwGsAKqPOAyQIh2dcQb1gWRHk9siVH0U43qVnynvhEBED1V3scxxGsLni+MqZN7qkGnLDqIuYUwtiwno3s+4mVWYP2Q+XN+LGskEagWt5lz4V++vHTL79ba5A6lYpYYsutBsuaJWu2SfVyBYyA+KEsYTxNkVj8sUqTW2fgLW4so6YsEVylOIY1FwQcrkBbvzlAlvBt/+2Pv+XthHHtvvsHMqxZl5FCwGA371G3jFesLDSqbzO7ItnC8d2FpZcf9fqQPI/vYoXiuQWLFsbtPGVbyGcVWlk8GGvpxxmLNkinppWlS4sqMmtkJ+nXoba1IiQg67ZdBy2Gvm7zxUuXrWtk5VKfSvXyBcw4Pl2KVeso9BWkqa/re5Ly3owbS47+cFpw/+N7AzlI/KuG1Yrbd6JSo17ysiF2pgxuK8zfsEaDWE3/YbInqU6vecYQ0OYqAr5EQEkRX6KpZT02Aqx00bxOGTvRQ1uPljmv0XK6BW0xWk3XRQNBmhUB0GS7x/293XPgmOBik9xo4vxd17NcPn1DP9WvWkzQFqJtwhe5f8c60qd9LRkzbamZqPeXsGHCSFyj4WEVEYRnLCYQZP1975Bro6cukRxZUgsTJuojbkGjGiXk0n+XBYEa64Ola7fZlU0qN+5tVwdgEsa5vkyJE8YT/MmZwCV56w15L/GbgkUGGE6dv0Yyp0/paaOR2eT69RseX2vaiGa/UN7MfvGbx8pm6ZReFo9i1Tves4RpUBis27xb5iz5UgZ1bWBXBOjSvIqNv7PGT6t20AYm8gj2CP48S+QhdBGHgVg3UY2ATV7gxDkzFq4TLFq+8nNsiMB1h9Q+FiBteo4VVoFK8lZ8SfFuIuuuUL1cfqs1RaBwrQ0u/XdFvty+VyBOPsmYSiYPbmO01GeFMdef7U3/4XtCINs6lQsLBEiPNjUkwJCkgeMTOY4jV6/d8DSFd5FxBSHck+mnH/9cvGQJvkol80rLemXt9wmCHPcVSBRI/ArF80jXllVl4cotwrPlp6bYYhO+EVtmjuzoGRfIZLzAfSSwuyerNO0//IP0MYRT+s/qGEF3hl/bV7JANilbNJcd33nuGKOOnvhZfj17TvgG0Fb67KJ53uLGis6uTZAoEOas/sQ92MzH/OM4jlWg0B9RXn/1Ma8O+dP55mD5w3Lk322YKH3b17aKAyykPjRkFsQlreKbeP3GTSluCAqeuUWrtkiJGp18/m5CNNRo3k++3n1I8mRNK3yvIZsaGMIhtFjcMP9imfSO/SZKyhxVhfhfg7s3lGTvJpSr5tt41SjOXnklkv1GojAg0G5dQx5CzoHlc5T0VhQBRcDPCCgp4meAtfj7I+A4jmBpwCSTs65evy7hwoWVCOHDC//Q1iH8sHIBEx5Ik/VbdsusxRskY8F60rzrSEHTxLn+Su8ne1tYPWHF+h1+XRnEX+0PqXKxgMAXnv6kTgRT+oYAj2/EjSlfdK4nrRuUt9ooJnwTZq6UUgWzWUsNJjWY7QYE3OJSvyTcQuLGjmHNvOlLJu5U9MuZc0ZT9ofcNEIZFhsIOJA4LJWJ9hPNMOf5OjmOY5eZRUvYr2NdK3TxfPOs8bw7zh2riMNHT1n3gWxGaKUNm4wQS5uL5///IJrk+zJhNdKpaSUZ1KWeDJ+4yArYQZXP+4lVSbWyn3msbBzHEccJI2hDuQZBFiEbAZx9XySeH0ghLJLc8jZs2WPIrStSNN/HbtY9W4iURh2HCRpX3mna3Wf4DKHf7znxGd/BZHzK0Hby1Y79dowk/lG3VtWt4Hj297/s84/V29Wr14V4PwhcY6Ytk3zlWsi85ZvECeM8EAHIQ18QSggsKZO+JQjD/CY+0bm//7EWXG4DcB3Yte+IsPoJAnTp2l2F2ETEKMJdgvHFPdfXW4K+frVgiLVYcZw7mGz79qBpSwqBKGnaebh1g0Bw5VlnPMH9EpcR3gvv9vDs+4I0gTxwnDttoXz6k3GzXNGclvAiDy05MYsGd2sga2cPkPVzvhAICsgKjvsjOY4j5YvlknH9W9jVcNLmqyn12g4WloFNlTyxrfLcX/9IGHMeAjcZuEzVajFACufLLMQCgUgn/0VMBJUOHPSY56X/yNmC20ivdjVlQKe6MrBLfYEQhxj0FU6QScRrGzF5sWQr3liKG+IFV0XyfVXHk5Vz71XpDZG6fGpv607G9v333rLPfOVS+YTxDsuRCvW7S9eBk+3Kc4lDWaDde+9G9xQBRSC0IqCkSGjtmRewXek+SGq0mi9JxYY97YocLAPqajWZJCDINKxWzE72Ni0YLPgVDx433wZI9RdcyZIklJG9m8jhY6eE5fT8Vc/zVm4KI/AkfCOOJa5O3F2th6ByWdKnFARYhGW0+tw3E5omRshAG7bnwDGjNfY9OcKku12jCjJ7dGdZb4g1hMAW3UYJgiFBdiFm1mz6Rphwnvvrgo070qx2adn2zUH55+J/NNMvCQE/UsQItmwEv89L5LECLBm0iaBxRT792ForWd/pOavtah5o8QIMiYSQSj7ns89Su72GzhBfxIdInCi+TB/eXiAgKD9wWrNplw1y5/Yjx3GN2mUE2eTmvWH/8LGfBBchTMVnLFxvNP/XyQ5Woi9xf2JLQQih0xeskyp34xKR550QWIkBESF8OCtcYBbOKjdHT5y27kre5z4Pv+PGimbvk3gUuFMgQHBfcWNHl6mGMIEUOvD9SWE5S+JpDOvRSBA0fj37p1y+ck3SpExi38EVG3ZI4SrtxbWawmKJMRitcpgwjj2H95iyg5tix4wqMaO9LjPvPiMQCUMnLJBUyd+RtxLElQ59JwiE6/o5A+XL+YMkQ5pkgtB405CZwa07qOsdx5Hw5nnxPnbzZoBA4GdKl0JmDO9gg8G26DpK0PDjYsPzvWP3YRk0dp4ntg74sDJM/1FzLF7e5QX3N88/bfzu8ElbNnV5r9JE+S+/HFFwY+k7YpakylXdkkq79n0v/vjHeDG6bzP5bsNEIR4KblmOc4fE+e2PvyR6tNesVQTuPowJ7ZtUFKy9GAP90Z5npczXIr8iWFjivuu2GYKc8T/Xx2mlfL3usnDlZtuPt2+LdSXmGIRYgPkGuNc86ZZ+mzWyoyyf1kc2zhsodSoVFojKJy3Pn9d5B1V162G8gwQsYZQsuA+e/OmsDVTrHtetIqAIKAKPioCSIo+KlJ7ndwRY0WREryZ2lZdXXo4kfPTRauKPu+GuJjhf9o9sO8h7752EZhJ/1W8BWG1F5g+TciwHcHswu/r/ERBgUtW+0edSqlB2adplpOQq3cwKoAjNxKAgpgH9jUA7Y9F6KVkgmziOY02+G7QfYvv1Eap57FOYQOGHPm1Ye/ksRwZhBYyOTSsJk9ACuTLJ6L7NBUuSqk37CoJjuHBh7QSRZ7GcmZyiifWu9O8LFy1hhkDinf8kv4nr4L1SBxYWuEMgxFMeS5UiQBBwuFmXEZKlSANp0mmYLFu3XY6f/MUSiQS6RXDrPniaJX+4zh+JeAtbv/lOyhXNZc2W3TpWGkEaYY1lTZm447LEM4DpP8JYqZqdH+qS45b1qFueIYTk7JlTB3nJLkPSIMg3q1XaunZxEjiyRaig70ZOWSKQAOyT/7wm19ogTqxo8t9/VwQtNfd/5ep1Ofj9j4LVD8t2ssTpuOnLpUPjikIMHuKSQLYdNuRw5dKfWnhGTF5kV3iwO8H8Q3yivh1qC24WH+WvI5kL17eEW6v6ZYXnJsCQH5A2LbuPssEnsTA5awRtLNEgvSBzgtmEh16e9oN3ZePWPUL8B56fArkyyro5XwhBUcERbf+wno0NXgUsrvOWbTJjw0+COX+FYrmFax5ayWOcADHap10tG59o7IxlgnvPxkCrNEGOgtNyI/DuWz9e+J52HTglxAl+lkmPHTOaYJk0eupSGdK9keTMktqO+Y9xy8/lqYzXWGd43xxWs+SXL5bLulpe+PeSlK7dxSqN4seJIf5QJEDsMXZ7t+NZ+Y1iYPGqrdKtZTWpVCqvHTuelbZrOxUBRSD0IKCkSOjpC22JQYCJI+RDmcI5ZGz/5oJWE6EHwbl6+QKCG405TfgIrlj/teT+JJ01o7x85aosW7vd+k9//e0hqznjPBLCGZNnfmsKOQToy09zfCRLJ/eUjfMG2RgYBNaFZEr/YTJr4TNj4TprGVGtXH4bKF9FtQAAEABJREFULA/N9e/n/rYCKq4OuD34usWO49g6cb9IkTSRFVYgPxAYIU0IcNqxSUX7PGXPlErChw9vzZaP/vCzVGrYywaIxPoFYRLNOSvBQFT4sp2shIFLAdYPCD8IYrMWbRDM9YdNWCgFDIHz1cIhQuA+TP23GIICd58CuTMK786sUR1t/BRftsm7LITUsGHCSMI343iyCRKLppr3FMILUgfrqnKGOGE5bcgotMMIiTd9oOF0K3737TcEqx6IODfP3fLuT523RlhdB990N5/ghRzDPN1xHMmXLZ3V7n/esKdPrGzcekLr9p1E8W2sDOJOYDZfrFoHiRUjil3ZZP/hEzbWCCb7H6V+z+S9L4O7NbTxDHi2eEdOnDoj6zfvliL3cVd6kvtGIMOaC0sDEgIOeQj1CI3DejYSlttu03OstO4xRuLGii4QOAtXfGXJwctXrj1JtY98Da4g5Qy5UaVJHwE34rHcvHlTwpj3AIsuljjGKgdhtm+H2lLOCLSQgq6l1yNX9BgnUtfovs2kbqUiEniVpsvmmzhy8mIpkT+rwSqaJSAgKyNFfEkgNakmwLyHjGP89mdipaxFKzfLpq/3yaTBrQWc/Fnfs142LqcE18WFDAVQtbL5Ze7YroJy5r/LV4X5UEgpEp4FLA8e/dG6o+bLnl4gWPn+PAvt1jYqAopA6EJASZHQ1R/amrsIIFBjTuo4jtW0JYgXy0zOP7h7VGSBmWBFixJZcn6c2i77V6lRb1m7+VsbiA5LhFY9RnuWfsWsuVP/iZ6JoKcQ/RGiCKCNJpZBvSpFBQHWFayY8LFPY07+dMbGhsByY8GKzVKwUlurCeWYP1OWdCll0/Z9AqFGPYmN0IjrSMmC2a0wyOQUrfCK6X0lU7rk8oMRCg8f+8k+m5VK5pOwYcII1gZrNu3i8mCn8OHDSa+2NW1MA4QWAvFl+eh967efxJAAEDiuKfFtuS0IHQRr3XPguHT5YrKtnzgv9ocf/iBYxY8bUyC5IBeI79BjyDTJlDaF5z1FoOU+iOVB+xzHEVyo7kdg+KGZ1qrgr/MXpXC+LJ7iERYhmIjTQuwbDtj+HtZeahritX2f8dK08wjBqoljz2NyHMf2E24zy6b0tuNmHSNYI4Ct3LBTsqRPaUlM996xOCDYJ65SWGawHG3urGntdSLuWf7ZQn4cO/mLQKQlTfymTBnSVupWLiIVjUb43F//yMzFG4Rx49PyLYUVnXgH/NESx3EMCZRFWOUkyVtvyOlf/5CIhmCA/PO26HLrvl++e9zX20bVS0iDasUs+UHZWFfybrrWlYwjrOSTIH4su8Ia/di65xiZs/RLTvdratfoc+nRuoZMHNhK4sSM5te6nofCIS0L5M4kNZr3F9xKsVBkvvNmvJjyNBQJoR1TVh0a3quxxxIwtLdX26cIKAKhEwElRUJnv2irvBAolDez9OtYxwrSZP/86++CX3KVMp9ZM8mp89faQI8EIsPVYETvphL5lZetMM25y9dtF1ZfcIVIytAU8gggyLeqX06wBGJCPnnuahsUzV0NBmF1ytw1tq96tK4uA7vUkyY1S9pJ+2U/a4GxIuhu6uw1dLo1Ux4weo71S8ZSBZcUzN+x2IC8YdWJnB+nEYLeuVrgW7du25U+EDjEx/8QBtHw1vq8oHVVee+dBHL4+E+eWiCQ9h06IY2qFxesMQiSumvv99Jj8DS/EYGO49j6Ir70kuDukLNUU6GNbRqW97ynCNazRnayrlHEbsGSxNPoEPoBCRc7RlSJFuU1T41YlBE7Bh90T6b5ARFLv04a3EYQQiB8ECTNof///xz+wtpidN/mgtUUt3fpv8sSJ1Z0j3ANOQTR7Lq87dp3RL4yGn+EtSJVO1irLiwOuNYf6ZMM7wva8Q6GrKIt9FOerOmElXWmmDEkVfLEsnpWf8FyqkWdskIwz8tXrtog3Iwzvm4T1oolCmSVSqXyyWWjtcclBGyiR/3/ZwxLxmnmu1SlzKfWahGCt2zdbkL6/oeffd2k/ykPNyQUB/WrFvVYV54wRC7PvktC04+QSdkyffg/1/s649VXIknBPJlUaH1EYB3HscFriWf23ZGTAlHLmEUfYqHl9iHF0YeX/rtiXUB5zgqGkCKBujUpAoqAIvA8IaCkyPPUmy/IvfDhx6c8VYrEVnDd/d0xKVkwm0cYQ3BtWa+s5M2eXsbPXCEZ0iQX3HBeEHiemdvMnC6l4FrhOI7wD80mk7t8d+PGkHfmtz+tZjHS3WCk5PkrYdK9eFJP6d2uluQypAdCzppN39jggLjaeNfrrgIDCYfg9YUhUSKaNia7G2DU+9zg/uZ5Lmi0hq6GFeH10NEfjeY8QBD+MJGvUCyX1f46jiM3bt60z32St+Jb0vBJ63/YdViC4O5AQE9Sizpl7Co6h4+dMm0IsJcjwBb5NIvQ5m3fHrR5IfknTqxo8uf5f2Tzjv3WXQtLoLHTl0vdykXFxdNtDwTIqo07pUSNTvJBssRSo3wBDzHgnvMibHMbwmHJ6q2yZecBOffXBRv81HV5gyRkRbDOzapYl7i+7WsJbltrfGQhFRS+mMJD9n1gyI9KjXrZYKF/nf9XDntZamEV5TiOZEybXFZu2CHZijeRMrW7Su7Szcx9fBdUsT7Jg1Aa/0UryZklzT3lQUjsO/SDdB4wSao162tXuOrRqroQywhS84ghNSF47rnIhzvEhxg3oKVkSJ3clnozIECmzl8jmdOntNY9jBsTZq4UAp3GNe8IJ5HXqvtowRWBfU1PHwHeu87NKssE84xFj/q6hCZFwtNHR1ugCCgCioBvEVBSxLd4amkhgECDasWlbYPyNpbIPxf/k7BhHEH48a76lZcjytEfTguB5zZu3SOZCtW3K6Fg5u99nv5+Oggg6OfPlUFY/pUWIOTgJ13dCKJoYsnDsgBhy5s4Id8PyVMkQjyWLKlTJpF/L16W9Vv2SK3PC92j4fTWAkc32mE0rjv2HLakhKcgP/74MMU78tqrr1j3MIikq9euSz4vIok8BHxcHdxmbNn5nV31x9335RaBlESZxO7pPWymYJ1FG8i7dOmK/H7uvMSMFoXdEE30D8EosSZLmaOqtDRCH4F182RNe087EFBxmYFgGt6riUD2QPrcc9ILspMj84fSyQhiMxauFUgIAvnWrVTEks4QDo7jCCSh4zh2BRZWAtqx55Bf0Yn4UgSpUDy3rJs9QIij81rkV6ylFlaEib2W31y/+VtZ+9UuWTC+q2yYN1AmDmotQ8YvECy/IHT80chIhgxl3HDLxjoRS8bRfZsZbX9uIZ4NFm9YozHuMdZ1GTBZDn5/0r3EL1vqctt1xBBIWKhULJnXEn1YjFAp/ciWxLiBm+AbcWJa6xasc8jXFHoQeBJFAvFjmPfcuBkQem5EW6IIKAKKQChEQEmRUNgp2qQHI8Bkj1gFnEUk9pgxolrtoCuEkY/WiyCYDasVC9ElfKk7dKfQ2Tr6K1umVDbOAS0MrNkkL6QTWuBxA1oIq054140W+HUjlOXIklpoNxpXNwAl+zVbDDBk3B7vS3z6GyKpc/PKhgwMK6u+3CneRBJuH9MWrBXM+dGwUzFC2PCJi+TW7Vvs+jWBWZcWVWTK3DU2GObydV9Luz7jJFKkl0zfvu/Xuu9XOMEoWXJy37rxsmXxUMluhH7HuWOdBKGEG1TZOl3lg+Rvy7xxXQWLofuV9SLkO44jWOKN7ttcerapaZfohHiAOCL+RPXy+T0kIe8pVkspk75loSH2CKs0QQqArc30w58L/1wUiJHi+bNaIZ8qID2IvYP1Q4L4scmStxPElczpUsjZ3/+y8T9spp//QC58nD6lZEqbwjxTieXoidPWqsutdvHqrZ6gtm4eQmtAgP/eT1zbJg9uK3wvL1+5Juu27JayRXN6+pExAlLadbfZufew0I+sunX5ylW3mbp9iggw73kcRQJul2OmLRNcG1nWN1+5FoIlnPc86SnejlatCCgCikCoQ0BJkVDXJdqgx0EADWL7xp8LQTLxbycmBJN3JqaX/rvi0aBz3nvvJLRCrK9XCnmc9uq5QSPA6iR172qjOcONk1G+WC6P0EP+006uFrhKmc+sq4ircUVjTdt47vYf/sGuTpGxYD279YdQ4TiOEQpflmE9Gguafeombf56v8SNFV3Sf5iMXZsQwt6IF9OQAXdInKBIGybKvhLKsLSZPbqTZDUkF6u8YNkyuGsDGw/FNugp/YFIdZw7ZAj3i3VPyZqdZe/BH2T26M6Cnz7jxFNqXqisNs37SaRskZz2HZy9eINAdCR8I46nrd/sPSJYIGRMe8dNI9m7iaRzs8qy7ZsD8nmDnjYItudkH/6wxKCpJ3rU/4/jQduwjEif+j1PTbRt847vxHts8Rz004+qZT+TVvXLWcwSvhHbWklhXUZ1jB/L1203RFMRO364edWa9ZMDfrQccRzHECAvUZ0n/XvxsnUp412YcXcVMMYNxiuI3nixowuxZPKUbSEDx8z1uMR5CtAfTxUB+ulBioTVG3fKzEXrZYohw9bOHiAzR3YUVkrbf/jEU223Vq4IKAKKQGhFQEmR0Nozj9muF/l0YgOwIsGoPk2lUJ7M1swbrVf18gXEdcVgUrpi/deS+5N01u0G4oQVFL4YPVd+/PnsiwxfqLx3hAeC47oa39DSSJ6bT3N8JAiL/PbWnLtWGoO7NbDWSWtm9pfjP/4isxZv9FvzEQId546gTyUXDREYMWIE84zfGdpxQSI+BAI/mkZIGwTZ7oOnSqlaXYTVKCBDlq/7Wpp0Hi6sEEQ5wU2QC8RBwWoE9yMCLQa3TF9eT2BchMJG1UsIhE3cWNF8WfxzWVaDasWloUkN2g2Wucs2yZR5a6RD3wnSpGYpiR8npuw5cEx4tuLHiSF9O9Q2hHR6YUUmhO6QACR8uHCWtCHGFHXiLjB+5gq7QlliLxebkGiLW0es6FEEV07GCto0bf5aG+Mq+bsJ7SnkzVy0wVrmYM1BDBfeUSw0eC/tST7+Q8Dr5rVLy+Q5qyT/562lTuuBsnDlFksKhg8XVlyid2CXejKgU12ZO6aLbNt1UA4cUWHax10RrOLejBfrHrLPW5FAbC4sGj/J8IEd1xnfo0d9XZK89YbwbAWrYr1YEVAEFIHnFIE7M+dn6+a0tYrA/yDgOI6ZmMcQAqoSTDGBmTAwIXBPZILAknY5P04t6zZ/KxXqd5dIEV8STOtb9RhjA5gxQXXP1+3TRYA4BUXyZXm6jQii9gypk0m9ykWsFnjpmm2S3GjG0a7y7Mxd+qUwUWWfS1+L/LI138esn/2QSJ8ZwubEqTNSpUkfK7RCfmROfye4okvajOrb1AbJ7NCkouw/9IN0GzRVRkxebGMfRDKESki082nXAZmUN1s6IfH7abfnWagfgfmznBmsoAzZ9uvZP2Voj0ZCfJYRkxdJu97jZenabVKsWgfp2G+iXTEmpO4LAgHXLaxURk9ZInnLtTjMHy4AABAASURBVJQazfvJD6d+lVKFctj3NaTa4l0PLmxfdK4n0aNElitXr8kJ825mSJPM054DR07Kzj2HpUrpfNaqpnLj3rJiw9fSb+QsS1bgVuNdnq9+J0uSUJZO6SXTh3eQWDGiSvH8n5ixLKFA3ngTvdTH2Mb2pQgR2ASZtn5zwNzbr0Ee08yQQcBbkYDVFLU2qFZM5o7pbFfTKlG9oyW3CHqNlUlQFoNco0kRUAQUgVCKgN+bFcbvNWgFikAII1Aob2bp17GOtRihaiYL+Ljj8kDwOFZLICbEJx+9LyytiEbsy2175Y8/L3C6JkXgkRCoVi6/dRVAWETY2bh1r7BiCfsUcPrMH7Jz7/dCDAv2QyLFM1r6WaM6Sct6Za1Q+u/F/4TgitTtTdo4jiOpkie2Zv6vvhzRPPvnZcX6HVYo4lxNisD9EEicKL4NREswWmKJEI/iq6/3S6+2NaRv+9qyZtYAGz+GJXshNx3Hsc8VlnnEtmE89i4bwZ8VT1zh2/vYo/7GLaDnkOnyjtGEI+yPH9DSkhA1yhWQp20FhJUU72WECOElUYK41irj1OnfhCDho6YulYJ5MtsgzT/98ru8FvkV6di0kkwe3EYypUsuvYbOkBs3bj4qDI91nuM4Ej3qa0J8onpVitpr5y370pAjicQldukT4lDgSpM4UTzBAqHP8JmSz5BOrKwDiUJwVlbf+v3P87YM/fN0EOBdcxUJWOphOQVxScBovktj+rew5FuKpG/ZoNv7D/vfzfPpIKG1KgLPAwJ6D08DASVFngbqWmeIIrBgxWZrnpwqRWI5fOyURH09snRpUVW6D55mNZp/X7ho23P9xg3rN91zyDQjzB6xefpHEbgfApAfxKng+MqNOyT3J2nlvXcSsGsDK2K6T5BHyAebGUJ/aBfCarWyn8mIXk2sBVVQpA3NIX/Lzu8E97M82dLJ2GlLhdUKOKZJEXgUBBD6Y8WIKtt3HbLuK2HCODZOC/EOGHOxzCOQ7bVrNyRqlFelQbshgssIAjeJ9wTCLjixnnDVOv/PRanYoIfMW7ZJ+o6YaZ97nulHuYeQOIcVmloZspIxgVWQ0Nz/fu5vKfrpx7Z6Yu+AZd8RsyyhU75Ybmlep7QwxuAKBHnkj3eTdpGwZEFpQEwUxhAaxfiwbO12GwOFYzVa9Jfz5ns5sk9TaxXXpOMwGzcJC82PUifjEk2hAAEslEoXzm7d29Zs2mXnNZCDZYrklL/O/yME4w5JN89QAIk2ITQjoG1TBEIJAkqKhJKO0Gb4DwF84ds2KC9M/G4GBEiM6K/LB8nelkmDWkuB3BmlfZ/xEttM6uPGji679h0RNJxteo65J+aC/1qnJT8PCBCbAlNlx7kT32P/oROyz6SnGSgWbSEaavANTNqQh6A1ee5qwb2GeAYFcmU0WuMq8pLRaHNckyLwKAjwnHVoUlGOnvhZspdoInnKNJd1X30rlUrmE5ZoHj9jhbQx42+TmiWlQvE8MrpvM1m3eZdgGeG6j6DJZnx+lPqCOgfXGeJfdGxaWU6fOSf5zbPcu10tTzDToK55GnlgVa5oLpk9qpPUqFBQmtYqLZEiRrCrgkCIDOpSX65fv2m/SbQPC42la7dJ7tLNhBVE8pZtIZNmr7JCLsd9mbAoaNuwghAomXL5Vk6dv8aOD8RAmb14g8SM9rp0bVnVnkOflS2aU+hD+jo4/Ud9mnyLQJ6s6WR4z0ayZM1WyVigrsxZstEG1oWAfNpunr6902erNG2tIqAIhF4ElBQJvX2jLfMRAmi90LZRHIHGCKy679AP1q87Y5rkMn9cVysMXrlyTZjAd25WxcZc6GYmf8MnLRJW7+BaTYrAoyCAufuMheutn35oCRQbmLThPiAAWU4V9xrHuUPmkK9JEXhcBAiuOqxnY9mxfKQUzpdFPi+RR955K761zMNt5OOP/n85Zoi6gUb4jx0zqoybsVyI/fTKy5EkIJhL0jqOIymSJrLWFViOQEA87n2E1PnEsWFVn08yvC//XrosrPJC0GOIkVb1y8rPv/4hWGnsOXBc+o+cLT1a17DBm1fN6GsD2kI6+butZ377U3CNYXy48O8l+WrHfildOKeHaIJUJZZIheK5JXGieP5ujpb/BAgkThRfRvZuKrvXjBWsRHimQtDN8wlarJcoAoqAIvD0EFBS5OlhrzU/BQTeiBtTmtUuLa17jJF2vcfZ1Tfwk37l5YiycsMOS5Tk+iSN3RKMDpeIoydOP4WWapXPKgIQcH3b17Ja8dB8D5u275dsmT4UBNrQ3E5t27OFAAQcLhi0+uzvf0m8ONEFYZ99N+HCiEB9/Mdf5fw/l6Rum4FStGp7OXL8J/eUF2bL6mn9OtSR6QvWSZUmfaTLgMl2+WpII7T7GQxxP3TCAsHNCFAypUspu/Z/z0+/JgjdCV+0suPDzZsBcvu2SLQokT11btq+V345c86Qv1nt99Jz4IX88WzcdGCLwZsBAfa5ypwuhY0x9WzchbZSEVAEFAH/IKCkiH9w1VJDMQJYhyye1MMIhKmEgHe4CxAwLnDUfXy4mbijyQzFt6NNC4UIQIxgoRQKm+ZpUsa0yWXj1j3CM47W13NAfygCPkIgzfvvytEfTsvB73+8p0SCs2KVR8yM7q2qyZzRna2FCZYjCGr3nPwC7LAK2tSh7aRTs8o2MPLI3k2EpXOJ81G59Kcyc2RHgTwpXburTJu/RtKnes+ism7zt3aVGuJ92Aw//YlqyJD3k70to6ctlRM/nRG+mxNnr7IWQdGjvuanWrVYXyMAYRna3Dx9fY9aniKgCCgCT4qAkiJPipxe90wjgP90vuwfSZ1Kha1WDn9p4iq4weIIADhz0XpJ+EZsQXh8pm9WG68IBIFAjswfSo/W1WXzjv3CKjVBnKJZikCwEMCFBuKjcadhUr15P7tMNO5luCTGihHFus5QgeM4cv36DUMERJSwYcKQFSpSSDYClxrieWRJn9LigNsR36lTP58VCNaCeTLZWCSQJGj2L/xzSSbPWS1HT/wsn1VoJUWqtpdd+/xjQUK8EDdIbPve4+TzBj0lhiFDQlMg25Dsq+ehLt7D0Obm+TzgqvegCCgCzy4CL+bs49ntL225nxAgGGvHJpVsMFaqwPd2/ebdUq1sfjshJU+TIvA8IeA4jnyQPLG0a/S5XZrzebo3vZfHRsBvF2Bpt2bWAGlaq5Tk+SStnP3jL1m+brvUrFDQE5+C2BXrt+yW/LkyqCvG3Z6AiKhYKq+MnLLErtZz+cpV64ZELJIor78qi9dslWiGmFg1o598tXCI1KlYWHoMmSa/nzt/twTfbojRQpDY6SM6CNYGBIolz7e1aGkhhQDWjM+Cm2dI4aH1KAKKgCKgpIg+A4qAQQBNHJME89Mup+oddZ88TYqAIvC8IKD3EdIIML6mTPqWEGT1l7PnJE+29II7Bu3AKm/a/LV237XUI1+TCJhNHNTaWoNkK95E+gyfKeD186+/y8KVW6RK6U8tseQ4jg1sC5Fy/cYNv0JHHRAzqQyh6teKtHC/I8Cch3fT7xVpBYqAIqAIPAMIKCnyDHSSNjFkEWDSV7dSESE5jq7KEbLoa20+RUALUwRCGQKZ06WUepWLeCxCDh/7SbbvOiiVSubzWOqFsiY/1ebEjRVNuraoKrtWjZY2DcrbtsxctEHSpUoqqVIktvsQJas27hTcb+LGjm7z9I8ioAgoAoqAIqAIPDoCSoo8OlZ65guEABPL11975QW642f/VvUOFAFF4NlDYMPW3TbIauJE8Z69xj+FFp8+84ccOnpKqpT+fxIJYgl3z1qfF1Ji6Sn0iVapCCgCioAi8OwjoKTIs9+HegcvHgJ6x4qAIqAIPBcIsCJGjfIFPJYjz8VN+fEmEsSPLdOGtRO2VMPKURNnr5TcWdOKEksgokkRUAQUAUVAEXh8BJQUeXzM9IoQRUArUwQUAUVAEVAEFIGgEPju8An55cw5KV04hxJLQQGkeYqAIqAIKAKKwCMgoKTII4AUYqdoRYqAIqAIKAKKgCKgCDwiAmneTyKTBreRODGjPeIVepoioAgoAoqAIqAIBEbgqZEigRui+4qAIqAIKAKKgCKgCCgCj46A4zjycqSXHv0CPVMRUAQUAUVAEXhKCITmapUUCc29o21TBBQBRUARUAQUAUVAEVAEFAFFQBF4lhDQtj5jCCgp8ox1mDZXEVAEFAFFQBFQBBQBRUARUAQUgdCBgLZCEXj2EVBS5NnvQ70DRUARUAQUAUVAEVAEFAFFQBHwNwJaviKgCDyXCCgp8lx2q96UIqAIKAKKgCKgCCgCioAi8OQI6JWKgCKgCLwoCCgp8qL0tN6nIqAIKAKKgCKgCCgCikBQCGieIqAIKAKKwAuMgJIiL3Dn660rAoqAIqAIKAKKwIuGgN6vIqAIKAKKgCKgCHgjoKSINxr6WxFQBBQBRUARUASeHwT0ThQBRUARUAQUAUVAEXgIAkqKPAQgPawIKAKKgCKgCDwLCGgbFQFFQBFQBBQBRUARUAQeHwElRR4fM71CEVAEFAFF4OkioLUrAoqAIqAIKAKKgCKgCCgCPkFASRGfwKiFKAKKgCLgLwS0XEVAEVAEFAFFQBFQBBQBRUAR8BcCSor4C1ktVxFQBB4fAb1CEVAEFAFFQBFQBBQBRUARUAQUgRBEQEmREARbq1IEvBHQ34qAIqAIKAKKgCKgCCgCioAioAgoAk8XASVFni7+L0rtep+KgCKgCCgCioAioAgoAoqAIqAIKAKKQKhDQEkRn3eJFqgIKAKKgCKgCCgCioAioAgoAoqAIqAIKALPAgLBI0WehTvUNioCioAioAgoAoqAIqAIKAKKgCKgCCgCikDwEHhOr1ZS5DntWL0tRUARUASeJgJfbt8rn5ZvJef+uvA0m6F1KwKKgCKgCCgCioAi8EQI6EUvDgJKirw4fa13qggoAoqAIqAIKAKKgCKgCCgCikBgBHRfEXihEVBS5IXufr15RUARUAR8j8Cho6ekXa9xcvrMH5K9RBNJkb2KtOs9zlPRhFkrbR75JKxK3INYlmBhQr6bvK91j89ZstFaorjnUCb1ZipYz1O2d7lu+bpVBBQBRUAReNER0PtXBBQBReBeBJQUuRcP3VMEFAFFQBEIJgIpkiaSXu1qypvxYsmmBYPl0KbJ0qttTVsq5MW2bw7IrlWjbf7cMV0EAsWbwEjzfhLPca7fc+C4cJ0t4O6fSXNWy7Rh7WwZw3s1loFj5krzriNl6ZRenry+w2ep+85dvHSjCCgCLygCetuKgCKgCCgCD0VASZGHQqQnKAKKgCKgCPgCAaw8Vn/5jTSvU0ZejhTRFgmBkiNLaln31bd2P2b0KJZAcY+zX6pQdjlx6ld73P3TukE54Rj7KZO+ZQmYwHkcO3j0RzaaFAFF4AVAQG9REVAEFAFFQBF4EgSUFHkS1PQaRUARUAQUgcdG4I8/L8gvZ/6Q0rW7eFxccH9ir3TLAAADZUlEQVRZsmbbPWUFdoPBCuS3P/6Wy1eu3nOe7igCLzACeuuKgCKgCCgCioAi4CMElBTxEZBajCKgCCgCisDDEXgt8iuCywwuNd7J270G0gT3G/d4s9qlH16wnvEcI6C3pggoAoqAIqAIKAKKgP8QUFLEf9hqyYqAIqAIvLAIxIoeVSK/+vI99x8rRhRxHEf++Ov8PfneO7jJQILkyJzaO/vF+a13qggoAoqAIqAIKAKKgCIQoggoKRKicGtlioAioAi8OAjgKuMd04MYIARRJbAqLjIuEgRZ9Q6kSiBW11WG88bPWO6eqltFQBFQBBQBRUARUAQUAUXApwgoKeJTOLUwRUARUASCROCFyySAao0KBaVBuyE2fki73uMsBrjJkI+LDPFESJAkGdMkt8c7NKlot+k/q2Ov+2L0HClbNJfN0z+KgCKgCCgCioAioAgoAoqArxFQUsTXiGp5isALj4ACoAjcQaB6ufxyaNNkmyBD7uSKeOdz/OvlIwUSheOsOjNxUGt7Dcf43bhGCWHLMaxNVs/sJzm83GseNY/yNSkCioAioAgoAoqAIqAIKALeCCgp4o2G/lYEHhcBPV8RUAQUAUVAEVAEFAFFQBFQBBQBReCZRUBJkWe260K+4VqjIqAIKAKKgCKgCCgCioAioAgoAoqAIvA8IaCkSNC9qbmKgCKgCCgCioAioAgoAoqAIqAIKAKKgCLwnCMQRuQ5v0O9PUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAERARBSEwAmopEhgR3VcEFAFFQBFQBBQBRUARUAQUAUVAEXj2EdA7UAQeAQElRR4BJD1FEVAEFAFFQBFQBBQBRUARUAQUgdCMgLZNEVAEngwBJUWeDDe9ShFQBBQBRUARUAQUAUVAEVAEng4CWqsioAgoAj5DQEkRn0GpBSkCioAioAgoAoqAIqAIKAK+RkDLUwQUAUVAEfAnAkqK+BNdLVsRUAQUAUVAEVAEFAFF4NER0DMVAUVAEVAEFIEQRkBJkRAGXKtTBBQBRUARUAQUAUUABDQpAoqAIqAIKAKKwNNHQEmRp98H2gJFQBFQBBQBReB5R0DvTxFQBBQBRUARUAQUgVCJgJIiobJbtFGKgCKgCCgCzy4C2nJFQBFQBBQBRUARUAQUgWcFgf8DAAD//4/JD/wAAAAGSURBVAMA3nx3DETKl+oAAAAASUVORK5CYII="
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1807,7 +1807,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 1. FC Bayern München vs VfB Stuttgart"
+       "## 1. 1. FC Union Berlin vs FC Schalke 04"
       ],
       "text/plain": [
        ""
@@ -1868,22 +1868,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      FC Bayern München\n",
-       "      2.502\n",
+       "      1. FC Union Berlin\n",
+       "      1.526\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      VfB Stuttgart\n",
-       "      0.379\n",
+       "      FC Schalke 04\n",
+       "      1.211\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                team  expected match points\n",
-       "0  FC Bayern München                  2.502\n",
-       "1      VfB Stuttgart                  0.379"
+       "                 team  expected match points\n",
+       "0  1. FC Union Berlin                  1.526\n",
+       "1       FC Schalke 04                  1.211"
       ]
      },
      "metadata": {},
@@ -1932,28 +1932,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      FC Bayern München\n",
-       "      3\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      FC Schalke 04\n",
+       "      14\n",
+       "      2\n",
+       "      1\n",
+       "      -3\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      VfB Stuttgart\n",
-       "      17\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      1. FC Union Berlin\n",
+       "      15\n",
+       "      2\n",
+       "      1\n",
+       "      -4\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                team  position  matches  points  goal_difference\n",
-       "0  FC Bayern München         3        0       0                0\n",
-       "1      VfB Stuttgart        17        0       0                0"
+       "                 team  position  matches  points  goal_difference\n",
+       "0       FC Schalke 04        14        2       1               -3\n",
+       "1  1. FC Union Berlin        15        2       1               -4"
       ]
      },
      "metadata": {},
@@ -2002,123 +2002,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      18\n",
-       "      Michael Olise\n",
-       "      FC Bayern München\n",
-       "      3\n",
-       "      2.501805\n",
+       "      171\n",
+       "      Marin Ljubičić\n",
+       "      1. FC Union Berlin\n",
+       "      4\n",
+       "      1.526316\n",
        "      1.0\n",
-       "      19.514079\n",
+       "      108.588336\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      Joshua Kimmich\n",
-       "      FC Bayern München\n",
-       "      3\n",
-       "      2.501805\n",
+       "      166\n",
+       "      Josip Juranović\n",
+       "      1. FC Union Berlin\n",
+       "      2\n",
+       "      1.526316\n",
        "      1.0\n",
-       "      18.513357\n",
+       "      103.701097\n",
        "    \n",
        "    \n",
-       "      14\n",
-       "      Nathaniel Brown\n",
-       "      FC Bayern München\n",
-       "      2\n",
-       "      2.501805\n",
+       "      165\n",
+       "      Aljoscha Kemlein\n",
+       "      1. FC Union Berlin\n",
+       "      3\n",
+       "      1.526316\n",
        "      1.0\n",
-       "      18.163105\n",
+       "      103.395645\n",
        "    \n",
        "    \n",
-       "      20\n",
-       "      Luis Díaz\n",
-       "      FC Bayern München\n",
-       "      4\n",
-       "      2.501805\n",
+       "      154\n",
+       "      Frederik Rönnow\n",
+       "      1. FC Union Berlin\n",
+       "      1\n",
+       "      1.526316\n",
        "      1.0\n",
-       "      17.712780\n",
+       "      100.799299\n",
        "    \n",
        "    \n",
-       "      15\n",
-       "      Aleksandar Pavlović\n",
-       "      FC Bayern München\n",
+       "      149\n",
+       "      Rani Khedira\n",
+       "      1. FC Union Berlin\n",
        "      3\n",
-       "      2.501805\n",
+       "      1.526316\n",
        "      1.0\n",
-       "      17.612708\n",
+       "      97.286596\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      Dzenan Pejcinovic\n",
-       "      VfB Stuttgart\n",
-       "      4\n",
-       "      0.379061\n",
+       "      437\n",
+       "      Loris Karius\n",
+       "      FC Schalke 04\n",
+       "      1\n",
+       "      1.210526\n",
        "      1.0\n",
-       "      3.601083\n",
+       "      89.634486\n",
        "    \n",
        "    \n",
-       "      31\n",
-       "      Fabian Bredlow\n",
-       "      VfB Stuttgart\n",
-       "      1\n",
-       "      0.379061\n",
+       "      449\n",
+       "      Hasan Kuruçay\n",
+       "      FC Schalke 04\n",
+       "      2\n",
+       "      1.210526\n",
        "      1.0\n",
-       "      3.449458\n",
+       "      87.090805\n",
        "    \n",
        "    \n",
-       "      37\n",
-       "      Tiago Tomás\n",
-       "      VfB Stuttgart\n",
-       "      4\n",
-       "      0.379061\n",
+       "      457\n",
+       "      Nikola Katic\n",
+       "      FC Schalke 04\n",
+       "      2\n",
+       "      1.210526\n",
        "      1.0\n",
-       "      3.070397\n",
+       "      86.727422\n",
        "    \n",
        "    \n",
-       "      36\n",
-       "      Jeff Chabot\n",
-       "      VfB Stuttgart\n",
-       "      2\n",
-       "      0.379061\n",
+       "      445\n",
+       "      Soufiane El-Faouzi\n",
+       "      FC Schalke 04\n",
+       "      3\n",
+       "      1.210526\n",
        "      1.0\n",
-       "      2.994585\n",
+       "      86.242911\n",
        "    \n",
        "    \n",
-       "      33\n",
-       "      Angelo Stiller\n",
-       "      VfB Stuttgart\n",
+       "      459\n",
+       "      Satoshi Tanaka\n",
+       "      FC Schalke 04\n",
        "      3\n",
-       "      0.379061\n",
+       "      1.210526\n",
        "      1.0\n",
-       "      2.842960\n",
+       "      85.152762\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   name       team_display  position  expected_match_points  \\\n",
-       "18        Michael Olise  FC Bayern München         3               2.501805   \n",
-       "3        Joshua Kimmich  FC Bayern München         3               2.501805   \n",
-       "14      Nathaniel Brown  FC Bayern München         2               2.501805   \n",
-       "20            Luis Díaz  FC Bayern München         4               2.501805   \n",
-       "15  Aleksandar Pavlović  FC Bayern München         3               2.501805   \n",
-       "38    Dzenan Pejcinovic      VfB Stuttgart         4               0.379061   \n",
-       "31       Fabian Bredlow      VfB Stuttgart         1               0.379061   \n",
-       "37          Tiago Tomás      VfB Stuttgart         4               0.379061   \n",
-       "36          Jeff Chabot      VfB Stuttgart         2               0.379061   \n",
-       "33       Angelo Stiller      VfB Stuttgart         3               0.379061   \n",
+       "                   name        team_display  position  expected_match_points  \\\n",
+       "171      Marin Ljubičić  1. FC Union Berlin         4               1.526316   \n",
+       "166     Josip Juranović  1. FC Union Berlin         2               1.526316   \n",
+       "165    Aljoscha Kemlein  1. FC Union Berlin         3               1.526316   \n",
+       "154     Frederik Rönnow  1. FC Union Berlin         1               1.526316   \n",
+       "149        Rani Khedira  1. FC Union Berlin         3               1.526316   \n",
+       "437        Loris Karius       FC Schalke 04         1               1.210526   \n",
+       "449       Hasan Kuruçay       FC Schalke 04         2               1.210526   \n",
+       "457        Nikola Katic       FC Schalke 04         2               1.210526   \n",
+       "445  Soufiane El-Faouzi       FC Schalke 04         3               1.210526   \n",
+       "459      Satoshi Tanaka       FC Schalke 04         3               1.210526   \n",
        "\n",
-       "    starting_chance      score  \n",
-       "18              1.0  19.514079  \n",
-       "3               1.0  18.513357  \n",
-       "14              1.0  18.163105  \n",
-       "20              1.0  17.712780  \n",
-       "15              1.0  17.612708  \n",
-       "38              1.0   3.601083  \n",
-       "31              1.0   3.449458  \n",
-       "37              1.0   3.070397  \n",
-       "36              1.0   2.994585  \n",
-       "33              1.0   2.842960  "
+       "     starting_chance       score  \n",
+       "171              1.0  108.588336  \n",
+       "166              1.0  103.701097  \n",
+       "165              1.0  103.395645  \n",
+       "154              1.0  100.799299  \n",
+       "149              1.0   97.286596  \n",
+       "437              1.0   89.634486  \n",
+       "449              1.0   87.090805  \n",
+       "457              1.0   86.727422  \n",
+       "445              1.0   86.242911  \n",
+       "459              1.0   85.152762  "
       ]
      },
      "metadata": {},
@@ -2172,241 +2172,205 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      FC Bayern München\n",
-       "      2026-08-04T11:00:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-08-09T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Jeju SK\n",
-       "      1\n",
+       "      1. FC Union Berlin\n",
+       "      3\n",
        "      2\n",
-       "      FC Bayern München\n",
+       "      Aris Limassol\n",
        "      W\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      FC Bayern München\n",
-       "      2026-08-07T12:00:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-08-15T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Aston Villa\n",
-       "      1\n",
+       "      1. FC Union Berlin\n",
        "      2\n",
-       "      FC Bayern München\n",
-       "      W\n",
+       "      4\n",
+       "      Ipswich Town\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      FC Bayern München\n",
-       "      2026-08-15T13:30:00+00:00\n",
-       "      Telekom Cup\n",
-       "      FC Bayern München\n",
-       "      3\n",
-       "      1\n",
-       "      RB Leipzig\n",
+       "      1. FC Union Berlin\n",
+       "      2026-08-23T13:30:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Eintracht Braunschweig\n",
+       "      2\n",
+       "      4\n",
+       "      1. FC Union Berlin\n",
        "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      FC Bayern München\n",
-       "      2026-08-18T16:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FC Heidenheim\n",
-       "      2\n",
-       "      4\n",
-       "      FC Bayern München\n",
-       "      W\n",
+       "      1. FC Union Berlin\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FC Union Berlin\n",
+       "      3\n",
+       "      3\n",
+       "      Eintracht Frankfurt\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      FC Bayern München\n",
-       "      2026-08-22T18:30:00+00:00\n",
-       "      Supercup\n",
-       "      Borussia Dortmund\n",
-       "      1\n",
-       "      2\n",
-       "      FC Bayern München\n",
-       "      W\n",
+       "      1. FC Union Berlin\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
+       "      4\n",
+       "      0\n",
+       "      1. FC Union Berlin\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-04-19T15:30:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-05-02T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      FC Bayern München\n",
-       "      4\n",
+       "      1. FC Union Berlin\n",
        "      2\n",
-       "      VfB Stuttgart\n",
-       "      W\n",
+       "      2\n",
+       "      1. FC Köln\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-04-25T13:30:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-05-10T17:30:00+00:00\n",
        "      Bundesliga\n",
        "      1. FSV Mainz 05\n",
+       "      1\n",
        "      3\n",
-       "      4\n",
-       "      FC Bayern München\n",
+       "      1. FC Union Berlin\n",
        "      W\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      FC Bayern München\n",
-       "      3\n",
-       "      3\n",
-       "      1. FC Heidenheim\n",
-       "      D\n",
+       "      1. FC Union Berlin\n",
+       "      4\n",
+       "      0\n",
+       "      FC Augsburg\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-05-09T16:30:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      VfL Wolfsburg\n",
-       "      0\n",
-       "      1\n",
-       "      FC Bayern München\n",
-       "      W\n",
+       "      1. FC Union Berlin\n",
+       "      3\n",
+       "      3\n",
+       "      Eintracht Frankfurt\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      FC Bayern München\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      1. FC Union Berlin\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      FC Bayern München\n",
-       "      5\n",
-       "      1\n",
-       "      1. FC Köln\n",
-       "      W\n",
+       "      Bayer 04 Leverkusen\n",
+       "      4\n",
+       "      0\n",
+       "      1. FC Union Berlin\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      VfB Stuttgart\n",
-       "      2026-07-29T16:30:00+00:00\n",
+       "      FC Schalke 04\n",
+       "      2026-08-08T15:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Kickers Offenbach\n",
-       "      1\n",
-       "      8\n",
-       "      VfB Stuttgart\n",
-       "      W\n",
+       "      FC Schalke 04\n",
+       "      0\n",
+       "      3\n",
+       "      Atalanta\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
-       "      VfB Stuttgart\n",
-       "      2026-08-01T13:00:00+00:00\n",
+       "      FC Schalke 04\n",
+       "      2026-08-16T15:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Paris FC\n",
-       "      2\n",
-       "      2\n",
-       "      VfB Stuttgart\n",
-       "      D\n",
-       "    \n",
+       "      FC Schalke 04\n",
+       "      0\n",
+       "      3\n",
+       "      Real Madrid\n",
+       "      L\n",
+       "    \n",
        "    \n",
        "      12\n",
        "      overall\n",
-       "      VfB Stuttgart\n",
-       "      2026-08-08T15:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      VfB Stuttgart\n",
-       "      3\n",
-       "      1\n",
-       "      Everton\n",
-       "      W\n",
+       "      FC Schalke 04\n",
+       "      2026-08-24T18:45:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Hallescher FC\n",
+       "      2\n",
+       "      2\n",
+       "      FC Schalke 04\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      13\n",
        "      overall\n",
-       "      VfB Stuttgart\n",
-       "      2026-08-15T15:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Fulham\n",
-       "      1\n",
+       "      FC Schalke 04\n",
+       "      2026-08-30T15:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      FC Augsburg\n",
+       "      3\n",
        "      0\n",
-       "      VfB Stuttgart\n",
+       "      FC Schalke 04\n",
        "      L\n",
        "    \n",
        "    \n",
        "      14\n",
        "      overall\n",
-       "      VfB Stuttgart\n",
-       "      2026-08-21T18:45:00+00:00\n",
-       "      DFB Pokal\n",
-       "      FC Hansa Rostock\n",
-       "      0\n",
-       "      4\n",
-       "      VfB Stuttgart\n",
-       "      W\n",
-       "    \n",
-       "    \n",
-       "      15\n",
-       "      bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-04-19T15:30:00+00:00\n",
+       "      FC Schalke 04\n",
+       "      2026-09-05T16:30:00+00:00\n",
        "      Bundesliga\n",
+       "      FC Schalke 04\n",
+       "      0\n",
+       "      0\n",
        "      FC Bayern München\n",
-       "      4\n",
-       "      2\n",
-       "      VfB Stuttgart\n",
-       "      L\n",
-       "    \n",
-       "    \n",
-       "      16\n",
-       "      bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-04-26T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      1\n",
-       "      1\n",
-       "      SV Werder Bremen\n",
-       "      D\n",
-       "    \n",
-       "    \n",
-       "      17\n",
-       "      bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-05-02T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      3\n",
-       "      3\n",
-       "      VfB Stuttgart\n",
        "      D\n",
        "    \n",
        "    \n",
-       "      18\n",
+       "      15\n",
        "      bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-05-09T13:30:00+00:00\n",
+       "      FC Schalke 04\n",
+       "      2026-08-30T15:30:00+00:00\n",
        "      Bundesliga\n",
-       "      VfB Stuttgart\n",
+       "      FC Augsburg\n",
        "      3\n",
-       "      1\n",
-       "      Bayer 04 Leverkusen\n",
-       "      W\n",
+       "      0\n",
+       "      FC Schalke 04\n",
+       "      L\n",
        "    \n",
        "    \n",
-       "      19\n",
+       "      16\n",
        "      bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      FC Schalke 04\n",
+       "      2026-09-05T16:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2\n",
-       "      2\n",
-       "      VfB Stuttgart\n",
+       "      FC Schalke 04\n",
+       "      0\n",
+       "      0\n",
+       "      FC Bayern München\n",
        "      D\n",
        "    \n",
        "  \n",
@@ -2414,71 +2378,62 @@
        ""
       ],
       "text/plain": [
-       "      category               team                       date  \\\n",
-       "0      overall  FC Bayern München  2026-08-04T11:00:00+00:00   \n",
-       "1      overall  FC Bayern München  2026-08-07T12:00:00+00:00   \n",
-       "2      overall  FC Bayern München  2026-08-15T13:30:00+00:00   \n",
-       "3      overall  FC Bayern München  2026-08-18T16:00:00+00:00   \n",
-       "4      overall  FC Bayern München  2026-08-22T18:30:00+00:00   \n",
-       "5   bundesliga  FC Bayern München  2026-04-19T15:30:00+00:00   \n",
-       "6   bundesliga  FC Bayern München  2026-04-25T13:30:00+00:00   \n",
-       "7   bundesliga  FC Bayern München  2026-05-02T13:30:00+00:00   \n",
-       "8   bundesliga  FC Bayern München  2026-05-09T16:30:00+00:00   \n",
-       "9   bundesliga  FC Bayern München  2026-05-16T13:30:00+00:00   \n",
-       "10     overall      VfB Stuttgart  2026-07-29T16:30:00+00:00   \n",
-       "11     overall      VfB Stuttgart  2026-08-01T13:00:00+00:00   \n",
-       "12     overall      VfB Stuttgart  2026-08-08T15:00:00+00:00   \n",
-       "13     overall      VfB Stuttgart  2026-08-15T15:00:00+00:00   \n",
-       "14     overall      VfB Stuttgart  2026-08-21T18:45:00+00:00   \n",
-       "15  bundesliga      VfB Stuttgart  2026-04-19T15:30:00+00:00   \n",
-       "16  bundesliga      VfB Stuttgart  2026-04-26T13:30:00+00:00   \n",
-       "17  bundesliga      VfB Stuttgart  2026-05-02T13:30:00+00:00   \n",
-       "18  bundesliga      VfB Stuttgart  2026-05-09T13:30:00+00:00   \n",
-       "19  bundesliga      VfB Stuttgart  2026-05-16T13:30:00+00:00   \n",
+       "      category                team                       date  \\\n",
+       "0      overall  1. FC Union Berlin  2026-08-09T13:30:00+00:00   \n",
+       "1      overall  1. FC Union Berlin  2026-08-15T13:30:00+00:00   \n",
+       "2      overall  1. FC Union Berlin  2026-08-23T13:30:00+00:00   \n",
+       "3      overall  1. FC Union Berlin  2026-08-29T13:30:00+00:00   \n",
+       "4      overall  1. FC Union Berlin  2026-09-05T13:30:00+00:00   \n",
+       "5   bundesliga  1. FC Union Berlin  2026-05-02T13:30:00+00:00   \n",
+       "6   bundesliga  1. FC Union Berlin  2026-05-10T17:30:00+00:00   \n",
+       "7   bundesliga  1. FC Union Berlin  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga  1. FC Union Berlin  2026-08-29T13:30:00+00:00   \n",
+       "9   bundesliga  1. FC Union Berlin  2026-09-05T13:30:00+00:00   \n",
+       "10     overall       FC Schalke 04  2026-08-08T15:00:00+00:00   \n",
+       "11     overall       FC Schalke 04  2026-08-16T15:00:00+00:00   \n",
+       "12     overall       FC Schalke 04  2026-08-24T18:45:00+00:00   \n",
+       "13     overall       FC Schalke 04  2026-08-30T15:30:00+00:00   \n",
+       "14     overall       FC Schalke 04  2026-09-05T16:30:00+00:00   \n",
+       "15  bundesliga       FC Schalke 04  2026-08-30T15:30:00+00:00   \n",
+       "16  bundesliga       FC Schalke 04  2026-09-05T16:30:00+00:00   \n",
        "\n",
-       "            competition            home_team  home_score  away_score  \\\n",
-       "0   Club Friendly Games              Jeju SK           1           2   \n",
-       "1   Club Friendly Games          Aston Villa           1           2   \n",
-       "2           Telekom Cup    FC Bayern München           3           1   \n",
-       "3   Club Friendly Games     1. FC Heidenheim           2           4   \n",
-       "4              Supercup    Borussia Dortmund           1           2   \n",
-       "5            Bundesliga    FC Bayern München           4           2   \n",
-       "6            Bundesliga      1. FSV Mainz 05           3           4   \n",
-       "7            Bundesliga    FC Bayern München           3           3   \n",
-       "8            Bundesliga        VfL Wolfsburg           0           1   \n",
-       "9            Bundesliga    FC Bayern München           5           1   \n",
-       "10  Club Friendly Games    Kickers Offenbach           1           8   \n",
-       "11  Club Friendly Games             Paris FC           2           2   \n",
-       "12  Club Friendly Games        VfB Stuttgart           3           1   \n",
-       "13  Club Friendly Games               Fulham           1           0   \n",
-       "14            DFB Pokal     FC Hansa Rostock           0           4   \n",
-       "15           Bundesliga    FC Bayern München           4           2   \n",
-       "16           Bundesliga        VfB Stuttgart           1           1   \n",
-       "17           Bundesliga       TSG Hoffenheim           3           3   \n",
-       "18           Bundesliga        VfB Stuttgart           3           1   \n",
-       "19           Bundesliga  Eintracht Frankfurt           2           2   \n",
+       "            competition               home_team  home_score  away_score  \\\n",
+       "0   Club Friendly Games      1. FC Union Berlin           3           2   \n",
+       "1   Club Friendly Games      1. FC Union Berlin           2           4   \n",
+       "2             DFB Pokal  Eintracht Braunschweig           2           4   \n",
+       "3            Bundesliga      1. FC Union Berlin           3           3   \n",
+       "4            Bundesliga     Bayer 04 Leverkusen           4           0   \n",
+       "5            Bundesliga      1. FC Union Berlin           2           2   \n",
+       "6            Bundesliga         1. FSV Mainz 05           1           3   \n",
+       "7            Bundesliga      1. FC Union Berlin           4           0   \n",
+       "8            Bundesliga      1. FC Union Berlin           3           3   \n",
+       "9            Bundesliga     Bayer 04 Leverkusen           4           0   \n",
+       "10  Club Friendly Games           FC Schalke 04           0           3   \n",
+       "11  Club Friendly Games           FC Schalke 04           0           3   \n",
+       "12            DFB Pokal           Hallescher FC           2           2   \n",
+       "13           Bundesliga             FC Augsburg           3           0   \n",
+       "14           Bundesliga           FC Schalke 04           0           0   \n",
+       "15           Bundesliga             FC Augsburg           3           0   \n",
+       "16           Bundesliga           FC Schalke 04           0           0   \n",
        "\n",
        "              away_team result  \n",
-       "0     FC Bayern München      W  \n",
-       "1     FC Bayern München      W  \n",
-       "2            RB Leipzig      W  \n",
-       "3     FC Bayern München      W  \n",
-       "4     FC Bayern München      W  \n",
-       "5         VfB Stuttgart      W  \n",
-       "6     FC Bayern München      W  \n",
-       "7      1. FC Heidenheim      D  \n",
-       "8     FC Bayern München      W  \n",
-       "9            1. FC Köln      W  \n",
-       "10        VfB Stuttgart      W  \n",
-       "11        VfB Stuttgart      D  \n",
-       "12              Everton      W  \n",
-       "13        VfB Stuttgart      L  \n",
-       "14        VfB Stuttgart      W  \n",
-       "15        VfB Stuttgart      L  \n",
-       "16     SV Werder Bremen      D  \n",
-       "17        VfB Stuttgart      D  \n",
-       "18  Bayer 04 Leverkusen      W  \n",
-       "19        VfB Stuttgart      D  "
+       "0         Aris Limassol      W  \n",
+       "1          Ipswich Town      L  \n",
+       "2    1. FC Union Berlin      W  \n",
+       "3   Eintracht Frankfurt      D  \n",
+       "4    1. FC Union Berlin      L  \n",
+       "5            1. FC Köln      D  \n",
+       "6    1. FC Union Berlin      W  \n",
+       "7           FC Augsburg      W  \n",
+       "8   Eintracht Frankfurt      D  \n",
+       "9    1. FC Union Berlin      L  \n",
+       "10             Atalanta      L  \n",
+       "11          Real Madrid      L  \n",
+       "12        FC Schalke 04      D  \n",
+       "13        FC Schalke 04      L  \n",
+       "14    FC Bayern München      D  \n",
+       "15        FC Schalke 04      L  \n",
+       "16    FC Bayern München      D  "
       ]
      },
      "metadata": {},
@@ -2498,11 +2453,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0Overall1. FC Union Berlin2026-09-05T13:30:00+00:00Bayer 04 LeverkusenawayBundesliga
1Bundesliga1. FC Union Berlin2026-09-11T18:30:00+00:00FC Schalke 04homeBundesliga
2OverallFC Schalke 042026-09-05T16:30:00+00:00FC Bayern MünchenhomeBundesliga
3BundesligaFC Schalke 042026-09-11T18:30:00+00:001. FC Union BerlinawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category                team                       date  \\\n",
+       "0     Overall  1. FC Union Berlin  2026-09-05T13:30:00+00:00   \n",
+       "1  Bundesliga  1. FC Union Berlin  2026-09-11T18:30:00+00:00   \n",
+       "2     Overall       FC Schalke 04  2026-09-05T16:30:00+00:00   \n",
+       "3  Bundesliga       FC Schalke 04  2026-09-11T18:30:00+00:00   \n",
+       "\n",
+       "              opponent venue competition  \n",
+       "0  Bayer 04 Leverkusen  away  Bundesliga  \n",
+       "1        FC Schalke 04  home  Bundesliga  \n",
+       "2    FC Bayern München  home  Bundesliga  \n",
+       "3   1. FC Union Berlin  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -2551,233 +2581,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      31\n",
-       "      FC Bayern München\n",
-       "      Bundesliga\n",
-       "      Michael Olise\n",
-       "      M\n",
-       "      5\n",
-       "      8.34\n",
-       "    \n",
-       "    \n",
-       "      32\n",
-       "      FC Bayern München\n",
+       "      60\n",
+       "      FC Schalke 04\n",
        "      Bundesliga\n",
-       "      Tom Bischof\n",
-       "      D\n",
+       "      Loris Karius\n",
+       "      G\n",
        "      2\n",
-       "      8.00\n",
+       "      7.95\n",
        "    \n",
        "    \n",
-       "      33\n",
-       "      FC Bayern München\n",
+       "      18\n",
+       "      1. FC Union Berlin\n",
        "      Bundesliga\n",
-       "      Joshua Kimmich\n",
-       "      M\n",
+       "      Christopher Trimmel\n",
+       "      D\n",
        "      4\n",
-       "      7.85\n",
-       "    \n",
-       "    \n",
-       "      69\n",
-       "      VfB Stuttgart\n",
-       "      Bundesliga\n",
-       "      Nikolas Nartey\n",
-       "      F\n",
-       "      2\n",
-       "      7.75\n",
+       "      7.70\n",
        "    \n",
        "    \n",
-       "      34\n",
-       "      FC Bayern München\n",
+       "      19\n",
+       "      1. FC Union Berlin\n",
        "      Bundesliga\n",
-       "      Harry Kane\n",
+       "      Andrej Ilić\n",
        "      F\n",
-       "      5\n",
-       "      7.42\n",
+       "      3\n",
+       "      7.60\n",
        "    \n",
        "    \n",
-       "      70\n",
-       "      VfB Stuttgart\n",
+       "      61\n",
+       "      FC Schalke 04\n",
        "      Bundesliga\n",
-       "      Chris Führich\n",
+       "      Satoshi Tanaka\n",
        "      M\n",
-       "      5\n",
-       "      7.38\n",
+       "      1\n",
+       "      7.40\n",
        "    \n",
        "    \n",
-       "      71\n",
-       "      VfB Stuttgart\n",
+       "      62\n",
+       "      FC Schalke 04\n",
        "      Bundesliga\n",
-       "      Alexander Nübel\n",
-       "      G\n",
-       "      5\n",
-       "      7.32\n",
+       "      Nikola Katić\n",
+       "      D\n",
+       "      2\n",
+       "      7.35\n",
        "    \n",
        "    \n",
-       "      35\n",
-       "      FC Bayern München\n",
+       "      63\n",
+       "      FC Schalke 04\n",
        "      Bundesliga\n",
-       "      Dayot Upamecano\n",
+       "      Hasan Kuruçay\n",
        "      D\n",
        "      2\n",
        "      7.30\n",
        "    \n",
        "    \n",
-       "      72\n",
-       "      VfB Stuttgart\n",
+       "      20\n",
+       "      1. FC Union Berlin\n",
        "      Bundesliga\n",
-       "      Angelo Stiller\n",
+       "      Diogo Leite\n",
+       "      D\n",
+       "      3\n",
+       "      7.20\n",
+       "    \n",
+       "    \n",
+       "      21\n",
+       "      1. FC Union Berlin\n",
+       "      Bundesliga\n",
+       "      András Schäfer\n",
        "      M\n",
        "      5\n",
-       "      7.30\n",
+       "      7.12\n",
        "    \n",
        "    \n",
-       "      73\n",
-       "      VfB Stuttgart\n",
+       "      64\n",
+       "      FC Schalke 04\n",
        "      Bundesliga\n",
-       "      Chema Andrés\n",
+       "      Soufiane El-Faouzi\n",
        "      M\n",
-       "      4\n",
-       "      7.23\n",
+       "      2\n",
+       "      7.05\n",
        "    \n",
        "    \n",
-       "      53\n",
-       "      VfB Stuttgart\n",
-       "      Overall\n",
-       "      Dženan Pejčinović\n",
-       "      F\n",
-       "      1\n",
-       "      9.50\n",
+       "      22\n",
+       "      1. FC Union Berlin\n",
+       "      Bundesliga\n",
+       "      Carl Klaus\n",
+       "      G\n",
+       "      3\n",
+       "      7.00\n",
        "    \n",
        "    \n",
-       "      54\n",
-       "      VfB Stuttgart\n",
+       "      41\n",
+       "      FC Schalke 04\n",
        "      Overall\n",
-       "      Fabian Bredlow\n",
+       "      Loris Karius\n",
        "      G\n",
-       "      1\n",
-       "      9.10\n",
+       "      4\n",
+       "      7.28\n",
        "    \n",
        "    \n",
-       "      55\n",
-       "      VfB Stuttgart\n",
+       "      0\n",
+       "      1. FC Union Berlin\n",
        "      Overall\n",
-       "      Tiago Tomás\n",
-       "      M\n",
-       "      1\n",
-       "      8.10\n",
+       "      Marin Ljubičić\n",
+       "      F\n",
+       "      3\n",
+       "      7.20\n",
        "    \n",
        "    \n",
-       "      56\n",
-       "      VfB Stuttgart\n",
+       "      42\n",
+       "      FC Schalke 04\n",
        "      Overall\n",
-       "      Jeff Chabot\n",
-       "      D\n",
-       "      1\n",
-       "      7.90\n",
+       "      Edin Džeko\n",
+       "      F\n",
+       "      3\n",
+       "      7.20\n",
        "    \n",
        "    \n",
-       "      0\n",
-       "      FC Bayern München\n",
+       "      43\n",
+       "      FC Schalke 04\n",
        "      Overall\n",
-       "      Michael Olise\n",
+       "      Soufiane El-Faouzi\n",
        "      M\n",
-       "      2\n",
-       "      7.80\n",
+       "      4\n",
+       "      7.13\n",
        "    \n",
        "    \n",
-       "      57\n",
-       "      VfB Stuttgart\n",
+       "      44\n",
+       "      FC Schalke 04\n",
        "      Overall\n",
-       "      Angelo Stiller\n",
-       "      M\n",
-       "      1\n",
-       "      7.50\n",
+       "      Nikola Katić\n",
+       "      D\n",
+       "      4\n",
+       "      7.10\n",
+       "    \n",
+       "    \n",
+       "      45\n",
+       "      FC Schalke 04\n",
+       "      Overall\n",
+       "      Hasan Kuruçay\n",
+       "      D\n",
+       "      4\n",
+       "      7.08\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      FC Bayern München\n",
+       "      1. FC Union Berlin\n",
        "      Overall\n",
-       "      Joshua Kimmich\n",
-       "      M\n",
-       "      3\n",
-       "      7.40\n",
+       "      Felix Uduokhai\n",
+       "      D\n",
+       "      1\n",
+       "      6.90\n",
        "    \n",
        "    \n",
        "      2\n",
-       "      FC Bayern München\n",
+       "      1. FC Union Berlin\n",
        "      Overall\n",
-       "      Dayot Upamecano\n",
+       "      Josip Juranović\n",
        "      D\n",
-       "      1\n",
-       "      7.30\n",
+       "      3\n",
+       "      6.87\n",
        "    \n",
        "    \n",
        "      3\n",
-       "      FC Bayern München\n",
+       "      1. FC Union Berlin\n",
        "      Overall\n",
-       "      Nathaniel Brown\n",
-       "      M\n",
-       "      5\n",
-       "      7.26\n",
+       "      Christopher Trimmel\n",
+       "      D\n",
+       "      2\n",
+       "      6.80\n",
        "    \n",
        "    \n",
        "      4\n",
-       "      FC Bayern München\n",
+       "      1. FC Union Berlin\n",
        "      Overall\n",
-       "      Felipe Chávez\n",
-       "      M\n",
+       "      Leopold Querfeld\n",
+       "      D\n",
        "      2\n",
-       "      7.10\n",
+       "      6.80\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                 team    category        player_name position  rating_count  \\\n",
-       "31  FC Bayern München  Bundesliga      Michael Olise        M             5   \n",
-       "32  FC Bayern München  Bundesliga        Tom Bischof        D             2   \n",
-       "33  FC Bayern München  Bundesliga     Joshua Kimmich        M             4   \n",
-       "69      VfB Stuttgart  Bundesliga     Nikolas Nartey        F             2   \n",
-       "34  FC Bayern München  Bundesliga         Harry Kane        F             5   \n",
-       "70      VfB Stuttgart  Bundesliga      Chris Führich        M             5   \n",
-       "71      VfB Stuttgart  Bundesliga    Alexander Nübel        G             5   \n",
-       "35  FC Bayern München  Bundesliga    Dayot Upamecano        D             2   \n",
-       "72      VfB Stuttgart  Bundesliga     Angelo Stiller        M             5   \n",
-       "73      VfB Stuttgart  Bundesliga       Chema Andrés        M             4   \n",
-       "53      VfB Stuttgart     Overall  Dženan Pejčinović        F             1   \n",
-       "54      VfB Stuttgart     Overall     Fabian Bredlow        G             1   \n",
-       "55      VfB Stuttgart     Overall        Tiago Tomás        M             1   \n",
-       "56      VfB Stuttgart     Overall        Jeff Chabot        D             1   \n",
-       "0   FC Bayern München     Overall      Michael Olise        M             2   \n",
-       "57      VfB Stuttgart     Overall     Angelo Stiller        M             1   \n",
-       "1   FC Bayern München     Overall     Joshua Kimmich        M             3   \n",
-       "2   FC Bayern München     Overall    Dayot Upamecano        D             1   \n",
-       "3   FC Bayern München     Overall    Nathaniel Brown        M             5   \n",
-       "4   FC Bayern München     Overall      Felipe Chávez        M             2   \n",
+       "                  team    category          player_name position  \\\n",
+       "60       FC Schalke 04  Bundesliga         Loris Karius        G   \n",
+       "18  1. FC Union Berlin  Bundesliga  Christopher Trimmel        D   \n",
+       "19  1. FC Union Berlin  Bundesliga          Andrej Ilić        F   \n",
+       "61       FC Schalke 04  Bundesliga       Satoshi Tanaka        M   \n",
+       "62       FC Schalke 04  Bundesliga         Nikola Katić        D   \n",
+       "63       FC Schalke 04  Bundesliga        Hasan Kuruçay        D   \n",
+       "20  1. FC Union Berlin  Bundesliga          Diogo Leite        D   \n",
+       "21  1. FC Union Berlin  Bundesliga       András Schäfer        M   \n",
+       "64       FC Schalke 04  Bundesliga   Soufiane El-Faouzi        M   \n",
+       "22  1. FC Union Berlin  Bundesliga           Carl Klaus        G   \n",
+       "41       FC Schalke 04     Overall         Loris Karius        G   \n",
+       "0   1. FC Union Berlin     Overall       Marin Ljubičić        F   \n",
+       "42       FC Schalke 04     Overall           Edin Džeko        F   \n",
+       "43       FC Schalke 04     Overall   Soufiane El-Faouzi        M   \n",
+       "44       FC Schalke 04     Overall         Nikola Katić        D   \n",
+       "45       FC Schalke 04     Overall        Hasan Kuruçay        D   \n",
+       "1   1. FC Union Berlin     Overall       Felix Uduokhai        D   \n",
+       "2   1. FC Union Berlin     Overall      Josip Juranović        D   \n",
+       "3   1. FC Union Berlin     Overall  Christopher Trimmel        D   \n",
+       "4   1. FC Union Berlin     Overall     Leopold Querfeld        D   \n",
        "\n",
-       "    average_rating  \n",
-       "31            8.34  \n",
-       "32            8.00  \n",
-       "33            7.85  \n",
-       "69            7.75  \n",
-       "34            7.42  \n",
-       "70            7.38  \n",
-       "71            7.32  \n",
-       "35            7.30  \n",
-       "72            7.30  \n",
-       "73            7.23  \n",
-       "53            9.50  \n",
-       "54            9.10  \n",
-       "55            8.10  \n",
-       "56            7.90  \n",
-       "0             7.80  \n",
-       "57            7.50  \n",
-       "1             7.40  \n",
-       "2             7.30  \n",
-       "3             7.26  \n",
-       "4             7.10  "
+       "    rating_count  average_rating  \n",
+       "60             2            7.95  \n",
+       "18             4            7.70  \n",
+       "19             3            7.60  \n",
+       "61             1            7.40  \n",
+       "62             2            7.35  \n",
+       "63             2            7.30  \n",
+       "20             3            7.20  \n",
+       "21             5            7.12  \n",
+       "64             2            7.05  \n",
+       "22             3            7.00  \n",
+       "41             4            7.28  \n",
+       "0              3            7.20  \n",
+       "42             3            7.20  \n",
+       "43             4            7.13  \n",
+       "44             4            7.10  \n",
+       "45             4            7.08  \n",
+       "1              1            6.90  \n",
+       "2              3            6.87  \n",
+       "3              2            6.80  \n",
+       "4              2            6.80  "
       ]
      },
      "metadata": {},
@@ -2810,7 +2840,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayern München** — formation **4-3-3**"
+       "**1. FC Union Berlin** — formation **4-4-2**"
       ],
       "text/plain": [
        ""
@@ -2822,7 +2852,7 @@
     {
      "data": {
       "text/markdown": [
-       "**VfB Stuttgart** — formation **4-3-3**"
+       "**Schalke 04** — formation **3-4-3**"
       ],
       "text/plain": [
        ""
@@ -2846,7 +2876,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Bayern München** — formation **4-2-3-1**"
+       "**1. FC Union Berlin** — formation **4-2-2-2**"
       ],
       "text/plain": [
        ""
@@ -2858,7 +2888,7 @@
     {
      "data": {
       "text/markdown": [
-       "**VfB Stuttgart** — formation **4-2-3-1**"
+       "**FC Schalke 04** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -2882,7 +2912,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayern München** — formation **4-2-3-1**"
+       "**1. FC Union Berlin** — formation **4-2-2-2**"
       ],
       "text/plain": [
        ""
@@ -2894,7 +2924,7 @@
     {
      "data": {
       "text/markdown": [
-       "**VfB Stuttgart** — formation **4-2-3-1**"
+       "**FC Schalke 04** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -2918,7 +2948,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayern Munich** — formation **4-2-3-1**"
+       "**Union Berlin** — formation **4-4-2**"
       ],
       "text/plain": [
        ""
@@ -2930,7 +2960,7 @@
     {
      "data": {
       "text/markdown": [
-       "**VfB Stuttgart** — formation **4-2-3-1**"
+       "**FC Schalke 04** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -2942,7 +2972,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_01_fc-bayern-m-nchen-vs-vfb-stuttgart.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_01_1-fc-union-berlin-vs-fc-schalke-04.html`"
       ],
       "text/plain": [
        ""
@@ -2955,7 +2985,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 2. 1. FC Köln vs TSG Hoffenheim"
+       "## 2. 1. FSV Mainz 05 vs Eintracht Frankfurt"
       ],
       "text/plain": [
        ""
@@ -3016,22 +3046,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      1. FC Köln\n",
-       "      1.181\n",
+       "      1. FSV Mainz 05\n",
+       "      1.735\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      TSG Hoffenheim\n",
-       "      1.556\n",
+       "      Eintracht Frankfurt\n",
+       "      1.028\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "             team  expected match points\n",
-       "0      1. FC Köln                  1.181\n",
-       "1  TSG Hoffenheim                  1.556"
+       "                  team  expected match points\n",
+       "0      1. FSV Mainz 05                  1.735\n",
+       "1  Eintracht Frankfurt                  1.028"
       ]
      },
      "metadata": {},
@@ -3080,28 +3110,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      1. FC Köln\n",
-       "      1\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      1. FSV Mainz 05\n",
+       "      5\n",
+       "      2\n",
+       "      4\n",
+       "      5\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      TSG Hoffenheim\n",
-       "      15\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      Eintracht Frankfurt\n",
+       "      13\n",
+       "      2\n",
+       "      1\n",
+       "      -3\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "             team  position  matches  points  goal_difference\n",
-       "0      1. FC Köln         1        0       0                0\n",
-       "1  TSG Hoffenheim        15        0       0                0"
+       "                  team  position  matches  points  goal_difference\n",
+       "0      1. FSV Mainz 05         5        2       4                5\n",
+       "1  Eintracht Frankfurt        13        2       1               -3"
       ]
      },
      "metadata": {},
@@ -3150,123 +3180,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      119\n",
-       "      Ísak Jóhannesson\n",
-       "      1. FC Köln\n",
-       "      3\n",
-       "      1.180695\n",
+       "      207\n",
+       "      Phillip Tietz\n",
+       "      1. FSV Mainz 05\n",
+       "      4\n",
+       "      1.735090\n",
        "      1.0\n",
-       "      10.980463\n",
+       "      145.143470\n",
        "    \n",
        "    \n",
-       "      113\n",
-       "      Tom Krauß\n",
-       "      1. FC Köln\n",
+       "      205\n",
+       "      Nadiem Amiri\n",
+       "      1. FSV Mainz 05\n",
        "      3\n",
-       "      1.180695\n",
+       "      1.735090\n",
        "      1.0\n",
-       "      8.855212\n",
+       "      138.372423\n",
        "    \n",
        "    \n",
-       "      126\n",
-       "      Alessio Castro-Montes\n",
-       "      1. FC Köln\n",
-       "      3\n",
-       "      1.180695\n",
+       "      211\n",
+       "      Sheraldo Becker\n",
+       "      1. FSV Mainz 05\n",
+       "      4\n",
+       "      1.735090\n",
        "      1.0\n",
-       "      8.382934\n",
+       "      132.990309\n",
        "    \n",
        "    \n",
-       "      128\n",
-       "      Gideon Mensah\n",
-       "      1. FC Köln\n",
+       "      220\n",
+       "      Fabio Gruber\n",
+       "      1. FSV Mainz 05\n",
        "      2\n",
-       "      1.180695\n",
+       "      1.735090\n",
        "      1.0\n",
-       "      8.146795\n",
+       "      132.122226\n",
        "    \n",
        "    \n",
-       "      127\n",
-       "      Jahmai Simpson-Pusey\n",
-       "      1. FC Köln\n",
+       "      217\n",
+       "      Anthony Caci\n",
+       "      1. FSV Mainz 05\n",
        "      2\n",
-       "      1.180695\n",
+       "      1.735090\n",
        "      1.0\n",
-       "      8.028726\n",
+       "      130.733293\n",
        "    \n",
        "    \n",
-       "      143\n",
-       "      Albian Hajdari\n",
-       "      TSG Hoffenheim\n",
-       "      2\n",
-       "      1.555985\n",
+       "      180\n",
+       "      Jonathan Burkardt\n",
+       "      Eintracht Frankfurt\n",
+       "      4\n",
+       "      1.027739\n",
        "      1.0\n",
-       "      11.716564\n",
+       "      78.156610\n",
        "    \n",
        "    \n",
-       "      153\n",
-       "      Wouter Burger\n",
-       "      TSG Hoffenheim\n",
+       "      185\n",
+       "      Can Uzun\n",
+       "      Eintracht Frankfurt\n",
        "      3\n",
-       "      1.555985\n",
+       "      1.027739\n",
        "      1.0\n",
-       "      11.514286\n",
+       "      76.511208\n",
        "    \n",
        "    \n",
-       "      138\n",
-       "      Patrick Wimmer\n",
-       "      TSG Hoffenheim\n",
+       "      198\n",
+       "      Raphael Onyedika\n",
+       "      Eintracht Frankfurt\n",
        "      3\n",
-       "      1.555985\n",
+       "      1.027739\n",
        "      1.0\n",
-       "      11.405367\n",
+       "      76.099857\n",
        "    \n",
        "    \n",
-       "      135\n",
-       "      Ozan Kabak\n",
-       "      TSG Hoffenheim\n",
-       "      2\n",
-       "      1.555985\n",
+       "      191\n",
+       "      Younes Ebnoutalib\n",
+       "      Eintracht Frankfurt\n",
+       "      4\n",
+       "      1.027739\n",
        "      1.0\n",
-       "      10.814093\n",
+       "      74.557293\n",
        "    \n",
        "    \n",
-       "      151\n",
-       "      Leon Avdullahu\n",
-       "      TSG Hoffenheim\n",
-       "      3\n",
-       "      1.555985\n",
+       "      179\n",
+       "      Robin Koch\n",
+       "      Eintracht Frankfurt\n",
+       "      2\n",
+       "      1.027739\n",
        "      1.0\n",
-       "      10.736293\n",
+       "      74.248780\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                      name    team_display  position  expected_match_points  \\\n",
-       "119       Ísak Jóhannesson      1. FC Köln         3               1.180695   \n",
-       "113              Tom Krauß      1. FC Köln         3               1.180695   \n",
-       "126  Alessio Castro-Montes      1. FC Köln         3               1.180695   \n",
-       "128          Gideon Mensah      1. FC Köln         2               1.180695   \n",
-       "127   Jahmai Simpson-Pusey      1. FC Köln         2               1.180695   \n",
-       "143         Albian Hajdari  TSG Hoffenheim         2               1.555985   \n",
-       "153          Wouter Burger  TSG Hoffenheim         3               1.555985   \n",
-       "138         Patrick Wimmer  TSG Hoffenheim         3               1.555985   \n",
-       "135             Ozan Kabak  TSG Hoffenheim         2               1.555985   \n",
-       "151         Leon Avdullahu  TSG Hoffenheim         3               1.555985   \n",
+       "                  name         team_display  position  expected_match_points  \\\n",
+       "207      Phillip Tietz      1. FSV Mainz 05         4               1.735090   \n",
+       "205       Nadiem Amiri      1. FSV Mainz 05         3               1.735090   \n",
+       "211    Sheraldo Becker      1. FSV Mainz 05         4               1.735090   \n",
+       "220       Fabio Gruber      1. FSV Mainz 05         2               1.735090   \n",
+       "217       Anthony Caci      1. FSV Mainz 05         2               1.735090   \n",
+       "180  Jonathan Burkardt  Eintracht Frankfurt         4               1.027739   \n",
+       "185           Can Uzun  Eintracht Frankfurt         3               1.027739   \n",
+       "198   Raphael Onyedika  Eintracht Frankfurt         3               1.027739   \n",
+       "191  Younes Ebnoutalib  Eintracht Frankfurt         4               1.027739   \n",
+       "179         Robin Koch  Eintracht Frankfurt         2               1.027739   \n",
        "\n",
-       "     starting_chance      score  \n",
-       "119              1.0  10.980463  \n",
-       "113              1.0   8.855212  \n",
-       "126              1.0   8.382934  \n",
-       "128              1.0   8.146795  \n",
-       "127              1.0   8.028726  \n",
-       "143              1.0  11.716564  \n",
-       "153              1.0  11.514286  \n",
-       "138              1.0  11.405367  \n",
-       "135              1.0  10.814093  \n",
-       "151              1.0  10.736293  "
+       "     starting_chance       score  \n",
+       "207              1.0  145.143470  \n",
+       "205              1.0  138.372423  \n",
+       "211              1.0  132.990309  \n",
+       "220              1.0  132.122226  \n",
+       "217              1.0  130.733293  \n",
+       "180              1.0   78.156610  \n",
+       "185              1.0   76.511208  \n",
+       "198              1.0   76.099857  \n",
+       "191              1.0   74.557293  \n",
+       "179              1.0   74.248780  "
       ]
      },
      "metadata": {},
@@ -3320,241 +3350,241 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      1. FC Köln\n",
-       "      2026-07-18T09:00:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-08-08T15:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      1. FC Köln\n",
-       "      5\n",
+       "      1. FSV Mainz 05\n",
+       "      4\n",
        "      0\n",
-       "      FC Rheinsud Koln\n",
+       "      Paris FC\n",
        "      W\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      1. FC Köln\n",
-       "      2026-07-23T16:15:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-08-15T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SV Bergisch Gladbach 09\n",
-       "      0\n",
-       "      8\n",
-       "      1. FC Köln\n",
+       "      1. FSV Mainz 05\n",
+       "      2\n",
+       "      1\n",
+       "      Bournemouth\n",
        "      W\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      1. FC Köln\n",
-       "      2026-07-31T10:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FC Köln\n",
-       "      2\n",
-       "      2\n",
-       "      Hertha BSC\n",
-       "      D\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-08-23T13:30:00+00:00\n",
+       "      DFB Pokal\n",
+       "      VfB 1921 Krieschow\n",
+       "      0\n",
+       "      9\n",
+       "      1. FSV Mainz 05\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      1. FC Köln\n",
-       "      2026-08-08T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FC Köln\n",
-       "      2\n",
-       "      1\n",
-       "      Real Sociedad\n",
-       "      W\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FSV Mainz 05\n",
+       "      0\n",
+       "      0\n",
+       "      SC Paderborn 07\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      1. FC Köln\n",
-       "      2026-08-24T16:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      FC Würzburger Kickers\n",
-       "      1\n",
-       "      2\n",
-       "      1. FC Köln\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-09-06T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Hamburger SV\n",
+       "      0\n",
+       "      5\n",
+       "      1. FSV Mainz 05\n",
        "      W\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-04-17T18:30:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-05-03T13:30:00+00:00\n",
        "      Bundesliga\n",
        "      FC St. Pauli\n",
        "      1\n",
-       "      1\n",
-       "      1. FC Köln\n",
-       "      D\n",
-       "    \n",
-       "    \n",
+       "      2\n",
+       "      1. FSV Mainz 05\n",
+       "      W\n",
+       "    \n",
+       "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-04-25T13:30:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-05-10T17:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Köln\n",
+       "      1. FSV Mainz 05\n",
        "      1\n",
-       "      2\n",
-       "      Bayer 04 Leverkusen\n",
+       "      3\n",
+       "      1. FC Union Berlin\n",
        "      L\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2\n",
+       "      1. FC Heidenheim\n",
+       "      0\n",
        "      2\n",
-       "      1. FC Köln\n",
-       "      D\n",
+       "      1. FSV Mainz 05\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-05-10T15:30:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Köln\n",
-       "      1\n",
-       "      3\n",
-       "      1. FC Heidenheim\n",
-       "      L\n",
+       "      1. FSV Mainz 05\n",
+       "      0\n",
+       "      0\n",
+       "      SC Paderborn 07\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      1. FC Köln\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      1. FSV Mainz 05\n",
+       "      2026-09-06T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      FC Bayern München\n",
+       "      Hamburger SV\n",
+       "      0\n",
        "      5\n",
-       "      1\n",
-       "      1. FC Köln\n",
-       "      L\n",
+       "      1. FSV Mainz 05\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      TSG Hoffenheim\n",
-       "      2026-08-01T13:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-08-12T16:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      TSG Hoffenheim\n",
-       "      3\n",
-       "      0\n",
-       "      Karlsruher SC\n",
+       "      FSV Frankfurt\n",
+       "      1\n",
+       "      5\n",
+       "      Eintracht Frankfurt\n",
        "      W\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
-       "      TSG Hoffenheim\n",
-       "      2026-08-07T14:00:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-08-15T14:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      TSG Hoffenheim\n",
-       "      1\n",
-       "      4\n",
-       "      Borussia M'gladbach\n",
+       "      Brentford\n",
+       "      7\n",
+       "      0\n",
+       "      Eintracht Frankfurt\n",
        "      L\n",
        "    \n",
        "    \n",
        "      12\n",
        "      overall\n",
-       "      TSG Hoffenheim\n",
-       "      2026-08-15T14:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Tottenham Hotspur\n",
-       "      3\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-08-21T16:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      SC St Tönis 11/20\n",
        "      0\n",
-       "      TSG Hoffenheim\n",
-       "      L\n",
+       "      11\n",
+       "      Eintracht Frankfurt\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      13\n",
        "      overall\n",
-       "      TSG Hoffenheim\n",
-       "      2026-08-16T11:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Tottenham Hotspur\n",
-       "      2\n",
-       "      2\n",
-       "      TSG Hoffenheim\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FC Union Berlin\n",
+       "      3\n",
+       "      3\n",
+       "      Eintracht Frankfurt\n",
        "      D\n",
        "    \n",
        "    \n",
        "      14\n",
        "      overall\n",
-       "      TSG Hoffenheim\n",
-       "      2026-08-22T13:30:00+00:00\n",
-       "      DFB Pokal\n",
-       "      Erzgebirge Aue\n",
-       "      0\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-09-06T15:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Eintracht Frankfurt\n",
+       "      1\n",
        "      4\n",
-       "      TSG Hoffenheim\n",
-       "      W\n",
+       "      FC Augsburg\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      15\n",
        "      bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-05-02T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2\n",
+       "      Eintracht Frankfurt\n",
        "      1\n",
-       "      Borussia Dortmund\n",
-       "      W\n",
+       "      2\n",
+       "      Hamburger SV\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      16\n",
        "      bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-04-25T16:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-05-08T18:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Hamburger SV\n",
-       "      1\n",
+       "      Borussia Dortmund\n",
+       "      3\n",
        "      2\n",
-       "      TSG Hoffenheim\n",
-       "      W\n",
+       "      Eintracht Frankfurt\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      17\n",
        "      bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      3\n",
-       "      3\n",
+       "      Eintracht Frankfurt\n",
+       "      2\n",
+       "      2\n",
        "      VfB Stuttgart\n",
        "      D\n",
        "    \n",
        "    \n",
        "      18\n",
        "      bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-05-09T13:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      1\n",
-       "      0\n",
-       "      SV Werder Bremen\n",
-       "      W\n",
+       "      1. FC Union Berlin\n",
+       "      3\n",
+       "      3\n",
+       "      Eintracht Frankfurt\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      19\n",
        "      bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      Eintracht Frankfurt\n",
+       "      2026-09-06T15:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia M'gladbach\n",
+       "      Eintracht Frankfurt\n",
+       "      1\n",
        "      4\n",
-       "      0\n",
-       "      TSG Hoffenheim\n",
+       "      FC Augsburg\n",
        "      L\n",
        "    \n",
        "  \n",
@@ -3562,71 +3592,71 @@
        ""
       ],
       "text/plain": [
-       "      category            team                       date  \\\n",
-       "0      overall      1. FC Köln  2026-07-18T09:00:00+00:00   \n",
-       "1      overall      1. FC Köln  2026-07-23T16:15:00+00:00   \n",
-       "2      overall      1. FC Köln  2026-07-31T10:00:00+00:00   \n",
-       "3      overall      1. FC Köln  2026-08-08T13:30:00+00:00   \n",
-       "4      overall      1. FC Köln  2026-08-24T16:00:00+00:00   \n",
-       "5   bundesliga      1. FC Köln  2026-04-17T18:30:00+00:00   \n",
-       "6   bundesliga      1. FC Köln  2026-04-25T13:30:00+00:00   \n",
-       "7   bundesliga      1. FC Köln  2026-05-02T13:30:00+00:00   \n",
-       "8   bundesliga      1. FC Köln  2026-05-10T15:30:00+00:00   \n",
-       "9   bundesliga      1. FC Köln  2026-05-16T13:30:00+00:00   \n",
-       "10     overall  TSG Hoffenheim  2026-08-01T13:30:00+00:00   \n",
-       "11     overall  TSG Hoffenheim  2026-08-07T14:00:00+00:00   \n",
-       "12     overall  TSG Hoffenheim  2026-08-15T14:00:00+00:00   \n",
-       "13     overall  TSG Hoffenheim  2026-08-16T11:00:00+00:00   \n",
-       "14     overall  TSG Hoffenheim  2026-08-22T13:30:00+00:00   \n",
-       "15  bundesliga  TSG Hoffenheim  2026-04-18T13:30:00+00:00   \n",
-       "16  bundesliga  TSG Hoffenheim  2026-04-25T16:30:00+00:00   \n",
-       "17  bundesliga  TSG Hoffenheim  2026-05-02T13:30:00+00:00   \n",
-       "18  bundesliga  TSG Hoffenheim  2026-05-09T13:30:00+00:00   \n",
-       "19  bundesliga  TSG Hoffenheim  2026-05-16T13:30:00+00:00   \n",
-       "\n",
-       "            competition                home_team  home_score  away_score  \\\n",
-       "0   Club Friendly Games               1. FC Köln           5           0   \n",
-       "1   Club Friendly Games  SV Bergisch Gladbach 09           0           8   \n",
-       "2   Club Friendly Games               1. FC Köln           2           2   \n",
-       "3   Club Friendly Games               1. FC Köln           2           1   \n",
-       "4             DFB Pokal    FC Würzburger Kickers           1           2   \n",
-       "5            Bundesliga             FC St. Pauli           1           1   \n",
-       "6            Bundesliga               1. FC Köln           1           2   \n",
-       "7            Bundesliga       1. FC Union Berlin           2           2   \n",
-       "8            Bundesliga               1. FC Köln           1           3   \n",
-       "9            Bundesliga        FC Bayern München           5           1   \n",
-       "10  Club Friendly Games           TSG Hoffenheim           3           0   \n",
-       "11  Club Friendly Games           TSG Hoffenheim           1           4   \n",
-       "12  Club Friendly Games        Tottenham Hotspur           3           0   \n",
-       "13  Club Friendly Games        Tottenham Hotspur           2           2   \n",
-       "14            DFB Pokal           Erzgebirge Aue           0           4   \n",
-       "15           Bundesliga           TSG Hoffenheim           2           1   \n",
-       "16           Bundesliga             Hamburger SV           1           2   \n",
-       "17           Bundesliga           TSG Hoffenheim           3           3   \n",
-       "18           Bundesliga           TSG Hoffenheim           1           0   \n",
-       "19           Bundesliga      Borussia M'gladbach           4           0   \n",
+       "      category                 team                       date  \\\n",
+       "0      overall      1. FSV Mainz 05  2026-08-08T15:00:00+00:00   \n",
+       "1      overall      1. FSV Mainz 05  2026-08-15T13:30:00+00:00   \n",
+       "2      overall      1. FSV Mainz 05  2026-08-23T13:30:00+00:00   \n",
+       "3      overall      1. FSV Mainz 05  2026-08-29T13:30:00+00:00   \n",
+       "4      overall      1. FSV Mainz 05  2026-09-06T13:30:00+00:00   \n",
+       "5   bundesliga      1. FSV Mainz 05  2026-05-03T13:30:00+00:00   \n",
+       "6   bundesliga      1. FSV Mainz 05  2026-05-10T17:30:00+00:00   \n",
+       "7   bundesliga      1. FSV Mainz 05  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga      1. FSV Mainz 05  2026-08-29T13:30:00+00:00   \n",
+       "9   bundesliga      1. FSV Mainz 05  2026-09-06T13:30:00+00:00   \n",
+       "10     overall  Eintracht Frankfurt  2026-08-12T16:30:00+00:00   \n",
+       "11     overall  Eintracht Frankfurt  2026-08-15T14:00:00+00:00   \n",
+       "12     overall  Eintracht Frankfurt  2026-08-21T16:00:00+00:00   \n",
+       "13     overall  Eintracht Frankfurt  2026-08-29T13:30:00+00:00   \n",
+       "14     overall  Eintracht Frankfurt  2026-09-06T15:30:00+00:00   \n",
+       "15  bundesliga  Eintracht Frankfurt  2026-05-02T13:30:00+00:00   \n",
+       "16  bundesliga  Eintracht Frankfurt  2026-05-08T18:30:00+00:00   \n",
+       "17  bundesliga  Eintracht Frankfurt  2026-05-16T13:30:00+00:00   \n",
+       "18  bundesliga  Eintracht Frankfurt  2026-08-29T13:30:00+00:00   \n",
+       "19  bundesliga  Eintracht Frankfurt  2026-09-06T15:30:00+00:00   \n",
+       "\n",
+       "            competition            home_team  home_score  away_score  \\\n",
+       "0   Club Friendly Games      1. FSV Mainz 05           4           0   \n",
+       "1   Club Friendly Games      1. FSV Mainz 05           2           1   \n",
+       "2             DFB Pokal   VfB 1921 Krieschow           0           9   \n",
+       "3            Bundesliga      1. FSV Mainz 05           0           0   \n",
+       "4            Bundesliga         Hamburger SV           0           5   \n",
+       "5            Bundesliga         FC St. Pauli           1           2   \n",
+       "6            Bundesliga      1. FSV Mainz 05           1           3   \n",
+       "7            Bundesliga     1. FC Heidenheim           0           2   \n",
+       "8            Bundesliga      1. FSV Mainz 05           0           0   \n",
+       "9            Bundesliga         Hamburger SV           0           5   \n",
+       "10  Club Friendly Games        FSV Frankfurt           1           5   \n",
+       "11  Club Friendly Games            Brentford           7           0   \n",
+       "12            DFB Pokal    SC St Tönis 11/20           0          11   \n",
+       "13           Bundesliga   1. FC Union Berlin           3           3   \n",
+       "14           Bundesliga  Eintracht Frankfurt           1           4   \n",
+       "15           Bundesliga  Eintracht Frankfurt           1           2   \n",
+       "16           Bundesliga    Borussia Dortmund           3           2   \n",
+       "17           Bundesliga  Eintracht Frankfurt           2           2   \n",
+       "18           Bundesliga   1. FC Union Berlin           3           3   \n",
+       "19           Bundesliga  Eintracht Frankfurt           1           4   \n",
        "\n",
        "              away_team result  \n",
-       "0      FC Rheinsud Koln      W  \n",
-       "1            1. FC Köln      W  \n",
-       "2            Hertha BSC      D  \n",
-       "3         Real Sociedad      W  \n",
-       "4            1. FC Köln      W  \n",
-       "5            1. FC Köln      D  \n",
-       "6   Bayer 04 Leverkusen      L  \n",
-       "7            1. FC Köln      D  \n",
-       "8      1. FC Heidenheim      L  \n",
-       "9            1. FC Köln      L  \n",
-       "10        Karlsruher SC      W  \n",
-       "11  Borussia M'gladbach      L  \n",
-       "12       TSG Hoffenheim      L  \n",
-       "13       TSG Hoffenheim      D  \n",
-       "14       TSG Hoffenheim      W  \n",
-       "15    Borussia Dortmund      W  \n",
-       "16       TSG Hoffenheim      W  \n",
+       "0              Paris FC      W  \n",
+       "1           Bournemouth      W  \n",
+       "2       1. FSV Mainz 05      W  \n",
+       "3       SC Paderborn 07      D  \n",
+       "4       1. FSV Mainz 05      W  \n",
+       "5       1. FSV Mainz 05      W  \n",
+       "6    1. FC Union Berlin      L  \n",
+       "7       1. FSV Mainz 05      W  \n",
+       "8       SC Paderborn 07      D  \n",
+       "9       1. FSV Mainz 05      W  \n",
+       "10  Eintracht Frankfurt      W  \n",
+       "11  Eintracht Frankfurt      L  \n",
+       "12  Eintracht Frankfurt      W  \n",
+       "13  Eintracht Frankfurt      D  \n",
+       "14          FC Augsburg      L  \n",
+       "15         Hamburger SV      L  \n",
+       "16  Eintracht Frankfurt      L  \n",
        "17        VfB Stuttgart      D  \n",
-       "18     SV Werder Bremen      W  \n",
-       "19       TSG Hoffenheim      L  "
+       "18  Eintracht Frankfurt      D  \n",
+       "19          FC Augsburg      L  "
       ]
      },
      "metadata": {},
@@ -3646,11 +3676,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0Overall1. FSV Mainz 052026-09-06T13:30:00+00:00Hamburger SVawayBundesliga
1Bundesliga1. FSV Mainz 052026-09-12T13:30:00+00:00Eintracht FrankfurthomeBundesliga
2OverallEintracht Frankfurt2026-09-06T15:30:00+00:00FC AugsburghomeBundesliga
3BundesligaEintracht Frankfurt2026-09-12T13:30:00+00:001. FSV Mainz 05awayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category                 team                       date  \\\n",
+       "0     Overall      1. FSV Mainz 05  2026-09-06T13:30:00+00:00   \n",
+       "1  Bundesliga      1. FSV Mainz 05  2026-09-12T13:30:00+00:00   \n",
+       "2     Overall  Eintracht Frankfurt  2026-09-06T15:30:00+00:00   \n",
+       "3  Bundesliga  Eintracht Frankfurt  2026-09-12T13:30:00+00:00   \n",
+       "\n",
+       "              opponent venue competition  \n",
+       "0         Hamburger SV  away  Bundesliga  \n",
+       "1  Eintracht Frankfurt  home  Bundesliga  \n",
+       "2          FC Augsburg  home  Bundesliga  \n",
+       "3      1. FSV Mainz 05  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -3699,233 +3804,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      61\n",
-       "      TSG Hoffenheim\n",
-       "      Bundesliga\n",
-       "      Vladimír Coufal\n",
-       "      D\n",
-       "      5\n",
-       "      7.30\n",
-       "    \n",
-       "    \n",
        "      62\n",
-       "      TSG Hoffenheim\n",
+       "      1. FSV Mainz 05\n",
        "      Bundesliga\n",
-       "      Leon Avdullahu\n",
-       "      M\n",
-       "      5\n",
-       "      7.18\n",
+       "      Daniel Batz\n",
+       "      G\n",
+       "      2\n",
+       "      8.15\n",
        "    \n",
        "    \n",
        "      63\n",
-       "      TSG Hoffenheim\n",
+       "      1. FSV Mainz 05\n",
        "      Bundesliga\n",
-       "      Bazoumana Touré\n",
-       "      M\n",
+       "      Fabio Gruber\n",
+       "      D\n",
+       "      2\n",
+       "      7.70\n",
+       "    \n",
+       "    \n",
+       "      64\n",
+       "      1. FSV Mainz 05\n",
+       "      Bundesliga\n",
+       "      Phillipp Mwene\n",
+       "      M\n",
        "      5\n",
-       "      7.14\n",
+       "      7.52\n",
        "    \n",
        "    \n",
-       "      15\n",
-       "      1. FC Köln\n",
+       "      65\n",
+       "      1. FSV Mainz 05\n",
        "      Bundesliga\n",
-       "      Said El Mala\n",
+       "      Sheraldo Becker\n",
        "      F\n",
        "      5\n",
-       "      7.04\n",
+       "      7.52\n",
        "    \n",
        "    \n",
-       "      64\n",
-       "      TSG Hoffenheim\n",
+       "      21\n",
+       "      Eintracht Frankfurt\n",
        "      Bundesliga\n",
-       "      Andrej Kramarić\n",
-       "      M\n",
-       "      5\n",
-       "      7.04\n",
+       "      Younes Ebnoutalib\n",
+       "      F\n",
+       "      3\n",
+       "      7.47\n",
        "    \n",
        "    \n",
-       "      65\n",
-       "      TSG Hoffenheim\n",
+       "      66\n",
+       "      1. FSV Mainz 05\n",
        "      Bundesliga\n",
-       "      Wouter Burger\n",
+       "      Nadiem Amiri\n",
        "      M\n",
        "      5\n",
-       "      7.04\n",
+       "      7.42\n",
        "    \n",
        "    \n",
-       "      16\n",
-       "      1. FC Köln\n",
+       "      22\n",
+       "      Eintracht Frankfurt\n",
        "      Bundesliga\n",
-       "      Luca Waldschmidt\n",
-       "      F\n",
-       "      4\n",
-       "      7.00\n",
+       "      Can Uzun\n",
+       "      M\n",
+       "      5\n",
+       "      7.32\n",
        "    \n",
        "    \n",
-       "      17\n",
-       "      1. FC Köln\n",
+       "      23\n",
+       "      Eintracht Frankfurt\n",
        "      Bundesliga\n",
-       "      Tom Krauß\n",
-       "      M\n",
+       "      Noah Atubolu\n",
+       "      G\n",
        "      2\n",
-       "      6.95\n",
+       "      7.15\n",
        "    \n",
        "    \n",
-       "      18\n",
-       "      1. FC Köln\n",
+       "      24\n",
+       "      Eintracht Frankfurt\n",
        "      Bundesliga\n",
-       "      Marius Bülter\n",
+       "      Jonathan Burkardt\n",
        "      F\n",
        "      5\n",
-       "      6.92\n",
+       "      7.06\n",
        "    \n",
        "    \n",
-       "      19\n",
-       "      1. FC Köln\n",
+       "      25\n",
+       "      Eintracht Frankfurt\n",
        "      Bundesliga\n",
-       "      Eric Martel\n",
+       "      Raphael Onyedika\n",
        "      M\n",
-       "      4\n",
-       "      6.83\n",
+       "      2\n",
+       "      7.05\n",
        "    \n",
        "    \n",
-       "      0\n",
-       "      1. FC Köln\n",
+       "      45\n",
+       "      1. FSV Mainz 05\n",
        "      Overall\n",
-       "      Ísak Bergmann Jóhannesson\n",
-       "      M\n",
-       "      1\n",
-       "      9.30\n",
+       "      Phillip Tietz\n",
+       "      F\n",
+       "      3\n",
+       "      8.40\n",
        "    \n",
        "    \n",
-       "      36\n",
-       "      TSG Hoffenheim\n",
+       "      46\n",
+       "      1. FSV Mainz 05\n",
        "      Overall\n",
-       "      Albian Hajdari\n",
+       "      Dominik Kohr\n",
        "      D\n",
-       "      3\n",
-       "      7.53\n",
+       "      2\n",
+       "      8.20\n",
        "    \n",
        "    \n",
-       "      1\n",
-       "      1. FC Köln\n",
+       "      47\n",
+       "      1. FSV Mainz 05\n",
        "      Overall\n",
-       "      Tom Krauß\n",
+       "      Nadiem Amiri\n",
        "      M\n",
-       "      1\n",
-       "      7.50\n",
+       "      3\n",
+       "      8.13\n",
        "    \n",
        "    \n",
-       "      37\n",
-       "      TSG Hoffenheim\n",
+       "      0\n",
+       "      Eintracht Frankfurt\n",
        "      Overall\n",
-       "      Wouter Burger\n",
-       "      M\n",
-       "      3\n",
-       "      7.40\n",
+       "      Jonathan Burkardt\n",
+       "      F\n",
+       "      4\n",
+       "      7.63\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      TSG Hoffenheim\n",
+       "      48\n",
+       "      1. FSV Mainz 05\n",
        "      Overall\n",
-       "      Patrick Wimmer\n",
+       "      Anthony Caci\n",
        "      M\n",
        "      3\n",
-       "      7.33\n",
+       "      7.60\n",
        "    \n",
        "    \n",
-       "      2\n",
-       "      1. FC Köln\n",
+       "      49\n",
+       "      1. FSV Mainz 05\n",
        "      Overall\n",
-       "      Alessio Castro-Montes\n",
+       "      Fabio Gruber\n",
        "      D\n",
-       "      1\n",
-       "      7.10\n",
+       "      3\n",
+       "      7.60\n",
        "    \n",
        "    \n",
-       "      39\n",
-       "      TSG Hoffenheim\n",
+       "      1\n",
+       "      Eintracht Frankfurt\n",
        "      Overall\n",
-       "      Valentin Gendrey\n",
-       "      D\n",
-       "      3\n",
-       "      7.03\n",
+       "      Can Uzun\n",
+       "      M\n",
+       "      4\n",
+       "      7.45\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      1. FC Köln\n",
+       "      2\n",
+       "      Eintracht Frankfurt\n",
        "      Overall\n",
-       "      Linton Maina\n",
+       "      Raphael Onyedika\n",
        "      M\n",
-       "      1\n",
-       "      7.00\n",
+       "      4\n",
+       "      7.38\n",
        "    \n",
        "    \n",
-       "      40\n",
-       "      TSG Hoffenheim\n",
+       "      3\n",
+       "      Eintracht Frankfurt\n",
        "      Overall\n",
-       "      Alex Honajzer\n",
+       "      Mario Götze\n",
        "      M\n",
-       "      1\n",
-       "      7.00\n",
+       "      2\n",
+       "      7.30\n",
        "    \n",
        "    \n",
        "      4\n",
-       "      1. FC Köln\n",
+       "      Eintracht Frankfurt\n",
        "      Overall\n",
-       "      Gideon Mensah\n",
+       "      Robin Koch\n",
        "      D\n",
-       "      1\n",
-       "      6.90\n",
+       "      4\n",
+       "      7.20\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "              team    category                player_name position  \\\n",
-       "61  TSG Hoffenheim  Bundesliga            Vladimír Coufal        D   \n",
-       "62  TSG Hoffenheim  Bundesliga             Leon Avdullahu        M   \n",
-       "63  TSG Hoffenheim  Bundesliga            Bazoumana Touré        M   \n",
-       "15      1. FC Köln  Bundesliga               Said El Mala        F   \n",
-       "64  TSG Hoffenheim  Bundesliga            Andrej Kramarić        M   \n",
-       "65  TSG Hoffenheim  Bundesliga              Wouter Burger        M   \n",
-       "16      1. FC Köln  Bundesliga           Luca Waldschmidt        F   \n",
-       "17      1. FC Köln  Bundesliga                  Tom Krauß        M   \n",
-       "18      1. FC Köln  Bundesliga              Marius Bülter        F   \n",
-       "19      1. FC Köln  Bundesliga                Eric Martel        M   \n",
-       "0       1. FC Köln     Overall  Ísak Bergmann Jóhannesson        M   \n",
-       "36  TSG Hoffenheim     Overall             Albian Hajdari        D   \n",
-       "1       1. FC Köln     Overall                  Tom Krauß        M   \n",
-       "37  TSG Hoffenheim     Overall              Wouter Burger        M   \n",
-       "38  TSG Hoffenheim     Overall             Patrick Wimmer        M   \n",
-       "2       1. FC Köln     Overall      Alessio Castro-Montes        D   \n",
-       "39  TSG Hoffenheim     Overall           Valentin Gendrey        D   \n",
-       "3       1. FC Köln     Overall               Linton Maina        M   \n",
-       "40  TSG Hoffenheim     Overall              Alex Honajzer        M   \n",
-       "4       1. FC Köln     Overall              Gideon Mensah        D   \n",
+       "                   team    category        player_name position  rating_count  \\\n",
+       "62      1. FSV Mainz 05  Bundesliga        Daniel Batz        G             2   \n",
+       "63      1. FSV Mainz 05  Bundesliga       Fabio Gruber        D             2   \n",
+       "64      1. FSV Mainz 05  Bundesliga     Phillipp Mwene        M             5   \n",
+       "65      1. FSV Mainz 05  Bundesliga    Sheraldo Becker        F             5   \n",
+       "21  Eintracht Frankfurt  Bundesliga  Younes Ebnoutalib        F             3   \n",
+       "66      1. FSV Mainz 05  Bundesliga       Nadiem Amiri        M             5   \n",
+       "22  Eintracht Frankfurt  Bundesliga           Can Uzun        M             5   \n",
+       "23  Eintracht Frankfurt  Bundesliga       Noah Atubolu        G             2   \n",
+       "24  Eintracht Frankfurt  Bundesliga  Jonathan Burkardt        F             5   \n",
+       "25  Eintracht Frankfurt  Bundesliga   Raphael Onyedika        M             2   \n",
+       "45      1. FSV Mainz 05     Overall      Phillip Tietz        F             3   \n",
+       "46      1. FSV Mainz 05     Overall       Dominik Kohr        D             2   \n",
+       "47      1. FSV Mainz 05     Overall       Nadiem Amiri        M             3   \n",
+       "0   Eintracht Frankfurt     Overall  Jonathan Burkardt        F             4   \n",
+       "48      1. FSV Mainz 05     Overall       Anthony Caci        M             3   \n",
+       "49      1. FSV Mainz 05     Overall       Fabio Gruber        D             3   \n",
+       "1   Eintracht Frankfurt     Overall           Can Uzun        M             4   \n",
+       "2   Eintracht Frankfurt     Overall   Raphael Onyedika        M             4   \n",
+       "3   Eintracht Frankfurt     Overall        Mario Götze        M             2   \n",
+       "4   Eintracht Frankfurt     Overall         Robin Koch        D             4   \n",
        "\n",
-       "    rating_count  average_rating  \n",
-       "61             5            7.30  \n",
-       "62             5            7.18  \n",
-       "63             5            7.14  \n",
-       "15             5            7.04  \n",
-       "64             5            7.04  \n",
-       "65             5            7.04  \n",
-       "16             4            7.00  \n",
-       "17             2            6.95  \n",
-       "18             5            6.92  \n",
-       "19             4            6.83  \n",
-       "0              1            9.30  \n",
-       "36             3            7.53  \n",
-       "1              1            7.50  \n",
-       "37             3            7.40  \n",
-       "38             3            7.33  \n",
-       "2              1            7.10  \n",
-       "39             3            7.03  \n",
-       "3              1            7.00  \n",
-       "40             1            7.00  \n",
-       "4              1            6.90  "
+       "    average_rating  \n",
+       "62            8.15  \n",
+       "63            7.70  \n",
+       "64            7.52  \n",
+       "65            7.52  \n",
+       "21            7.47  \n",
+       "66            7.42  \n",
+       "22            7.32  \n",
+       "23            7.15  \n",
+       "24            7.06  \n",
+       "25            7.05  \n",
+       "45            8.40  \n",
+       "46            8.20  \n",
+       "47            8.13  \n",
+       "0             7.63  \n",
+       "48            7.60  \n",
+       "49            7.60  \n",
+       "1             7.45  \n",
+       "2             7.38  \n",
+       "3             7.30  \n",
+       "4             7.20  "
       ]
      },
      "metadata": {},
@@ -3958,7 +4063,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Köln** — formation **4-3-3**"
+       "**FSV Mainz 05** — formation **3-5-2**"
       ],
       "text/plain": [
        ""
@@ -3970,7 +4075,7 @@
     {
      "data": {
       "text/markdown": [
-       "**TSG Hoffenheim** — formation **4-3-3**"
+       "**Eintracht Frankfurt** — formation **4-4-2**"
       ],
       "text/plain": [
        ""
@@ -3994,7 +4099,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Köln** — formation **4-2-3-1**"
+       "**1. FSV Mainz 05** — formation **5-3-2**"
       ],
       "text/plain": [
        ""
@@ -4006,7 +4111,7 @@
     {
      "data": {
       "text/markdown": [
-       "**TSG Hoffenheim** — formation **4-2-2-2**"
+       "**Eintracht Frankfurt** — formation **4-2-2-2**"
       ],
       "text/plain": [
        ""
@@ -4030,7 +4135,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Köln** — formation **4-2-3-1**"
+       "**1. FSV Mainz 05** — formation **3-3-2-2**"
       ],
       "text/plain": [
        ""
@@ -4042,7 +4147,7 @@
     {
      "data": {
       "text/markdown": [
-       "**TSG Hoffenheim** — formation **4-2-2-2**"
+       "**Eintracht Frankfurt** — formation **3-4-1-2**"
       ],
       "text/plain": [
        ""
@@ -4066,7 +4171,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Köln** — formation **4-2-3-1**"
+       "**FSV Mainz 05** — formation **3-5-2**"
       ],
       "text/plain": [
        ""
@@ -4078,7 +4183,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1899 Hoffenheim** — formation **4-3-3**"
+       "**Eintracht Frankfurt** — formation **4-4-2**"
       ],
       "text/plain": [
        ""
@@ -4090,7 +4195,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_02_1-fc-k-ln-vs-tsg-hoffenheim.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_02_1-fsv-mainz-05-vs-eintracht-frankfurt.html`"
       ],
       "text/plain": [
        ""
@@ -4103,7 +4208,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 3. 1. FC Union Berlin vs Eintracht Frankfurt"
+       "## 3. Borussia Dortmund vs SC Paderborn 07"
       ],
       "text/plain": [
        ""
@@ -4164,22 +4269,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      1. FC Union Berlin\n",
-       "      1.336\n",
+       "      Borussia Dortmund\n",
+       "      2.462\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      Eintracht Frankfurt\n",
-       "      1.401\n",
+       "      SC Paderborn 07\n",
+       "      0.412\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                  team  expected match points\n",
-       "0   1. FC Union Berlin                  1.336\n",
-       "1  Eintracht Frankfurt                  1.401"
+       "                team  expected match points\n",
+       "0  Borussia Dortmund                  2.462\n",
+       "1    SC Paderborn 07                  0.412"
       ]
      },
      "metadata": {},
@@ -4228,28 +4333,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      Eintracht Frankfurt\n",
+       "      Borussia Dortmund\n",
+       "      3\n",
+       "      2\n",
        "      6\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      3\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      1. FC Union Berlin\n",
-       "      16\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      SC Paderborn 07\n",
+       "      12\n",
+       "      2\n",
+       "      1\n",
+       "      -1\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                  team  position  matches  points  goal_difference\n",
-       "0  Eintracht Frankfurt         6        0       0                0\n",
-       "1   1. FC Union Berlin        16        0       0                0"
+       "                team  position  matches  points  goal_difference\n",
+       "0  Borussia Dortmund         3        2       6                3\n",
+       "1    SC Paderborn 07        12        2       1               -1"
       ]
      },
      "metadata": {},
@@ -4298,123 +4403,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      183\n",
-       "      Zeno Van den Bosch\n",
-       "      1. FC Union Berlin\n",
+       "      313\n",
+       "      Serhou Guirassy\n",
+       "      Borussia Dortmund\n",
+       "      4\n",
+       "      2.461858\n",
+       "      1.0\n",
+       "      195.346364\n",
+       "    \n",
+       "    \n",
+       "      324\n",
+       "      Daniel Svensson\n",
+       "      Borussia Dortmund\n",
        "      2\n",
-       "      1.336181\n",
-       "      1.000000\n",
-       "      10.422213\n",
+       "      2.461858\n",
+       "      1.0\n",
+       "      181.305074\n",
        "    \n",
        "    \n",
-       "      180\n",
-       "      Marin Ljubicic\n",
-       "      1. FC Union Berlin\n",
-       "      4\n",
-       "      1.336181\n",
-       "      0.875862\n",
-       "      10.064670\n",
+       "      312\n",
+       "      Gregor Kobel\n",
+       "      Borussia Dortmund\n",
+       "      1\n",
+       "      2.461858\n",
+       "      1.0\n",
+       "      176.131968\n",
        "    \n",
        "    \n",
-       "      174\n",
-       "      Josip Juranović\n",
-       "      1. FC Union Berlin\n",
+       "      316\n",
+       "      Julian Ryerson\n",
+       "      Borussia Dortmund\n",
        "      2\n",
-       "      1.336181\n",
-       "      1.000000\n",
-       "      9.486887\n",
+       "      2.461858\n",
+       "      1.0\n",
+       "      175.639291\n",
        "    \n",
        "    \n",
-       "      167\n",
-       "      Tom Rothe\n",
-       "      1. FC Union Berlin\n",
+       "      310\n",
+       "      Waldemar Anton\n",
+       "      Borussia Dortmund\n",
        "      2\n",
-       "      1.336181\n",
-       "      1.000000\n",
-       "      9.353268\n",
+       "      2.461858\n",
+       "      1.0\n",
+       "      171.944215\n",
        "    \n",
        "    \n",
-       "      173\n",
-       "      Aljoscha Kemlein\n",
-       "      1. FC Union Berlin\n",
-       "      3\n",
-       "      1.336181\n",
-       "      1.000000\n",
-       "      9.086032\n",
+       "      233\n",
+       "      Nahuel Noll\n",
+       "      SC Paderborn 07\n",
+       "      1\n",
+       "      0.411520\n",
+       "      1.0\n",
+       "      34.012668\n",
        "    \n",
        "    \n",
-       "      189\n",
-       "      Jonathan Burkardt\n",
-       "      Eintracht Frankfurt\n",
-       "      4\n",
-       "      1.400556\n",
-       "      0.985000\n",
-       "      11.519226\n",
+       "      240\n",
+       "      Laurin Curda\n",
+       "      SC Paderborn 07\n",
+       "      2\n",
+       "      0.411520\n",
+       "      1.0\n",
+       "      31.336126\n",
        "    \n",
        "    \n",
-       "      193\n",
-       "      Can Uzun\n",
-       "      Eintracht Frankfurt\n",
-       "      3\n",
-       "      1.400556\n",
-       "      1.000000\n",
-       "      11.274478\n",
+       "      244\n",
+       "      Tjark Scheller\n",
+       "      SC Paderborn 07\n",
+       "      2\n",
+       "      0.411520\n",
+       "      1.0\n",
+       "      30.800818\n",
        "    \n",
        "    \n",
-       "      208\n",
-       "      Raphael Onyedika\n",
-       "      Eintracht Frankfurt\n",
+       "      246\n",
+       "      Santiago Castañeda\n",
+       "      SC Paderborn 07\n",
        "      3\n",
-       "      1.400556\n",
-       "      1.000000\n",
-       "      10.784284\n",
-       "    \n",
-       "    \n",
-       "      188\n",
-       "      Robin Koch\n",
-       "      Eintracht Frankfurt\n",
-       "      2\n",
-       "      1.400556\n",
-       "      1.000000\n",
-       "      10.574200\n",
+       "      0.411520\n",
+       "      1.0\n",
+       "      30.677285\n",
        "    \n",
        "    \n",
-       "      207\n",
-       "      Otávio\n",
-       "      Eintracht Frankfurt\n",
+       "      242\n",
+       "      Mattes Hansen\n",
+       "      SC Paderborn 07\n",
        "      2\n",
-       "      1.400556\n",
-       "      1.000000\n",
-       "      10.364117\n",
+       "      0.411520\n",
+       "      1.0\n",
+       "      29.194893\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   name         team_display  position  expected_match_points  \\\n",
-       "183  Zeno Van den Bosch   1. FC Union Berlin         2               1.336181   \n",
-       "180      Marin Ljubicic   1. FC Union Berlin         4               1.336181   \n",
-       "174     Josip Juranović   1. FC Union Berlin         2               1.336181   \n",
-       "167           Tom Rothe   1. FC Union Berlin         2               1.336181   \n",
-       "173    Aljoscha Kemlein   1. FC Union Berlin         3               1.336181   \n",
-       "189   Jonathan Burkardt  Eintracht Frankfurt         4               1.400556   \n",
-       "193            Can Uzun  Eintracht Frankfurt         3               1.400556   \n",
-       "208    Raphael Onyedika  Eintracht Frankfurt         3               1.400556   \n",
-       "188          Robin Koch  Eintracht Frankfurt         2               1.400556   \n",
-       "207              Otávio  Eintracht Frankfurt         2               1.400556   \n",
+       "                   name       team_display  position  expected_match_points  \\\n",
+       "313     Serhou Guirassy  Borussia Dortmund         4               2.461858   \n",
+       "324     Daniel Svensson  Borussia Dortmund         2               2.461858   \n",
+       "312        Gregor Kobel  Borussia Dortmund         1               2.461858   \n",
+       "316      Julian Ryerson  Borussia Dortmund         2               2.461858   \n",
+       "310      Waldemar Anton  Borussia Dortmund         2               2.461858   \n",
+       "233         Nahuel Noll    SC Paderborn 07         1               0.411520   \n",
+       "240        Laurin Curda    SC Paderborn 07         2               0.411520   \n",
+       "244      Tjark Scheller    SC Paderborn 07         2               0.411520   \n",
+       "246  Santiago Castañeda    SC Paderborn 07         3               0.411520   \n",
+       "242       Mattes Hansen    SC Paderborn 07         2               0.411520   \n",
        "\n",
-       "     starting_chance      score  \n",
-       "183         1.000000  10.422213  \n",
-       "180         0.875862  10.064670  \n",
-       "174         1.000000   9.486887  \n",
-       "167         1.000000   9.353268  \n",
-       "173         1.000000   9.086032  \n",
-       "189         0.985000  11.519226  \n",
-       "193         1.000000  11.274478  \n",
-       "208         1.000000  10.784284  \n",
-       "188         1.000000  10.574200  \n",
-       "207         1.000000  10.364117  "
+       "     starting_chance       score  \n",
+       "313              1.0  195.346364  \n",
+       "324              1.0  181.305074  \n",
+       "312              1.0  176.131968  \n",
+       "316              1.0  175.639291  \n",
+       "310              1.0  171.944215  \n",
+       "233              1.0   34.012668  \n",
+       "240              1.0   31.336126  \n",
+       "244              1.0   30.800818  \n",
+       "246              1.0   30.677285  \n",
+       "242              1.0   29.194893  "
       ]
      },
      "metadata": {},
@@ -4468,313 +4573,319 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      1. FC Union Berlin\n",
-       "      2026-08-01T12:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      SG Dynamo Dresden\n",
-       "      2\n",
+       "      Borussia Dortmund\n",
+       "      2026-08-22T18:30:00+00:00\n",
+       "      Supercup\n",
+       "      Borussia Dortmund\n",
        "      1\n",
-       "      1. FC Union Berlin\n",
+       "      2\n",
+       "      FC Bayern München\n",
        "      L\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      1. FC Union Berlin\n",
-       "      2026-08-02T12:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FC Union Berlin\n",
-       "      2\n",
+       "      Borussia Dortmund\n",
+       "      2026-08-29T16:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Borussia Dortmund\n",
        "      2\n",
-       "      Cagliari\n",
-       "      D\n",
+       "      0\n",
+       "      Hamburger SV\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      1. FC Union Berlin\n",
-       "      2026-08-09T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FC Union Berlin\n",
-       "      3\n",
-       "      2\n",
-       "      Aris Limassol\n",
+       "      Borussia Dortmund\n",
+       "      2026-09-01T18:45:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Hamburg-Eimsbütteler Ballspiel Club 1911\n",
+       "      0\n",
+       "      5\n",
+       "      Borussia Dortmund\n",
        "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      1. FC Union Berlin\n",
-       "      2026-08-15T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FC Union Berlin\n",
+       "      Borussia Dortmund\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      TSG Hoffenheim\n",
        "      2\n",
-       "      4\n",
-       "      Ipswich Town\n",
-       "      L\n",
+       "      3\n",
+       "      Borussia Dortmund\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      1. FC Union Berlin\n",
-       "      2026-08-23T13:30:00+00:00\n",
-       "      DFB Pokal\n",
-       "      Eintracht Braunschweig\n",
+       "      Borussia Dortmund\n",
+       "      2026-09-08T19:00:00+00:00\n",
+       "      UEFA Champions League\n",
+       "      Borussia Dortmund\n",
+       "      3\n",
        "      2\n",
-       "      4\n",
-       "      1. FC Union Berlin\n",
+       "      Villarreal\n",
        "      W\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      Borussia Dortmund\n",
+       "      2026-05-03T15:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
+       "      Borussia M'gladbach\n",
        "      1\n",
-       "      2\n",
-       "      VfL Wolfsburg\n",
+       "      0\n",
+       "      Borussia Dortmund\n",
        "      L\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-04-24T18:30:00+00:00\n",
+       "      Borussia Dortmund\n",
+       "      2026-05-08T18:30:00+00:00\n",
        "      Bundesliga\n",
-       "      RB Leipzig\n",
+       "      Borussia Dortmund\n",
        "      3\n",
-       "      1\n",
-       "      1. FC Union Berlin\n",
-       "      L\n",
+       "      2\n",
+       "      Eintracht Frankfurt\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      Borussia Dortmund\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2\n",
+       "      SV Werder Bremen\n",
+       "      0\n",
        "      2\n",
-       "      1. FC Köln\n",
-       "      D\n",
+       "      Borussia Dortmund\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-05-10T17:30:00+00:00\n",
+       "      Borussia Dortmund\n",
+       "      2026-08-29T16:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      1\n",
-       "      3\n",
-       "      1. FC Union Berlin\n",
+       "      Borussia Dortmund\n",
+       "      2\n",
+       "      0\n",
+       "      Hamburger SV\n",
        "      W\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      Borussia Dortmund\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      4\n",
-       "      0\n",
-       "      FC Augsburg\n",
+       "      TSG Hoffenheim\n",
+       "      2\n",
+       "      3\n",
+       "      Borussia Dortmund\n",
        "      W\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-08-01T15:00:00+00:00\n",
+       "      SC Paderborn 07\n",
+       "      2026-08-01T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SV Waldhof Mannheim\n",
+       "      VfL Osnabrück\n",
        "      0\n",
-       "      1\n",
-       "      Eintracht Frankfurt\n",
+       "      2\n",
+       "      SC Paderborn 07\n",
        "      W\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-08-08T13:00:00+00:00\n",
+       "      SC Paderborn 07\n",
+       "      2026-08-08T12:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Eintracht Frankfurt\n",
+       "      SV Werder Bremen\n",
        "      2\n",
-       "      0\n",
-       "      Hull City\n",
-       "      W\n",
+       "      2\n",
+       "      SC Paderborn 07\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      12\n",
        "      overall\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-08-12T16:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      FSV Frankfurt\n",
-       "      1\n",
-       "      5\n",
-       "      Eintracht Frankfurt\n",
+       "      SC Paderborn 07\n",
+       "      2026-08-23T16:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      1.FC Phönix Lübeck\n",
+       "      2\n",
+       "      4\n",
+       "      SC Paderborn 07\n",
        "      W\n",
        "    \n",
        "    \n",
        "      13\n",
        "      overall\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-08-15T14:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Brentford\n",
-       "      7\n",
+       "      SC Paderborn 07\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FSV Mainz 05\n",
        "      0\n",
-       "      Eintracht Frankfurt\n",
-       "      L\n",
+       "      0\n",
+       "      SC Paderborn 07\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      14\n",
        "      overall\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-08-21T16:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      SC St Tönis 11/20\n",
+       "      SC Paderborn 07\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SC Paderborn 07\n",
        "      0\n",
-       "      11\n",
-       "      Eintracht Frankfurt\n",
-       "      W\n",
+       "      1\n",
+       "      SC Freiburg\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      15\n",
        "      bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-04-18T16:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      1\n",
-       "      3\n",
-       "      RB Leipzig\n",
-       "      L\n",
+       "      SC Paderborn 07\n",
+       "      2026-05-21T18:30:00+00:00\n",
+       "      Bundesliga, Relegation/Promotion Playoffs\n",
+       "      VfL Wolfsburg\n",
+       "      0\n",
+       "      0\n",
+       "      SC Paderborn 07\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      16\n",
        "      bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-04-25T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      FC Augsburg\n",
+       "      SC Paderborn 07\n",
+       "      2026-05-25T18:30:00+00:00\n",
+       "      Bundesliga, Relegation/Promotion Playoffs\n",
+       "      SC Paderborn 07\n",
        "      1\n",
        "      1\n",
-       "      Eintracht Frankfurt\n",
+       "      VfL Wolfsburg\n",
        "      D\n",
        "    \n",
        "    \n",
        "      17\n",
        "      bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      SC Paderborn 07\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      1\n",
-       "      2\n",
-       "      Hamburger SV\n",
-       "      L\n",
+       "      1. FSV Mainz 05\n",
+       "      0\n",
+       "      0\n",
+       "      SC Paderborn 07\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      18\n",
        "      bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-05-08T18:30:00+00:00\n",
+       "      SC Paderborn 07\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      3\n",
-       "      2\n",
-       "      Eintracht Frankfurt\n",
+       "      SC Paderborn 07\n",
+       "      0\n",
+       "      1\n",
+       "      SC Freiburg\n",
        "      L\n",
        "    \n",
-       "    \n",
-       "      19\n",
-       "      bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2026-05-16T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      2\n",
-       "      2\n",
-       "      VfB Stuttgart\n",
-       "      D\n",
-       "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "      category                 team                       date  \\\n",
-       "0      overall   1. FC Union Berlin  2026-08-01T12:00:00+00:00   \n",
-       "1      overall   1. FC Union Berlin  2026-08-02T12:00:00+00:00   \n",
-       "2      overall   1. FC Union Berlin  2026-08-09T13:30:00+00:00   \n",
-       "3      overall   1. FC Union Berlin  2026-08-15T13:30:00+00:00   \n",
-       "4      overall   1. FC Union Berlin  2026-08-23T13:30:00+00:00   \n",
-       "5   bundesliga   1. FC Union Berlin  2026-04-18T13:30:00+00:00   \n",
-       "6   bundesliga   1. FC Union Berlin  2026-04-24T18:30:00+00:00   \n",
-       "7   bundesliga   1. FC Union Berlin  2026-05-02T13:30:00+00:00   \n",
-       "8   bundesliga   1. FC Union Berlin  2026-05-10T17:30:00+00:00   \n",
-       "9   bundesliga   1. FC Union Berlin  2026-05-16T13:30:00+00:00   \n",
-       "10     overall  Eintracht Frankfurt  2026-08-01T15:00:00+00:00   \n",
-       "11     overall  Eintracht Frankfurt  2026-08-08T13:00:00+00:00   \n",
-       "12     overall  Eintracht Frankfurt  2026-08-12T16:30:00+00:00   \n",
-       "13     overall  Eintracht Frankfurt  2026-08-15T14:00:00+00:00   \n",
-       "14     overall  Eintracht Frankfurt  2026-08-21T16:00:00+00:00   \n",
-       "15  bundesliga  Eintracht Frankfurt  2026-04-18T16:30:00+00:00   \n",
-       "16  bundesliga  Eintracht Frankfurt  2026-04-25T13:30:00+00:00   \n",
-       "17  bundesliga  Eintracht Frankfurt  2026-05-02T13:30:00+00:00   \n",
-       "18  bundesliga  Eintracht Frankfurt  2026-05-08T18:30:00+00:00   \n",
-       "19  bundesliga  Eintracht Frankfurt  2026-05-16T13:30:00+00:00   \n",
-       "\n",
-       "            competition               home_team  home_score  away_score  \\\n",
-       "0   Club Friendly Games       SG Dynamo Dresden           2           1   \n",
-       "1   Club Friendly Games      1. FC Union Berlin           2           2   \n",
-       "2   Club Friendly Games      1. FC Union Berlin           3           2   \n",
-       "3   Club Friendly Games      1. FC Union Berlin           2           4   \n",
-       "4             DFB Pokal  Eintracht Braunschweig           2           4   \n",
-       "5            Bundesliga      1. FC Union Berlin           1           2   \n",
-       "6            Bundesliga              RB Leipzig           3           1   \n",
-       "7            Bundesliga      1. FC Union Berlin           2           2   \n",
-       "8            Bundesliga         1. FSV Mainz 05           1           3   \n",
-       "9            Bundesliga      1. FC Union Berlin           4           0   \n",
-       "10  Club Friendly Games     SV Waldhof Mannheim           0           1   \n",
-       "11  Club Friendly Games     Eintracht Frankfurt           2           0   \n",
-       "12  Club Friendly Games           FSV Frankfurt           1           5   \n",
-       "13  Club Friendly Games               Brentford           7           0   \n",
-       "14            DFB Pokal       SC St Tönis 11/20           0          11   \n",
-       "15           Bundesliga     Eintracht Frankfurt           1           3   \n",
-       "16           Bundesliga             FC Augsburg           1           1   \n",
-       "17           Bundesliga     Eintracht Frankfurt           1           2   \n",
-       "18           Bundesliga       Borussia Dortmund           3           2   \n",
-       "19           Bundesliga     Eintracht Frankfurt           2           2   \n",
+       "      category               team                       date  \\\n",
+       "0      overall  Borussia Dortmund  2026-08-22T18:30:00+00:00   \n",
+       "1      overall  Borussia Dortmund  2026-08-29T16:30:00+00:00   \n",
+       "2      overall  Borussia Dortmund  2026-09-01T18:45:00+00:00   \n",
+       "3      overall  Borussia Dortmund  2026-09-05T13:30:00+00:00   \n",
+       "4      overall  Borussia Dortmund  2026-09-08T19:00:00+00:00   \n",
+       "5   bundesliga  Borussia Dortmund  2026-05-03T15:30:00+00:00   \n",
+       "6   bundesliga  Borussia Dortmund  2026-05-08T18:30:00+00:00   \n",
+       "7   bundesliga  Borussia Dortmund  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga  Borussia Dortmund  2026-08-29T16:30:00+00:00   \n",
+       "9   bundesliga  Borussia Dortmund  2026-09-05T13:30:00+00:00   \n",
+       "10     overall    SC Paderborn 07  2026-08-01T13:30:00+00:00   \n",
+       "11     overall    SC Paderborn 07  2026-08-08T12:00:00+00:00   \n",
+       "12     overall    SC Paderborn 07  2026-08-23T16:00:00+00:00   \n",
+       "13     overall    SC Paderborn 07  2026-08-29T13:30:00+00:00   \n",
+       "14     overall    SC Paderborn 07  2026-09-05T13:30:00+00:00   \n",
+       "15  bundesliga    SC Paderborn 07  2026-05-21T18:30:00+00:00   \n",
+       "16  bundesliga    SC Paderborn 07  2026-05-25T18:30:00+00:00   \n",
+       "17  bundesliga    SC Paderborn 07  2026-08-29T13:30:00+00:00   \n",
+       "18  bundesliga    SC Paderborn 07  2026-09-05T13:30:00+00:00   \n",
+       "\n",
+       "                                  competition  \\\n",
+       "0                                    Supercup   \n",
+       "1                                  Bundesliga   \n",
+       "2                                   DFB Pokal   \n",
+       "3                                  Bundesliga   \n",
+       "4                       UEFA Champions League   \n",
+       "5                                  Bundesliga   \n",
+       "6                                  Bundesliga   \n",
+       "7                                  Bundesliga   \n",
+       "8                                  Bundesliga   \n",
+       "9                                  Bundesliga   \n",
+       "10                        Club Friendly Games   \n",
+       "11                        Club Friendly Games   \n",
+       "12                                  DFB Pokal   \n",
+       "13                                 Bundesliga   \n",
+       "14                                 Bundesliga   \n",
+       "15  Bundesliga, Relegation/Promotion Playoffs   \n",
+       "16  Bundesliga, Relegation/Promotion Playoffs   \n",
+       "17                                 Bundesliga   \n",
+       "18                                 Bundesliga   \n",
+       "\n",
+       "                                   home_team  home_score  away_score  \\\n",
+       "0                          Borussia Dortmund           1           2   \n",
+       "1                          Borussia Dortmund           2           0   \n",
+       "2   Hamburg-Eimsbütteler Ballspiel Club 1911           0           5   \n",
+       "3                             TSG Hoffenheim           2           3   \n",
+       "4                          Borussia Dortmund           3           2   \n",
+       "5                        Borussia M'gladbach           1           0   \n",
+       "6                          Borussia Dortmund           3           2   \n",
+       "7                           SV Werder Bremen           0           2   \n",
+       "8                          Borussia Dortmund           2           0   \n",
+       "9                             TSG Hoffenheim           2           3   \n",
+       "10                             VfL Osnabrück           0           2   \n",
+       "11                          SV Werder Bremen           2           2   \n",
+       "12                        1.FC Phönix Lübeck           2           4   \n",
+       "13                           1. FSV Mainz 05           0           0   \n",
+       "14                           SC Paderborn 07           0           1   \n",
+       "15                             VfL Wolfsburg           0           0   \n",
+       "16                           SC Paderborn 07           1           1   \n",
+       "17                           1. FSV Mainz 05           0           0   \n",
+       "18                           SC Paderborn 07           0           1   \n",
        "\n",
        "              away_team result  \n",
-       "0    1. FC Union Berlin      L  \n",
-       "1              Cagliari      D  \n",
-       "2         Aris Limassol      W  \n",
-       "3          Ipswich Town      L  \n",
-       "4    1. FC Union Berlin      W  \n",
-       "5         VfL Wolfsburg      L  \n",
-       "6    1. FC Union Berlin      L  \n",
-       "7            1. FC Köln      D  \n",
-       "8    1. FC Union Berlin      W  \n",
-       "9           FC Augsburg      W  \n",
-       "10  Eintracht Frankfurt      W  \n",
-       "11            Hull City      W  \n",
-       "12  Eintracht Frankfurt      W  \n",
-       "13  Eintracht Frankfurt      L  \n",
-       "14  Eintracht Frankfurt      W  \n",
-       "15           RB Leipzig      L  \n",
-       "16  Eintracht Frankfurt      D  \n",
-       "17         Hamburger SV      L  \n",
-       "18  Eintracht Frankfurt      L  \n",
-       "19        VfB Stuttgart      D  "
+       "0     FC Bayern München      L  \n",
+       "1          Hamburger SV      W  \n",
+       "2     Borussia Dortmund      W  \n",
+       "3     Borussia Dortmund      W  \n",
+       "4            Villarreal      W  \n",
+       "5     Borussia Dortmund      L  \n",
+       "6   Eintracht Frankfurt      W  \n",
+       "7     Borussia Dortmund      W  \n",
+       "8          Hamburger SV      W  \n",
+       "9     Borussia Dortmund      W  \n",
+       "10      SC Paderborn 07      W  \n",
+       "11      SC Paderborn 07      D  \n",
+       "12      SC Paderborn 07      W  \n",
+       "13      SC Paderborn 07      D  \n",
+       "14          SC Freiburg      L  \n",
+       "15      SC Paderborn 07      D  \n",
+       "16        VfL Wolfsburg      D  \n",
+       "17      SC Paderborn 07      D  \n",
+       "18          SC Freiburg      L  "
       ]
      },
      "metadata": {},
@@ -4794,11 +4905,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0OverallBorussia Dortmund2026-09-05T13:30:00+00:00TSG HoffenheimawayBundesliga
1BundesligaBorussia Dortmund2026-09-12T13:30:00+00:00SC Paderborn 07homeBundesliga
2OverallSC Paderborn 072026-09-05T13:30:00+00:00SC FreiburghomeBundesliga
3BundesligaSC Paderborn 072026-09-12T13:30:00+00:00Borussia DortmundawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category               team                       date  \\\n",
+       "0     Overall  Borussia Dortmund  2026-09-05T13:30:00+00:00   \n",
+       "1  Bundesliga  Borussia Dortmund  2026-09-12T13:30:00+00:00   \n",
+       "2     Overall    SC Paderborn 07  2026-09-05T13:30:00+00:00   \n",
+       "3  Bundesliga    SC Paderborn 07  2026-09-12T13:30:00+00:00   \n",
+       "\n",
+       "            opponent venue competition  \n",
+       "0     TSG Hoffenheim  away  Bundesliga  \n",
+       "1    SC Paderborn 07  home  Bundesliga  \n",
+       "2        SC Freiburg  home  Bundesliga  \n",
+       "3  Borussia Dortmund  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -4848,232 +5034,232 @@
        "  \n",
        "    \n",
        "      15\n",
-       "      1. FC Union Berlin\n",
+       "      SC Paderborn 07\n",
        "      Bundesliga\n",
-       "      Christopher Trimmel\n",
-       "      D\n",
-       "      5\n",
-       "      7.80\n",
+       "      Dennis Seimen\n",
+       "      G\n",
+       "      2\n",
+       "      8.35\n",
        "    \n",
        "    \n",
-       "      56\n",
-       "      Eintracht Frankfurt\n",
+       "      16\n",
+       "      SC Paderborn 07\n",
        "      Bundesliga\n",
-       "      Can Uzun\n",
-       "      M\n",
-       "      5\n",
-       "      7.52\n",
+       "      Nahuel Noll\n",
+       "      G\n",
+       "      2\n",
+       "      8.25\n",
        "    \n",
        "    \n",
-       "      16\n",
-       "      1. FC Union Berlin\n",
+       "      58\n",
+       "      Borussia Dortmund\n",
        "      Bundesliga\n",
-       "      András Schäfer\n",
-       "      M\n",
-       "      5\n",
-       "      7.30\n",
+       "      Nico Schlotterbeck\n",
+       "      D\n",
+       "      3\n",
+       "      7.83\n",
        "    \n",
        "    \n",
        "      17\n",
-       "      1. FC Union Berlin\n",
+       "      SC Paderborn 07\n",
        "      Bundesliga\n",
-       "      Andrej Ilić\n",
-       "      F\n",
-       "      5\n",
-       "      7.26\n",
+       "      Calvin Brackelmann\n",
+       "      D\n",
+       "      2\n",
+       "      7.75\n",
        "    \n",
        "    \n",
        "      18\n",
-       "      1. FC Union Berlin\n",
+       "      SC Paderborn 07\n",
        "      Bundesliga\n",
-       "      Carl Klaus\n",
-       "      G\n",
+       "      Laurin Curda\n",
+       "      M\n",
        "      4\n",
-       "      7.23\n",
+       "      7.65\n",
        "    \n",
        "    \n",
-       "      19\n",
-       "      1. FC Union Berlin\n",
+       "      59\n",
+       "      Borussia Dortmund\n",
        "      Bundesliga\n",
-       "      Leopold Querfeld\n",
-       "      D\n",
-       "      2\n",
-       "      7.20\n",
+       "      Serhou Guirassy\n",
+       "      F\n",
+       "      5\n",
+       "      7.32\n",
        "    \n",
        "    \n",
-       "      57\n",
-       "      Eintracht Frankfurt\n",
+       "      19\n",
+       "      SC Paderborn 07\n",
        "      Bundesliga\n",
-       "      Ellyes Skhiri\n",
-       "      M\n",
-       "      5\n",
-       "      7.06\n",
+       "      Tjark Lasse Scheller\n",
+       "      D\n",
+       "      4\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      58\n",
-       "      Eintracht Frankfurt\n",
+       "      60\n",
+       "      Borussia Dortmund\n",
        "      Bundesliga\n",
-       "      Timothy Chandler\n",
-       "      M\n",
-       "      1\n",
-       "      7.00\n",
+       "      Konstantinos Karetsas\n",
+       "      F\n",
+       "      2\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      59\n",
-       "      Eintracht Frankfurt\n",
+       "      61\n",
+       "      Borussia Dortmund\n",
        "      Bundesliga\n",
-       "      Jonathan Burkardt\n",
-       "      F\n",
+       "      Daniel Svensson\n",
+       "      M\n",
        "      4\n",
-       "      6.98\n",
+       "      7.28\n",
        "    \n",
        "    \n",
-       "      60\n",
-       "      Eintracht Frankfurt\n",
+       "      62\n",
+       "      Borussia Dortmund\n",
        "      Bundesliga\n",
-       "      Hugo Larsson\n",
-       "      M\n",
-       "      3\n",
-       "      6.83\n",
+       "      Waldemar Anton\n",
+       "      D\n",
+       "      5\n",
+       "      7.20\n",
        "    \n",
        "    \n",
        "      0\n",
-       "      1. FC Union Berlin\n",
+       "      SC Paderborn 07\n",
        "      Overall\n",
-       "      Marin Ljubičić\n",
-       "      F\n",
-       "      1\n",
-       "      8.60\n",
+       "      Nahuel Noll\n",
+       "      G\n",
+       "      2\n",
+       "      8.25\n",
        "    \n",
        "    \n",
-       "      36\n",
-       "      Eintracht Frankfurt\n",
+       "      38\n",
+       "      Borussia Dortmund\n",
        "      Overall\n",
-       "      Jonathan Burkardt\n",
+       "      Serhou Guirassy\n",
        "      F\n",
-       "      2\n",
-       "      8.35\n",
+       "      4\n",
+       "      7.70\n",
        "    \n",
        "    \n",
-       "      37\n",
-       "      Eintracht Frankfurt\n",
+       "      1\n",
+       "      SC Paderborn 07\n",
        "      Overall\n",
-       "      Can Uzun\n",
+       "      Laurin Curda\n",
        "      M\n",
-       "      2\n",
-       "      8.05\n",
+       "      3\n",
+       "      7.67\n",
        "    \n",
        "    \n",
-       "      1\n",
-       "      1. FC Union Berlin\n",
+       "      2\n",
+       "      SC Paderborn 07\n",
        "      Overall\n",
-       "      Zeno Van Den Bosch\n",
-       "      D\n",
-       "      1\n",
-       "      7.80\n",
+       "      Santiago Castañeda\n",
+       "      M\n",
+       "      3\n",
+       "      7.53\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      Eintracht Frankfurt\n",
+       "      3\n",
+       "      SC Paderborn 07\n",
        "      Overall\n",
-       "      Raphael Onyedika\n",
-       "      M\n",
-       "      2\n",
-       "      7.70\n",
+       "      Tjark Lasse Scheller\n",
+       "      D\n",
+       "      3\n",
+       "      7.43\n",
        "    \n",
        "    \n",
        "      39\n",
-       "      Eintracht Frankfurt\n",
+       "      Borussia Dortmund\n",
        "      Overall\n",
-       "      Robin Koch\n",
+       "      Daniel Svensson\n",
        "      D\n",
-       "      2\n",
-       "      7.55\n",
+       "      5\n",
+       "      7.40\n",
        "    \n",
        "    \n",
        "      40\n",
-       "      Eintracht Frankfurt\n",
+       "      Borussia Dortmund\n",
        "      Overall\n",
-       "      Mario Götze\n",
-       "      M\n",
-       "      1\n",
-       "      7.50\n",
+       "      Filippo Mané\n",
+       "      D\n",
+       "      3\n",
+       "      7.20\n",
        "    \n",
        "    \n",
-       "      2\n",
-       "      1. FC Union Berlin\n",
+       "      41\n",
+       "      Borussia Dortmund\n",
        "      Overall\n",
-       "      Josip Juranović\n",
-       "      D\n",
-       "      1\n",
-       "      7.10\n",
+       "      Gregor Kobel\n",
+       "      G\n",
+       "      4\n",
+       "      7.18\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      1. FC Union Berlin\n",
+       "      42\n",
+       "      Borussia Dortmund\n",
        "      Overall\n",
-       "      András Schäfer\n",
+       "      Julian Ryerson\n",
        "      M\n",
-       "      1\n",
-       "      7.00\n",
+       "      5\n",
+       "      7.14\n",
        "    \n",
        "    \n",
        "      4\n",
-       "      1. FC Union Berlin\n",
+       "      SC Paderborn 07\n",
        "      Overall\n",
-       "      Tom Alexander Rothe\n",
+       "      Mattes Hansen\n",
        "      D\n",
-       "      1\n",
-       "      7.00\n",
+       "      3\n",
+       "      7.13\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   team    category          player_name position  \\\n",
-       "15   1. FC Union Berlin  Bundesliga  Christopher Trimmel        D   \n",
-       "56  Eintracht Frankfurt  Bundesliga             Can Uzun        M   \n",
-       "16   1. FC Union Berlin  Bundesliga       András Schäfer        M   \n",
-       "17   1. FC Union Berlin  Bundesliga          Andrej Ilić        F   \n",
-       "18   1. FC Union Berlin  Bundesliga           Carl Klaus        G   \n",
-       "19   1. FC Union Berlin  Bundesliga     Leopold Querfeld        D   \n",
-       "57  Eintracht Frankfurt  Bundesliga        Ellyes Skhiri        M   \n",
-       "58  Eintracht Frankfurt  Bundesliga     Timothy Chandler        M   \n",
-       "59  Eintracht Frankfurt  Bundesliga    Jonathan Burkardt        F   \n",
-       "60  Eintracht Frankfurt  Bundesliga         Hugo Larsson        M   \n",
-       "0    1. FC Union Berlin     Overall       Marin Ljubičić        F   \n",
-       "36  Eintracht Frankfurt     Overall    Jonathan Burkardt        F   \n",
-       "37  Eintracht Frankfurt     Overall             Can Uzun        M   \n",
-       "1    1. FC Union Berlin     Overall   Zeno Van Den Bosch        D   \n",
-       "38  Eintracht Frankfurt     Overall     Raphael Onyedika        M   \n",
-       "39  Eintracht Frankfurt     Overall           Robin Koch        D   \n",
-       "40  Eintracht Frankfurt     Overall          Mario Götze        M   \n",
-       "2    1. FC Union Berlin     Overall      Josip Juranović        D   \n",
-       "3    1. FC Union Berlin     Overall       András Schäfer        M   \n",
-       "4    1. FC Union Berlin     Overall  Tom Alexander Rothe        D   \n",
+       "                 team    category            player_name position  \\\n",
+       "15    SC Paderborn 07  Bundesliga          Dennis Seimen        G   \n",
+       "16    SC Paderborn 07  Bundesliga            Nahuel Noll        G   \n",
+       "58  Borussia Dortmund  Bundesliga     Nico Schlotterbeck        D   \n",
+       "17    SC Paderborn 07  Bundesliga     Calvin Brackelmann        D   \n",
+       "18    SC Paderborn 07  Bundesliga           Laurin Curda        M   \n",
+       "59  Borussia Dortmund  Bundesliga        Serhou Guirassy        F   \n",
+       "19    SC Paderborn 07  Bundesliga   Tjark Lasse Scheller        D   \n",
+       "60  Borussia Dortmund  Bundesliga  Konstantinos Karetsas        F   \n",
+       "61  Borussia Dortmund  Bundesliga        Daniel Svensson        M   \n",
+       "62  Borussia Dortmund  Bundesliga         Waldemar Anton        D   \n",
+       "0     SC Paderborn 07     Overall            Nahuel Noll        G   \n",
+       "38  Borussia Dortmund     Overall        Serhou Guirassy        F   \n",
+       "1     SC Paderborn 07     Overall           Laurin Curda        M   \n",
+       "2     SC Paderborn 07     Overall     Santiago Castañeda        M   \n",
+       "3     SC Paderborn 07     Overall   Tjark Lasse Scheller        D   \n",
+       "39  Borussia Dortmund     Overall        Daniel Svensson        D   \n",
+       "40  Borussia Dortmund     Overall           Filippo Mané        D   \n",
+       "41  Borussia Dortmund     Overall           Gregor Kobel        G   \n",
+       "42  Borussia Dortmund     Overall         Julian Ryerson        M   \n",
+       "4     SC Paderborn 07     Overall          Mattes Hansen        D   \n",
        "\n",
        "    rating_count  average_rating  \n",
-       "15             5            7.80  \n",
-       "56             5            7.52  \n",
-       "16             5            7.30  \n",
-       "17             5            7.26  \n",
-       "18             4            7.23  \n",
-       "19             2            7.20  \n",
-       "57             5            7.06  \n",
-       "58             1            7.00  \n",
-       "59             4            6.98  \n",
-       "60             3            6.83  \n",
-       "0              1            8.60  \n",
-       "36             2            8.35  \n",
-       "37             2            8.05  \n",
-       "1              1            7.80  \n",
-       "38             2            7.70  \n",
-       "39             2            7.55  \n",
-       "40             1            7.50  \n",
-       "2              1            7.10  \n",
-       "3              1            7.00  \n",
-       "4              1            7.00  "
+       "15             2            8.35  \n",
+       "16             2            8.25  \n",
+       "58             3            7.83  \n",
+       "17             2            7.75  \n",
+       "18             4            7.65  \n",
+       "59             5            7.32  \n",
+       "19             4            7.30  \n",
+       "60             2            7.30  \n",
+       "61             4            7.28  \n",
+       "62             5            7.20  \n",
+       "0              2            8.25  \n",
+       "38             4            7.70  \n",
+       "1              3            7.67  \n",
+       "2              3            7.53  \n",
+       "3              3            7.43  \n",
+       "39             5            7.40  \n",
+       "40             3            7.20  \n",
+       "41             4            7.18  \n",
+       "42             5            7.14  \n",
+       "4              3            7.13  "
       ]
      },
      "metadata": {},
@@ -5106,7 +5292,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Union Berlin** — formation **4-4-2**"
+       "**Borussia Dortmund** — formation **3-4-3**"
       ],
       "text/plain": [
        ""
@@ -5118,7 +5304,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Eintracht Frankfurt** — formation **4-4-2**"
+       "**SC Paderborn** — formation **3-5-2**"
       ],
       "text/plain": [
        ""
@@ -5142,7 +5328,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Union Berlin** — formation **4-2-2-2**"
+       "**Borussia Dortmund** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -5154,7 +5340,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Eintracht Frankfurt** — formation **4-2-2-2**"
+       "**SC Paderborn 07** — formation **3-1-4-2**"
       ],
       "text/plain": [
        ""
@@ -5178,7 +5364,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FC Union Berlin** — formation **4-2-2-2**"
+       "**Borussia Dortmund** — formation **3-4-1-2**"
       ],
       "text/plain": [
        ""
@@ -5190,7 +5376,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Eintracht Frankfurt** — formation **4-2-2-2**"
+       "**SC Paderborn 07** — formation **3-3-2-2**"
       ],
       "text/plain": [
        ""
@@ -5214,7 +5400,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Union Berlin** — formation **4-4-2**"
+       "**Borussia Dortmund** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -5226,7 +5412,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Eintracht Frankfurt** — formation **4-4-2**"
+       "**SC Paderborn** — formation **3-1-2-2-2**"
       ],
       "text/plain": [
        ""
@@ -5238,7 +5424,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_03_1-fc-union-berlin-vs-eintracht-frankfurt.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_03_borussia-dortmund-vs-sc-paderborn-07.html`"
       ],
       "text/plain": [
        ""
@@ -5251,7 +5437,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 4. 1. FSV Mainz 05 vs SC Paderborn 07"
+       "## 4. FC Augsburg vs Bayer 04 Leverkusen"
       ],
       "text/plain": [
        ""
@@ -5312,22 +5498,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      1. FSV Mainz 05\n",
-       "      1.980\n",
+       "      FC Augsburg\n",
+       "      0.910\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      SC Paderborn 07\n",
-       "      0.794\n",
+       "      Bayer 04 Leverkusen\n",
+       "      1.859\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "              team  expected match points\n",
-       "0  1. FSV Mainz 05                  1.980\n",
-       "1  SC Paderborn 07                  0.794"
+       "                  team  expected match points\n",
+       "0          FC Augsburg                  0.910\n",
+       "1  Bayer 04 Leverkusen                  1.859"
       ]
      },
      "metadata": {},
@@ -5376,28 +5562,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      1. FSV Mainz 05\n",
-       "      8\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      FC Augsburg\n",
+       "      1\n",
+       "      2\n",
+       "      6\n",
+       "      6\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      SC Paderborn 07\n",
-       "      12\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      Bayer 04 Leverkusen\n",
+       "      7\n",
+       "      2\n",
+       "      3\n",
+       "      3\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "              team  position  matches  points  goal_difference\n",
-       "0  1. FSV Mainz 05         8        0       0                0\n",
-       "1  SC Paderborn 07        12        0       0                0"
+       "                  team  position  matches  points  goal_difference\n",
+       "0          FC Augsburg         1        2       6                6\n",
+       "1  Bayer 04 Leverkusen         7        2       3                3"
       ]
      },
      "metadata": {},
@@ -5446,123 +5632,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      214\n",
-       "      Nadiem Amiri\n",
-       "      1. FSV Mainz 05\n",
+       "      84\n",
+       "      Aleix García\n",
+       "      Bayer 04 Leverkusen\n",
        "      3\n",
-       "      1.980281\n",
-       "      1.0\n",
-       "      19.802807\n",
+       "      1.858875\n",
+       "      1.000\n",
+       "      143.408152\n",
        "    \n",
        "    \n",
-       "      216\n",
-       "      Phillip Tietz\n",
-       "      1. FSV Mainz 05\n",
-       "      4\n",
-       "      1.980281\n",
-       "      1.0\n",
-       "      19.802807\n",
+       "      87\n",
+       "      Ibrahim Maza\n",
+       "      Bayer 04 Leverkusen\n",
+       "      3\n",
+       "      1.858875\n",
+       "      1.000\n",
+       "      143.222150\n",
        "    \n",
        "    \n",
-       "      209\n",
-       "      Dominik Kohr\n",
-       "      1. FSV Mainz 05\n",
+       "      83\n",
+       "      Miguel Gutiérrez\n",
+       "      Bayer 04 Leverkusen\n",
        "      2\n",
-       "      1.980281\n",
-       "      1.0\n",
-       "      17.426471\n",
+       "      1.858875\n",
+       "      1.000\n",
+       "      139.502094\n",
        "    \n",
        "    \n",
-       "      212\n",
-       "      Danny Da Costa\n",
-       "      1. FSV Mainz 05\n",
+       "      98\n",
+       "      Facundo Medina\n",
+       "      Bayer 04 Leverkusen\n",
        "      2\n",
-       "      1.980281\n",
-       "      1.0\n",
-       "      16.040274\n",
+       "      1.858875\n",
+       "      0.985\n",
+       "      134.661371\n",
        "    \n",
        "    \n",
-       "      226\n",
-       "      Anthony Caci\n",
-       "      1. FSV Mainz 05\n",
-       "      2\n",
-       "      1.980281\n",
-       "      1.0\n",
-       "      16.040274\n",
+       "      95\n",
+       "      Ezequiél Fernández\n",
+       "      Bayer 04 Leverkusen\n",
+       "      3\n",
+       "      1.858875\n",
+       "      1.000\n",
+       "      131.875979\n",
        "    \n",
        "    \n",
-       "      256\n",
-       "      Santiago Castañeda\n",
-       "      SC Paderborn 07\n",
-       "      3\n",
-       "      0.794118\n",
-       "      1.0\n",
-       "      6.750000\n",
+       "      415\n",
+       "      Finn Dahmen\n",
+       "      FC Augsburg\n",
+       "      1\n",
+       "      0.909592\n",
+       "      1.000\n",
+       "      79.092557\n",
        "    \n",
        "    \n",
-       "      250\n",
-       "      Laurin Curda\n",
-       "      SC Paderborn 07\n",
+       "      427\n",
+       "      Chrislain Matsima\n",
+       "      FC Augsburg\n",
        "      2\n",
-       "      0.794118\n",
-       "      1.0\n",
-       "      6.273529\n",
+       "      0.909592\n",
+       "      1.000\n",
+       "      68.716779\n",
        "    \n",
        "    \n",
-       "      245\n",
-       "      Gabriel Vidović\n",
-       "      SC Paderborn 07\n",
+       "      424\n",
+       "      Fabian Rieder\n",
+       "      FC Augsburg\n",
        "      3\n",
-       "      0.794118\n",
-       "      1.0\n",
-       "      5.797059\n",
+       "      0.909592\n",
+       "      1.000\n",
+       "      67.988654\n",
        "    \n",
        "    \n",
-       "      255\n",
-       "      Jano ter Horst\n",
-       "      SC Paderborn 07\n",
-       "      2\n",
-       "      0.794118\n",
-       "      1.0\n",
-       "      5.797059\n",
+       "      432\n",
+       "      Han-Noah Massengo\n",
+       "      FC Augsburg\n",
+       "      3\n",
+       "      0.909592\n",
+       "      1.000\n",
+       "      66.532404\n",
        "    \n",
        "    \n",
-       "      249\n",
-       "      Laurin Ulrich\n",
-       "      SC Paderborn 07\n",
-       "      3\n",
-       "      0.794118\n",
-       "      1.0\n",
-       "      5.558824\n",
+       "      426\n",
+       "      Noahkai Banks\n",
+       "      FC Augsburg\n",
+       "      2\n",
+       "      0.909592\n",
+       "      1.000\n",
+       "      65.349201\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   name     team_display  position  expected_match_points  \\\n",
-       "214        Nadiem Amiri  1. FSV Mainz 05         3               1.980281   \n",
-       "216       Phillip Tietz  1. FSV Mainz 05         4               1.980281   \n",
-       "209        Dominik Kohr  1. FSV Mainz 05         2               1.980281   \n",
-       "212      Danny Da Costa  1. FSV Mainz 05         2               1.980281   \n",
-       "226        Anthony Caci  1. FSV Mainz 05         2               1.980281   \n",
-       "256  Santiago Castañeda  SC Paderborn 07         3               0.794118   \n",
-       "250        Laurin Curda  SC Paderborn 07         2               0.794118   \n",
-       "245     Gabriel Vidović  SC Paderborn 07         3               0.794118   \n",
-       "255      Jano ter Horst  SC Paderborn 07         2               0.794118   \n",
-       "249       Laurin Ulrich  SC Paderborn 07         3               0.794118   \n",
+       "                   name         team_display  position  expected_match_points  \\\n",
+       "84         Aleix García  Bayer 04 Leverkusen         3               1.858875   \n",
+       "87         Ibrahim Maza  Bayer 04 Leverkusen         3               1.858875   \n",
+       "83     Miguel Gutiérrez  Bayer 04 Leverkusen         2               1.858875   \n",
+       "98       Facundo Medina  Bayer 04 Leverkusen         2               1.858875   \n",
+       "95   Ezequiél Fernández  Bayer 04 Leverkusen         3               1.858875   \n",
+       "415         Finn Dahmen          FC Augsburg         1               0.909592   \n",
+       "427   Chrislain Matsima          FC Augsburg         2               0.909592   \n",
+       "424       Fabian Rieder          FC Augsburg         3               0.909592   \n",
+       "432   Han-Noah Massengo          FC Augsburg         3               0.909592   \n",
+       "426       Noahkai Banks          FC Augsburg         2               0.909592   \n",
        "\n",
-       "     starting_chance      score  \n",
-       "214              1.0  19.802807  \n",
-       "216              1.0  19.802807  \n",
-       "209              1.0  17.426471  \n",
-       "212              1.0  16.040274  \n",
-       "226              1.0  16.040274  \n",
-       "256              1.0   6.750000  \n",
-       "250              1.0   6.273529  \n",
-       "245              1.0   5.797059  \n",
-       "255              1.0   5.797059  \n",
-       "249              1.0   5.558824  "
+       "     starting_chance       score  \n",
+       "84             1.000  143.408152  \n",
+       "87             1.000  143.222150  \n",
+       "83             1.000  139.502094  \n",
+       "98             0.985  134.661371  \n",
+       "95             1.000  131.875979  \n",
+       "415            1.000   79.092557  \n",
+       "427            1.000   68.716779  \n",
+       "424            1.000   67.988654  \n",
+       "432            1.000   66.532404  \n",
+       "426            1.000   65.349201  "
       ]
      },
      "metadata": {},
@@ -5616,268 +5802,313 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-07-31T14:00:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-08-08T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      1. FSV Mainz 05\n",
-       "      1\n",
-       "      0\n",
-       "      Shabab Al-Ahli Dubai\n",
+       "      FC Augsburg\n",
+       "      3\n",
+       "      2\n",
+       "      Sassuolo\n",
        "      W\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-08-01T14:00:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-08-15T14:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      1. FSV Mainz 05\n",
-       "      3\n",
-       "      3\n",
-       "      Udinese\n",
-       "      D\n",
+       "      Leeds United\n",
+       "      4\n",
+       "      0\n",
+       "      FC Augsburg\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-08-08T15:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FSV Mainz 05\n",
-       "      4\n",
+       "      FC Augsburg\n",
+       "      2026-08-22T11:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Energie Cottbus\n",
        "      0\n",
-       "      Paris FC\n",
+       "      2\n",
+       "      FC Augsburg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-08-15T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      1. FSV Mainz 05\n",
-       "      2\n",
-       "      1\n",
-       "      Bournemouth\n",
+       "      FC Augsburg\n",
+       "      2026-08-30T15:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      FC Augsburg\n",
+       "      3\n",
+       "      0\n",
+       "      FC Schalke 04\n",
        "      W\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-08-23T13:30:00+00:00\n",
-       "      DFB Pokal\n",
-       "      VfB 1921 Krieschow\n",
-       "      0\n",
-       "      9\n",
-       "      1. FSV Mainz 05\n",
+       "      FC Augsburg\n",
+       "      2026-09-06T15:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Eintracht Frankfurt\n",
+       "      1\n",
+       "      4\n",
+       "      FC Augsburg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-04-19T17:30:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-05-02T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia M'gladbach\n",
-       "      1\n",
+       "      SV Werder Bremen\n",
        "      1\n",
-       "      1. FSV Mainz 05\n",
-       "      D\n",
+       "      3\n",
+       "      FC Augsburg\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-04-25T13:30:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-05-09T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FSV Mainz 05\n",
+       "      FC Augsburg\n",
        "      3\n",
-       "      4\n",
-       "      FC Bayern München\n",
-       "      L\n",
+       "      1\n",
+       "      Borussia M'gladbach\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-05-03T13:30:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      FC St. Pauli\n",
-       "      1\n",
-       "      2\n",
-       "      1. FSV Mainz 05\n",
-       "      W\n",
+       "      1. FC Union Berlin\n",
+       "      4\n",
+       "      0\n",
+       "      FC Augsburg\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-05-10T17:30:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-08-30T15:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      1\n",
+       "      FC Augsburg\n",
        "      3\n",
-       "      1. FC Union Berlin\n",
-       "      L\n",
+       "      0\n",
+       "      FC Schalke 04\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      1. FSV Mainz 05\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      FC Augsburg\n",
+       "      2026-09-06T15:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Heidenheim\n",
-       "      0\n",
-       "      2\n",
-       "      1. FSV Mainz 05\n",
+       "      Eintracht Frankfurt\n",
+       "      1\n",
+       "      4\n",
+       "      FC Augsburg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      SC Paderborn 07\n",
-       "      2026-07-25T11:00:00+00:00\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-08-12T18:45:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SC Paderborn 07\n",
-       "      0\n",
+       "      Nottingham Forest\n",
        "      2\n",
-       "      1. FC Magdeburg\n",
+       "      1\n",
+       "      Bayer 04 Leverkusen\n",
        "      L\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
-       "      SC Paderborn 07\n",
-       "      2026-07-29T10:30:00+00:00\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-08-15T14:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SC Paderborn 07\n",
-       "      2\n",
+       "      Newcastle United\n",
        "      1\n",
-       "      Southampton\n",
+       "      2\n",
+       "      Bayer 04 Leverkusen\n",
        "      W\n",
        "    \n",
        "    \n",
        "      12\n",
        "      overall\n",
-       "      SC Paderborn 07\n",
-       "      2026-08-01T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      VfL Osnabrück\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-08-22T11:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      SV Wehen Wiesbaden\n",
        "      0\n",
-       "      2\n",
-       "      SC Paderborn 07\n",
+       "      4\n",
+       "      Bayer 04 Leverkusen\n",
        "      W\n",
        "    \n",
        "    \n",
        "      13\n",
        "      overall\n",
-       "      SC Paderborn 07\n",
-       "      2026-08-08T12:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      SV Werder Bremen\n",
-       "      2\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SV 07 Elversberg\n",
+       "      3\n",
        "      2\n",
-       "      SC Paderborn 07\n",
-       "      D\n",
+       "      Bayer 04 Leverkusen\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      14\n",
        "      overall\n",
-       "      SC Paderborn 07\n",
-       "      2026-08-23T16:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      1.FC Phönix Lübeck\n",
-       "      2\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
        "      4\n",
-       "      SC Paderborn 07\n",
+       "      0\n",
+       "      1. FC Union Berlin\n",
        "      W\n",
        "    \n",
        "    \n",
        "      15\n",
        "      bundesliga\n",
-       "      SC Paderborn 07\n",
-       "      2026-05-21T18:30:00+00:00\n",
-       "      Bundesliga, Relegation/Promotion Playoffs\n",
-       "      VfL Wolfsburg\n",
-       "      0\n",
-       "      0\n",
-       "      SC Paderborn 07\n",
-       "      D\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-05-02T16:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
+       "      4\n",
+       "      1\n",
+       "      RB Leipzig\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      16\n",
        "      bundesliga\n",
-       "      SC Paderborn 07\n",
-       "      2026-05-25T18:30:00+00:00\n",
-       "      Bundesliga, Relegation/Promotion Playoffs\n",
-       "      SC Paderborn 07\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-05-09T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      VfB Stuttgart\n",
+       "      3\n",
+       "      1\n",
+       "      Bayer 04 Leverkusen\n",
+       "      L\n",
+       "    \n",
+       "    \n",
+       "      17\n",
+       "      bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-05-16T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
        "      1\n",
        "      1\n",
-       "      VfL Wolfsburg\n",
+       "      Hamburger SV\n",
        "      D\n",
        "    \n",
+       "    \n",
+       "      18\n",
+       "      bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SV 07 Elversberg\n",
+       "      3\n",
+       "      2\n",
+       "      Bayer 04 Leverkusen\n",
+       "      L\n",
+       "    \n",
+       "    \n",
+       "      19\n",
+       "      bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Bayer 04 Leverkusen\n",
+       "      4\n",
+       "      0\n",
+       "      1. FC Union Berlin\n",
+       "      W\n",
+       "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "      category             team                       date  \\\n",
-       "0      overall  1. FSV Mainz 05  2026-07-31T14:00:00+00:00   \n",
-       "1      overall  1. FSV Mainz 05  2026-08-01T14:00:00+00:00   \n",
-       "2      overall  1. FSV Mainz 05  2026-08-08T15:00:00+00:00   \n",
-       "3      overall  1. FSV Mainz 05  2026-08-15T13:30:00+00:00   \n",
-       "4      overall  1. FSV Mainz 05  2026-08-23T13:30:00+00:00   \n",
-       "5   bundesliga  1. FSV Mainz 05  2026-04-19T17:30:00+00:00   \n",
-       "6   bundesliga  1. FSV Mainz 05  2026-04-25T13:30:00+00:00   \n",
-       "7   bundesliga  1. FSV Mainz 05  2026-05-03T13:30:00+00:00   \n",
-       "8   bundesliga  1. FSV Mainz 05  2026-05-10T17:30:00+00:00   \n",
-       "9   bundesliga  1. FSV Mainz 05  2026-05-16T13:30:00+00:00   \n",
-       "10     overall  SC Paderborn 07  2026-07-25T11:00:00+00:00   \n",
-       "11     overall  SC Paderborn 07  2026-07-29T10:30:00+00:00   \n",
-       "12     overall  SC Paderborn 07  2026-08-01T13:30:00+00:00   \n",
-       "13     overall  SC Paderborn 07  2026-08-08T12:00:00+00:00   \n",
-       "14     overall  SC Paderborn 07  2026-08-23T16:00:00+00:00   \n",
-       "15  bundesliga  SC Paderborn 07  2026-05-21T18:30:00+00:00   \n",
-       "16  bundesliga  SC Paderborn 07  2026-05-25T18:30:00+00:00   \n",
-       "\n",
-       "                                  competition            home_team  \\\n",
-       "0                         Club Friendly Games      1. FSV Mainz 05   \n",
-       "1                         Club Friendly Games      1. FSV Mainz 05   \n",
-       "2                         Club Friendly Games      1. FSV Mainz 05   \n",
-       "3                         Club Friendly Games      1. FSV Mainz 05   \n",
-       "4                                   DFB Pokal   VfB 1921 Krieschow   \n",
-       "5                                  Bundesliga  Borussia M'gladbach   \n",
-       "6                                  Bundesliga      1. FSV Mainz 05   \n",
-       "7                                  Bundesliga         FC St. Pauli   \n",
-       "8                                  Bundesliga      1. FSV Mainz 05   \n",
-       "9                                  Bundesliga     1. FC Heidenheim   \n",
-       "10                        Club Friendly Games      SC Paderborn 07   \n",
-       "11                        Club Friendly Games      SC Paderborn 07   \n",
-       "12                        Club Friendly Games        VfL Osnabrück   \n",
-       "13                        Club Friendly Games     SV Werder Bremen   \n",
-       "14                                  DFB Pokal   1.FC Phönix Lübeck   \n",
-       "15  Bundesliga, Relegation/Promotion Playoffs        VfL Wolfsburg   \n",
-       "16  Bundesliga, Relegation/Promotion Playoffs      SC Paderborn 07   \n",
-       "\n",
-       "    home_score  away_score             away_team result  \n",
-       "0            1           0  Shabab Al-Ahli Dubai      W  \n",
-       "1            3           3               Udinese      D  \n",
-       "2            4           0              Paris FC      W  \n",
-       "3            2           1           Bournemouth      W  \n",
-       "4            0           9       1. FSV Mainz 05      W  \n",
-       "5            1           1       1. FSV Mainz 05      D  \n",
-       "6            3           4     FC Bayern München      L  \n",
-       "7            1           2       1. FSV Mainz 05      W  \n",
-       "8            1           3    1. FC Union Berlin      L  \n",
-       "9            0           2       1. FSV Mainz 05      W  \n",
-       "10           0           2       1. FC Magdeburg      L  \n",
-       "11           2           1           Southampton      W  \n",
-       "12           0           2       SC Paderborn 07      W  \n",
-       "13           2           2       SC Paderborn 07      D  \n",
-       "14           2           4       SC Paderborn 07      W  \n",
-       "15           0           0       SC Paderborn 07      D  \n",
-       "16           1           1         VfL Wolfsburg      D  "
+       "      category                 team                       date  \\\n",
+       "0      overall          FC Augsburg  2026-08-08T13:30:00+00:00   \n",
+       "1      overall          FC Augsburg  2026-08-15T14:00:00+00:00   \n",
+       "2      overall          FC Augsburg  2026-08-22T11:00:00+00:00   \n",
+       "3      overall          FC Augsburg  2026-08-30T15:30:00+00:00   \n",
+       "4      overall          FC Augsburg  2026-09-06T15:30:00+00:00   \n",
+       "5   bundesliga          FC Augsburg  2026-05-02T13:30:00+00:00   \n",
+       "6   bundesliga          FC Augsburg  2026-05-09T13:30:00+00:00   \n",
+       "7   bundesliga          FC Augsburg  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga          FC Augsburg  2026-08-30T15:30:00+00:00   \n",
+       "9   bundesliga          FC Augsburg  2026-09-06T15:30:00+00:00   \n",
+       "10     overall  Bayer 04 Leverkusen  2026-08-12T18:45:00+00:00   \n",
+       "11     overall  Bayer 04 Leverkusen  2026-08-15T14:00:00+00:00   \n",
+       "12     overall  Bayer 04 Leverkusen  2026-08-22T11:00:00+00:00   \n",
+       "13     overall  Bayer 04 Leverkusen  2026-08-29T13:30:00+00:00   \n",
+       "14     overall  Bayer 04 Leverkusen  2026-09-05T13:30:00+00:00   \n",
+       "15  bundesliga  Bayer 04 Leverkusen  2026-05-02T16:30:00+00:00   \n",
+       "16  bundesliga  Bayer 04 Leverkusen  2026-05-09T13:30:00+00:00   \n",
+       "17  bundesliga  Bayer 04 Leverkusen  2026-05-16T13:30:00+00:00   \n",
+       "18  bundesliga  Bayer 04 Leverkusen  2026-08-29T13:30:00+00:00   \n",
+       "19  bundesliga  Bayer 04 Leverkusen  2026-09-05T13:30:00+00:00   \n",
+       "\n",
+       "            competition            home_team  home_score  away_score  \\\n",
+       "0   Club Friendly Games          FC Augsburg           3           2   \n",
+       "1   Club Friendly Games         Leeds United           4           0   \n",
+       "2             DFB Pokal      Energie Cottbus           0           2   \n",
+       "3            Bundesliga          FC Augsburg           3           0   \n",
+       "4            Bundesliga  Eintracht Frankfurt           1           4   \n",
+       "5            Bundesliga     SV Werder Bremen           1           3   \n",
+       "6            Bundesliga          FC Augsburg           3           1   \n",
+       "7            Bundesliga   1. FC Union Berlin           4           0   \n",
+       "8            Bundesliga          FC Augsburg           3           0   \n",
+       "9            Bundesliga  Eintracht Frankfurt           1           4   \n",
+       "10  Club Friendly Games    Nottingham Forest           2           1   \n",
+       "11  Club Friendly Games     Newcastle United           1           2   \n",
+       "12            DFB Pokal   SV Wehen Wiesbaden           0           4   \n",
+       "13           Bundesliga     SV 07 Elversberg           3           2   \n",
+       "14           Bundesliga  Bayer 04 Leverkusen           4           0   \n",
+       "15           Bundesliga  Bayer 04 Leverkusen           4           1   \n",
+       "16           Bundesliga        VfB Stuttgart           3           1   \n",
+       "17           Bundesliga  Bayer 04 Leverkusen           1           1   \n",
+       "18           Bundesliga     SV 07 Elversberg           3           2   \n",
+       "19           Bundesliga  Bayer 04 Leverkusen           4           0   \n",
+       "\n",
+       "              away_team result  \n",
+       "0              Sassuolo      W  \n",
+       "1           FC Augsburg      L  \n",
+       "2           FC Augsburg      W  \n",
+       "3         FC Schalke 04      W  \n",
+       "4           FC Augsburg      W  \n",
+       "5           FC Augsburg      W  \n",
+       "6   Borussia M'gladbach      W  \n",
+       "7           FC Augsburg      L  \n",
+       "8         FC Schalke 04      W  \n",
+       "9           FC Augsburg      W  \n",
+       "10  Bayer 04 Leverkusen      L  \n",
+       "11  Bayer 04 Leverkusen      W  \n",
+       "12  Bayer 04 Leverkusen      W  \n",
+       "13  Bayer 04 Leverkusen      L  \n",
+       "14   1. FC Union Berlin      W  \n",
+       "15           RB Leipzig      W  \n",
+       "16  Bayer 04 Leverkusen      L  \n",
+       "17         Hamburger SV      D  \n",
+       "18  Bayer 04 Leverkusen      L  \n",
+       "19   1. FC Union Berlin      W  "
       ]
      },
      "metadata": {},
@@ -5897,11 +6128,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0OverallFC Augsburg2026-09-06T15:30:00+00:00Eintracht FrankfurtawayBundesliga
1BundesligaFC Augsburg2026-09-12T13:30:00+00:00Bayer 04 LeverkusenhomeBundesliga
2OverallBayer 04 Leverkusen2026-09-05T13:30:00+00:001. FC Union BerlinhomeBundesliga
3BundesligaBayer 04 Leverkusen2026-09-12T13:30:00+00:00FC AugsburgawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category                 team                       date  \\\n",
+       "0     Overall          FC Augsburg  2026-09-06T15:30:00+00:00   \n",
+       "1  Bundesliga          FC Augsburg  2026-09-12T13:30:00+00:00   \n",
+       "2     Overall  Bayer 04 Leverkusen  2026-09-05T13:30:00+00:00   \n",
+       "3  Bundesliga  Bayer 04 Leverkusen  2026-09-12T13:30:00+00:00   \n",
+       "\n",
+       "              opponent venue competition  \n",
+       "0  Eintracht Frankfurt  away  Bundesliga  \n",
+       "1  Bayer 04 Leverkusen  home  Bundesliga  \n",
+       "2   1. FC Union Berlin  home  Bundesliga  \n",
+       "3          FC Augsburg  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -5950,233 +6256,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      52\n",
-       "      SC Paderborn 07\n",
+       "      59\n",
+       "      FC Augsburg\n",
        "      Bundesliga\n",
-       "      Dennis Seimen\n",
-       "      G\n",
-       "      2\n",
-       "      8.35\n",
+       "      Anton Kade\n",
+       "      F\n",
+       "      4\n",
+       "      8.25\n",
        "    \n",
        "    \n",
-       "      53\n",
-       "      SC Paderborn 07\n",
+       "      18\n",
+       "      Bayer 04 Leverkusen\n",
        "      Bundesliga\n",
-       "      Calvin Brackelmann\n",
-       "      D\n",
-       "      2\n",
-       "      7.75\n",
+       "      Aleix García\n",
+       "      M\n",
+       "      5\n",
+       "      7.96\n",
        "    \n",
        "    \n",
-       "      54\n",
-       "      SC Paderborn 07\n",
+       "      19\n",
+       "      Bayer 04 Leverkusen\n",
        "      Bundesliga\n",
-       "      Laurin Curda\n",
-       "      M\n",
+       "      Miguel Gutiérrez\n",
+       "      D\n",
        "      2\n",
-       "      7.75\n",
+       "      7.90\n",
        "    \n",
        "    \n",
-       "      55\n",
-       "      SC Paderborn 07\n",
+       "      20\n",
+       "      Bayer 04 Leverkusen\n",
        "      Bundesliga\n",
-       "      Niklas Mohr\n",
-       "      D\n",
-       "      1\n",
-       "      7.60\n",
+       "      Alejandro Grimaldo\n",
+       "      M\n",
+       "      3\n",
+       "      7.67\n",
        "    \n",
        "    \n",
-       "      16\n",
-       "      1. FSV Mainz 05\n",
+       "      21\n",
+       "      Bayer 04 Leverkusen\n",
        "      Bundesliga\n",
-       "      Nadiem Amiri\n",
+       "      Exequiel Palacios\n",
        "      M\n",
-       "      5\n",
-       "      7.52\n",
+       "      3\n",
+       "      7.57\n",
        "    \n",
        "    \n",
-       "      56\n",
-       "      SC Paderborn 07\n",
+       "      22\n",
+       "      Bayer 04 Leverkusen\n",
        "      Bundesliga\n",
-       "      Santiago Castañeda\n",
-       "      M\n",
+       "      Facundo Medina\n",
+       "      D\n",
        "      2\n",
-       "      7.50\n",
+       "      7.55\n",
        "    \n",
        "    \n",
-       "      17\n",
-       "      1. FSV Mainz 05\n",
+       "      60\n",
+       "      FC Augsburg\n",
        "      Bundesliga\n",
-       "      Daniel Batz\n",
+       "      Finn Dahmen\n",
        "      G\n",
-       "      4\n",
+       "      5\n",
        "      7.38\n",
        "    \n",
        "    \n",
-       "      18\n",
-       "      1. FSV Mainz 05\n",
+       "      61\n",
+       "      FC Augsburg\n",
        "      Bundesliga\n",
-       "      Phillipp Mwene\n",
+       "      Fabian Rieder\n",
        "      M\n",
        "      5\n",
-       "      7.30\n",
+       "      7.34\n",
        "    \n",
        "    \n",
-       "      19\n",
-       "      1. FSV Mainz 05\n",
+       "      62\n",
+       "      FC Augsburg\n",
        "      Bundesliga\n",
-       "      Sheraldo Becker\n",
-       "      F\n",
-       "      5\n",
-       "      7.06\n",
+       "      Alexis Claude-Maurice\n",
+       "      M\n",
+       "      3\n",
+       "      7.17\n",
        "    \n",
        "    \n",
-       "      20\n",
-       "      1. FSV Mainz 05\n",
+       "      63\n",
+       "      FC Augsburg\n",
        "      Bundesliga\n",
-       "      Kacper Potulski\n",
+       "      Noahkai Banks\n",
        "      D\n",
        "      3\n",
-       "      7.03\n",
+       "      7.17\n",
        "    \n",
        "    \n",
-       "      0\n",
-       "      1. FSV Mainz 05\n",
+       "      41\n",
+       "      FC Augsburg\n",
        "      Overall\n",
-       "      Nadiem Amiri\n",
-       "      M\n",
-       "      1\n",
-       "      10.00\n",
+       "      Finn Dahmen\n",
+       "      G\n",
+       "      3\n",
+       "      8.60\n",
        "    \n",
        "    \n",
-       "      1\n",
-       "      1. FSV Mainz 05\n",
+       "      42\n",
+       "      FC Augsburg\n",
        "      Overall\n",
-       "      Phillip Tietz\n",
+       "      Anton Kade\n",
        "      F\n",
-       "      1\n",
-       "      10.00\n",
+       "      2\n",
+       "      8.30\n",
        "    \n",
        "    \n",
-       "      2\n",
-       "      1. FSV Mainz 05\n",
+       "      43\n",
+       "      FC Augsburg\n",
        "      Overall\n",
-       "      Dominik Kohr\n",
-       "      D\n",
+       "      Alexis Claude-Maurice\n",
+       "      M\n",
        "      1\n",
-       "      8.80\n",
+       "      7.90\n",
        "    \n",
        "    \n",
-       "      36\n",
-       "      SC Paderborn 07\n",
+       "      0\n",
+       "      Bayer 04 Leverkusen\n",
        "      Overall\n",
-       "      Santiago Castañeda\n",
+       "      Aleix García\n",
        "      M\n",
-       "      1\n",
-       "      8.50\n",
+       "      4\n",
+       "      7.65\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      1. FSV Mainz 05\n",
+       "      1\n",
+       "      Bayer 04 Leverkusen\n",
        "      Overall\n",
-       "      Anthony Caci\n",
+       "      Ibrahim Maza\n",
        "      M\n",
-       "      1\n",
-       "      8.10\n",
-       "    \n",
+       "      4\n",
+       "      7.55\n",
+       "    \n",
        "    \n",
-       "      4\n",
-       "      1. FSV Mainz 05\n",
+       "      44\n",
+       "      FC Augsburg\n",
        "      Overall\n",
-       "      Danny da Costa\n",
+       "      Chrislain Matsima\n",
        "      D\n",
-       "      1\n",
-       "      8.10\n",
+       "      3\n",
+       "      7.50\n",
        "    \n",
        "    \n",
-       "      37\n",
-       "      SC Paderborn 07\n",
+       "      45\n",
+       "      FC Augsburg\n",
        "      Overall\n",
-       "      Laurin Curda\n",
+       "      Fabian Rieder\n",
        "      M\n",
-       "      1\n",
-       "      7.90\n",
+       "      3\n",
+       "      7.40\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      SC Paderborn 07\n",
+       "      2\n",
+       "      Bayer 04 Leverkusen\n",
        "      Overall\n",
-       "      Mattes Hansen\n",
+       "      Miguel Gutiérrez\n",
        "      D\n",
-       "      1\n",
-       "      7.60\n",
+       "      4\n",
+       "      7.33\n",
        "    \n",
        "    \n",
-       "      39\n",
-       "      SC Paderborn 07\n",
+       "      3\n",
+       "      Bayer 04 Leverkusen\n",
        "      Overall\n",
-       "      Gabriel Vidović\n",
-       "      F\n",
-       "      1\n",
-       "      7.30\n",
+       "      Facundo Medina\n",
+       "      D\n",
+       "      3\n",
+       "      7.27\n",
        "    \n",
        "    \n",
-       "      40\n",
-       "      SC Paderborn 07\n",
+       "      4\n",
+       "      Bayer 04 Leverkusen\n",
        "      Overall\n",
-       "      Jano Ter-Horst\n",
-       "      D\n",
-       "      1\n",
-       "      7.30\n",
+       "      Nathan Tella\n",
+       "      F\n",
+       "      2\n",
+       "      7.05\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "               team    category         player_name position  rating_count  \\\n",
-       "52  SC Paderborn 07  Bundesliga       Dennis Seimen        G             2   \n",
-       "53  SC Paderborn 07  Bundesliga  Calvin Brackelmann        D             2   \n",
-       "54  SC Paderborn 07  Bundesliga        Laurin Curda        M             2   \n",
-       "55  SC Paderborn 07  Bundesliga         Niklas Mohr        D             1   \n",
-       "16  1. FSV Mainz 05  Bundesliga        Nadiem Amiri        M             5   \n",
-       "56  SC Paderborn 07  Bundesliga  Santiago Castañeda        M             2   \n",
-       "17  1. FSV Mainz 05  Bundesliga         Daniel Batz        G             4   \n",
-       "18  1. FSV Mainz 05  Bundesliga      Phillipp Mwene        M             5   \n",
-       "19  1. FSV Mainz 05  Bundesliga     Sheraldo Becker        F             5   \n",
-       "20  1. FSV Mainz 05  Bundesliga     Kacper Potulski        D             3   \n",
-       "0   1. FSV Mainz 05     Overall        Nadiem Amiri        M             1   \n",
-       "1   1. FSV Mainz 05     Overall       Phillip Tietz        F             1   \n",
-       "2   1. FSV Mainz 05     Overall        Dominik Kohr        D             1   \n",
-       "36  SC Paderborn 07     Overall  Santiago Castañeda        M             1   \n",
-       "3   1. FSV Mainz 05     Overall        Anthony Caci        M             1   \n",
-       "4   1. FSV Mainz 05     Overall      Danny da Costa        D             1   \n",
-       "37  SC Paderborn 07     Overall        Laurin Curda        M             1   \n",
-       "38  SC Paderborn 07     Overall       Mattes Hansen        D             1   \n",
-       "39  SC Paderborn 07     Overall     Gabriel Vidović        F             1   \n",
-       "40  SC Paderborn 07     Overall      Jano Ter-Horst        D             1   \n",
+       "                   team    category            player_name position  \\\n",
+       "59          FC Augsburg  Bundesliga             Anton Kade        F   \n",
+       "18  Bayer 04 Leverkusen  Bundesliga           Aleix García        M   \n",
+       "19  Bayer 04 Leverkusen  Bundesliga       Miguel Gutiérrez        D   \n",
+       "20  Bayer 04 Leverkusen  Bundesliga     Alejandro Grimaldo        M   \n",
+       "21  Bayer 04 Leverkusen  Bundesliga      Exequiel Palacios        M   \n",
+       "22  Bayer 04 Leverkusen  Bundesliga         Facundo Medina        D   \n",
+       "60          FC Augsburg  Bundesliga            Finn Dahmen        G   \n",
+       "61          FC Augsburg  Bundesliga          Fabian Rieder        M   \n",
+       "62          FC Augsburg  Bundesliga  Alexis Claude-Maurice        M   \n",
+       "63          FC Augsburg  Bundesliga          Noahkai Banks        D   \n",
+       "41          FC Augsburg     Overall            Finn Dahmen        G   \n",
+       "42          FC Augsburg     Overall             Anton Kade        F   \n",
+       "43          FC Augsburg     Overall  Alexis Claude-Maurice        M   \n",
+       "0   Bayer 04 Leverkusen     Overall           Aleix García        M   \n",
+       "1   Bayer 04 Leverkusen     Overall           Ibrahim Maza        M   \n",
+       "44          FC Augsburg     Overall      Chrislain Matsima        D   \n",
+       "45          FC Augsburg     Overall          Fabian Rieder        M   \n",
+       "2   Bayer 04 Leverkusen     Overall       Miguel Gutiérrez        D   \n",
+       "3   Bayer 04 Leverkusen     Overall         Facundo Medina        D   \n",
+       "4   Bayer 04 Leverkusen     Overall           Nathan Tella        F   \n",
        "\n",
-       "    average_rating  \n",
-       "52            8.35  \n",
-       "53            7.75  \n",
-       "54            7.75  \n",
-       "55            7.60  \n",
-       "16            7.52  \n",
-       "56            7.50  \n",
-       "17            7.38  \n",
-       "18            7.30  \n",
-       "19            7.06  \n",
-       "20            7.03  \n",
-       "0            10.00  \n",
-       "1            10.00  \n",
-       "2             8.80  \n",
-       "36            8.50  \n",
-       "3             8.10  \n",
-       "4             8.10  \n",
-       "37            7.90  \n",
-       "38            7.60  \n",
-       "39            7.30  \n",
-       "40            7.30  "
+       "    rating_count  average_rating  \n",
+       "59             4            8.25  \n",
+       "18             5            7.96  \n",
+       "19             2            7.90  \n",
+       "20             3            7.67  \n",
+       "21             3            7.57  \n",
+       "22             2            7.55  \n",
+       "60             5            7.38  \n",
+       "61             5            7.34  \n",
+       "62             3            7.17  \n",
+       "63             3            7.17  \n",
+       "41             3            8.60  \n",
+       "42             2            8.30  \n",
+       "43             1            7.90  \n",
+       "0              4            7.65  \n",
+       "1              4            7.55  \n",
+       "44             3            7.50  \n",
+       "45             3            7.40  \n",
+       "2              4            7.33  \n",
+       "3              3            7.27  \n",
+       "4              2            7.05  "
       ]
      },
      "metadata": {},
@@ -6209,7 +6515,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FSV Mainz 05** — formation **3-5-2**"
+       "**FC Augsburg** — formation **3-4-3**"
       ],
       "text/plain": [
        ""
@@ -6221,7 +6527,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Paderborn** — formation **3-4-3**"
+       "**Bayer 04 Leverkusen** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -6245,7 +6551,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FSV Mainz 05** — formation **5-3-2**"
+       "**FC Augsburg** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -6257,7 +6563,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Paderborn 07** — formation **3-4-2-1**"
+       "**Bayer 04 Leverkusen** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -6281,7 +6587,7 @@
     {
      "data": {
       "text/markdown": [
-       "**1. FSV Mainz 05** — formation **3-3-2-2**"
+       "**FC Augsburg** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -6293,7 +6599,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Paderborn 07** — formation **3-4-2-1**"
+       "**Bayer 04 Leverkusen** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -6317,7 +6623,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FSV Mainz 05** — formation **3-5-2**"
+       "**FC Augsburg** — formation **5-3-2**"
       ],
       "text/plain": [
        ""
@@ -6329,7 +6635,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Paderborn** — formation **3-4-2-1**"
+       "**Bayer Leverkusen** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -6341,7 +6647,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_04_1-fsv-mainz-05-vs-sc-paderborn-07.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_04_fc-augsburg-vs-bayer-04-leverkusen.html`"
       ],
       "text/plain": [
        ""
@@ -6354,7 +6660,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 5. RB Leipzig vs Borussia M'gladbach"
+       "## 5. SC Freiburg vs Borussia M'gladbach"
       ],
       "text/plain": [
        ""
@@ -6415,13 +6721,13 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      RB Leipzig\n",
-       "      2.048\n",
+       "      SC Freiburg\n",
+       "      1.930\n",
        "    \n",
        "    \n",
        "      1\n",
        "      Borussia M'gladbach\n",
-       "      0.745\n",
+       "      0.844\n",
        "    \n",
        "  \n",
        "\n",
@@ -6429,8 +6735,8 @@
       ],
       "text/plain": [
        "                  team  expected match points\n",
-       "0           RB Leipzig                  2.048\n",
-       "1  Borussia M'gladbach                  0.745"
+       "0          SC Freiburg                  1.930\n",
+       "1  Borussia M'gladbach                  0.844"
       ]
      },
      "metadata": {},
@@ -6479,19 +6785,19 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      Borussia M'gladbach\n",
-       "      5\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      SC Freiburg\n",
+       "      2\n",
+       "      2\n",
+       "      6\n",
+       "      4\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      RB Leipzig\n",
-       "      10\n",
-       "      0\n",
-       "      0\n",
+       "      Borussia M'gladbach\n",
+       "      17\n",
+       "      2\n",
        "      0\n",
+       "      -4\n",
        "    \n",
        "  \n",
        "\n",
@@ -6499,8 +6805,8 @@
       ],
       "text/plain": [
        "                  team  position  matches  points  goal_difference\n",
-       "0  Borussia M'gladbach         5        0       0                0\n",
-       "1           RB Leipzig        10        0       0                0"
+       "0          SC Freiburg         2        2       6                4\n",
+       "1  Borussia M'gladbach        17        2       0               -4"
       ]
      },
      "metadata": {},
@@ -6549,123 +6855,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      314\n",
+       "      303\n",
        "      Hugo Bolin\n",
        "      Borussia M'gladbach\n",
        "      3\n",
-       "      0.745249\n",
+       "      0.844426\n",
        "      1.0\n",
-       "      6.856287\n",
+       "      70.891280\n",
        "    \n",
        "    \n",
-       "      307\n",
-       "      Lukas Ullrich\n",
+       "      284\n",
+       "      Moritz Nicolas\n",
        "      Borussia M'gladbach\n",
-       "      2\n",
-       "      0.745249\n",
+       "      1\n",
+       "      0.844426\n",
        "      1.0\n",
-       "      6.111038\n",
+       "      63.286732\n",
        "    \n",
        "    \n",
-       "      317\n",
-       "      Daiki Hashioka\n",
+       "      298\n",
+       "      Franck Honorat\n",
        "      Borussia M'gladbach\n",
-       "      2\n",
-       "      0.745249\n",
+       "      3\n",
+       "      0.844426\n",
        "      1.0\n",
-       "      5.887464\n",
+       "      61.934813\n",
        "    \n",
        "    \n",
-       "      299\n",
+       "      288\n",
        "      Philipp Sander\n",
        "      Borussia M'gladbach\n",
        "      3\n",
-       "      0.745249\n",
+       "      0.844426\n",
        "      1.0\n",
-       "      5.738414\n",
+       "      58.892994\n",
        "    \n",
        "    \n",
-       "      312\n",
-       "      Kevin Diks\n",
+       "      283\n",
+       "      Tim Kleindienst\n",
        "      Borussia M'gladbach\n",
-       "      2\n",
-       "      0.745249\n",
+       "      4\n",
+       "      0.844426\n",
        "      1.0\n",
-       "      5.589364\n",
+       "      56.780620\n",
        "    \n",
        "    \n",
-       "      267\n",
-       "      Willi Orban\n",
-       "      RB Leipzig\n",
-       "      2\n",
-       "      2.047955\n",
+       "      372\n",
+       "      Igor Matanović\n",
+       "      SC Freiburg\n",
+       "      4\n",
+       "      1.929739\n",
        "      1.0\n",
-       "      15.974047\n",
+       "      161.233105\n",
        "    \n",
        "    \n",
-       "      276\n",
-       "      Brajan Gruda\n",
-       "      RB Leipzig\n",
-       "      3\n",
-       "      2.047955\n",
+       "      358\n",
+       "      Matthias Ginter\n",
+       "      SC Freiburg\n",
+       "      2\n",
+       "      1.929739\n",
        "      1.0\n",
-       "      15.359660\n",
+       "      142.889218\n",
        "    \n",
        "    \n",
-       "      271\n",
-       "      Ridle  Baku\n",
-       "      RB Leipzig\n",
+       "      366\n",
+       "      Philipp Lienhart\n",
+       "      SC Freiburg\n",
        "      2\n",
-       "      2.047955\n",
+       "      1.929739\n",
        "      1.0\n",
-       "      15.093426\n",
+       "      141.344470\n",
        "    \n",
        "    \n",
-       "      289\n",
-       "      Ezechiel Banzuzi\n",
-       "      RB Leipzig\n",
+       "      362\n",
+       "      Maximilian Eggestein\n",
+       "      SC Freiburg\n",
        "      3\n",
-       "      2.047955\n",
+       "      1.929739\n",
        "      1.0\n",
-       "      14.950069\n",
+       "      140.572096\n",
        "    \n",
        "    \n",
-       "      273\n",
-       "      David Raum\n",
-       "      RB Leipzig\n",
-       "      2\n",
-       "      2.047955\n",
+       "      379\n",
+       "      Yuito Suzuki\n",
+       "      SC Freiburg\n",
+       "      3\n",
+       "      1.929739\n",
        "      1.0\n",
-       "      14.847671\n",
+       "      137.289506\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                 name         team_display  position  expected_match_points  \\\n",
-       "314        Hugo Bolin  Borussia M'gladbach         3               0.745249   \n",
-       "307     Lukas Ullrich  Borussia M'gladbach         2               0.745249   \n",
-       "317    Daiki Hashioka  Borussia M'gladbach         2               0.745249   \n",
-       "299    Philipp Sander  Borussia M'gladbach         3               0.745249   \n",
-       "312        Kevin Diks  Borussia M'gladbach         2               0.745249   \n",
-       "267       Willi Orban           RB Leipzig         2               2.047955   \n",
-       "276      Brajan Gruda           RB Leipzig         3               2.047955   \n",
-       "271       Ridle  Baku           RB Leipzig         2               2.047955   \n",
-       "289  Ezechiel Banzuzi           RB Leipzig         3               2.047955   \n",
-       "273        David Raum           RB Leipzig         2               2.047955   \n",
+       "                     name         team_display  position  \\\n",
+       "303            Hugo Bolin  Borussia M'gladbach         3   \n",
+       "284        Moritz Nicolas  Borussia M'gladbach         1   \n",
+       "298        Franck Honorat  Borussia M'gladbach         3   \n",
+       "288        Philipp Sander  Borussia M'gladbach         3   \n",
+       "283       Tim Kleindienst  Borussia M'gladbach         4   \n",
+       "372        Igor Matanović          SC Freiburg         4   \n",
+       "358       Matthias Ginter          SC Freiburg         2   \n",
+       "366      Philipp Lienhart          SC Freiburg         2   \n",
+       "362  Maximilian Eggestein          SC Freiburg         3   \n",
+       "379          Yuito Suzuki          SC Freiburg         3   \n",
        "\n",
-       "     starting_chance      score  \n",
-       "314              1.0   6.856287  \n",
-       "307              1.0   6.111038  \n",
-       "317              1.0   5.887464  \n",
-       "299              1.0   5.738414  \n",
-       "312              1.0   5.589364  \n",
-       "267              1.0  15.974047  \n",
-       "276              1.0  15.359660  \n",
-       "271              1.0  15.093426  \n",
-       "289              1.0  14.950069  \n",
-       "273              1.0  14.847671  "
+       "     expected_match_points  starting_chance       score  \n",
+       "303               0.844426              1.0   70.891280  \n",
+       "284               0.844426              1.0   63.286732  \n",
+       "298               0.844426              1.0   61.934813  \n",
+       "288               0.844426              1.0   58.892994  \n",
+       "283               0.844426              1.0   56.780620  \n",
+       "372               1.929739              1.0  161.233105  \n",
+       "358               1.929739              1.0  142.889218  \n",
+       "366               1.929739              1.0  141.344470  \n",
+       "362               1.929739              1.0  140.572096  \n",
+       "379               1.929739              1.0  137.289506  "
       ]
      },
      "metadata": {},
@@ -6719,149 +7025,125 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      RB Leipzig\n",
-       "      2026-07-25T09:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      RB Leipzig\n",
+       "      SC Freiburg\n",
+       "      2026-08-20T18:30:00+00:00\n",
+       "      UEFA Europa Conference League, Qualification P...\n",
+       "      Motherwell\n",
        "      1\n",
-       "      0\n",
-       "      FC Ingolstadt 04\n",
+       "      3\n",
+       "      SC Freiburg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      RB Leipzig\n",
-       "      2026-08-01T09:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      RB Leipzig\n",
-       "      4\n",
-       "      0\n",
-       "      SC Verl\n",
+       "      SC Freiburg\n",
+       "      2026-08-23T16:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Fortuna Düsseldorf\n",
+       "      1\n",
+       "      5\n",
+       "      SC Freiburg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      RB Leipzig\n",
-       "      2026-08-08T13:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Leeds United\n",
+       "      SC Freiburg\n",
+       "      2026-08-27T16:45:00+00:00\n",
+       "      UEFA Europa Conference League, Qualification P...\n",
+       "      SC Freiburg\n",
+       "      4\n",
        "      1\n",
-       "      0\n",
-       "      RB Leipzig\n",
-       "      L\n",
+       "      Motherwell\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      RB Leipzig\n",
-       "      2026-08-15T13:30:00+00:00\n",
-       "      Telekom Cup\n",
-       "      FC Bayern München\n",
-       "      3\n",
+       "      SC Freiburg\n",
+       "      2026-08-30T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SC Freiburg\n",
+       "      4\n",
        "      1\n",
-       "      RB Leipzig\n",
-       "      L\n",
+       "      SV Werder Bremen\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      RB Leipzig\n",
-       "      2026-08-22T16:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      Eintracht Trier\n",
+       "      SC Freiburg\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SC Paderborn 07\n",
        "      0\n",
-       "      6\n",
-       "      RB Leipzig\n",
+       "      1\n",
+       "      SC Freiburg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-04-18T16:30:00+00:00\n",
+       "      SC Freiburg\n",
+       "      2026-05-03T17:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
+       "      SC Freiburg\n",
        "      1\n",
-       "      3\n",
-       "      RB Leipzig\n",
-       "      W\n",
+       "      1\n",
+       "      VfL Wolfsburg\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-04-24T18:30:00+00:00\n",
+       "      SC Freiburg\n",
+       "      2026-05-10T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      RB Leipzig\n",
+       "      Hamburger SV\n",
        "      3\n",
-       "      1\n",
-       "      1. FC Union Berlin\n",
-       "      W\n",
+       "      2\n",
+       "      SC Freiburg\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-05-02T16:30:00+00:00\n",
+       "      SC Freiburg\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
+       "      SC Freiburg\n",
        "      4\n",
        "      1\n",
        "      RB Leipzig\n",
-       "      L\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-05-09T13:30:00+00:00\n",
+       "      SC Freiburg\n",
+       "      2026-08-30T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      RB Leipzig\n",
-       "      2\n",
+       "      SC Freiburg\n",
+       "      4\n",
        "      1\n",
-       "      FC St. Pauli\n",
+       "      SV Werder Bremen\n",
        "      W\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      RB Leipzig\n",
-       "      2026-05-16T13:30:00+00:00\n",
-       "      Bundesliga\n",
        "      SC Freiburg\n",
-       "      4\n",
-       "      1\n",
-       "      RB Leipzig\n",
-       "      L\n",
-       "    \n",
-       "    \n",
-       "      10\n",
-       "      overall\n",
-       "      Borussia M'gladbach\n",
-       "      2026-08-01T12:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      FC Hansa Rostock\n",
-       "      1\n",
-       "      3\n",
-       "      Borussia M'gladbach\n",
-       "      W\n",
-       "    \n",
-       "    \n",
-       "      11\n",
-       "      overall\n",
-       "      Borussia M'gladbach\n",
-       "      2026-08-07T14:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      TSG Hoffenheim\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SC Paderborn 07\n",
+       "      0\n",
        "      1\n",
-       "      4\n",
-       "      Borussia M'gladbach\n",
+       "      SC Freiburg\n",
        "      W\n",
        "    \n",
        "    \n",
-       "      12\n",
+       "      10\n",
        "      overall\n",
        "      Borussia M'gladbach\n",
        "      2026-08-12T16:00:00+00:00\n",
@@ -6873,7 +7155,7 @@
        "      W\n",
        "    \n",
        "    \n",
-       "      13\n",
+       "      11\n",
        "      overall\n",
        "      Borussia M'gladbach\n",
        "      2026-08-15T13:30:00+00:00\n",
@@ -6885,7 +7167,7 @@
        "      W\n",
        "    \n",
        "    \n",
-       "      14\n",
+       "      12\n",
        "      overall\n",
        "      Borussia M'gladbach\n",
        "      2026-08-23T13:30:00+00:00\n",
@@ -6897,31 +7179,31 @@
        "      W\n",
        "    \n",
        "    \n",
-       "      15\n",
-       "      bundesliga\n",
+       "      13\n",
+       "      overall\n",
        "      Borussia M'gladbach\n",
-       "      2026-04-19T17:30:00+00:00\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
+       "      RB Leipzig\n",
+       "      3\n",
+       "      0\n",
        "      Borussia M'gladbach\n",
-       "      1\n",
-       "      1\n",
-       "      1. FSV Mainz 05\n",
-       "      D\n",
+       "      L\n",
        "    \n",
        "    \n",
-       "      16\n",
-       "      bundesliga\n",
+       "      14\n",
+       "      overall\n",
        "      Borussia M'gladbach\n",
-       "      2026-04-25T13:30:00+00:00\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      VfL Wolfsburg\n",
-       "      0\n",
-       "      0\n",
        "      Borussia M'gladbach\n",
-       "      D\n",
+       "      3\n",
+       "      4\n",
+       "      SV 07 Elversberg\n",
+       "      L\n",
        "    \n",
        "    \n",
-       "      17\n",
+       "      15\n",
        "      bundesliga\n",
        "      Borussia M'gladbach\n",
        "      2026-05-03T15:30:00+00:00\n",
@@ -6933,7 +7215,7 @@
        "      W\n",
        "    \n",
        "    \n",
-       "      18\n",
+       "      16\n",
        "      bundesliga\n",
        "      Borussia M'gladbach\n",
        "      2026-05-09T13:30:00+00:00\n",
@@ -6945,7 +7227,7 @@
        "      L\n",
        "    \n",
        "    \n",
-       "      19\n",
+       "      17\n",
        "      bundesliga\n",
        "      Borussia M'gladbach\n",
        "      2026-05-16T13:30:00+00:00\n",
@@ -6956,76 +7238,100 @@
        "      TSG Hoffenheim\n",
        "      W\n",
        "    \n",
+       "    \n",
+       "      18\n",
+       "      bundesliga\n",
+       "      Borussia M'gladbach\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      RB Leipzig\n",
+       "      3\n",
+       "      0\n",
+       "      Borussia M'gladbach\n",
+       "      L\n",
+       "    \n",
+       "    \n",
+       "      19\n",
+       "      bundesliga\n",
+       "      Borussia M'gladbach\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Borussia M'gladbach\n",
+       "      3\n",
+       "      4\n",
+       "      SV 07 Elversberg\n",
+       "      L\n",
+       "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
        "      category                 team                       date  \\\n",
-       "0      overall           RB Leipzig  2026-07-25T09:30:00+00:00   \n",
-       "1      overall           RB Leipzig  2026-08-01T09:30:00+00:00   \n",
-       "2      overall           RB Leipzig  2026-08-08T13:00:00+00:00   \n",
-       "3      overall           RB Leipzig  2026-08-15T13:30:00+00:00   \n",
-       "4      overall           RB Leipzig  2026-08-22T16:00:00+00:00   \n",
-       "5   bundesliga           RB Leipzig  2026-04-18T16:30:00+00:00   \n",
-       "6   bundesliga           RB Leipzig  2026-04-24T18:30:00+00:00   \n",
-       "7   bundesliga           RB Leipzig  2026-05-02T16:30:00+00:00   \n",
-       "8   bundesliga           RB Leipzig  2026-05-09T13:30:00+00:00   \n",
-       "9   bundesliga           RB Leipzig  2026-05-16T13:30:00+00:00   \n",
-       "10     overall  Borussia M'gladbach  2026-08-01T12:00:00+00:00   \n",
-       "11     overall  Borussia M'gladbach  2026-08-07T14:00:00+00:00   \n",
-       "12     overall  Borussia M'gladbach  2026-08-12T16:00:00+00:00   \n",
-       "13     overall  Borussia M'gladbach  2026-08-15T13:30:00+00:00   \n",
-       "14     overall  Borussia M'gladbach  2026-08-23T13:30:00+00:00   \n",
-       "15  bundesliga  Borussia M'gladbach  2026-04-19T17:30:00+00:00   \n",
-       "16  bundesliga  Borussia M'gladbach  2026-04-25T13:30:00+00:00   \n",
-       "17  bundesliga  Borussia M'gladbach  2026-05-03T15:30:00+00:00   \n",
-       "18  bundesliga  Borussia M'gladbach  2026-05-09T13:30:00+00:00   \n",
-       "19  bundesliga  Borussia M'gladbach  2026-05-16T13:30:00+00:00   \n",
-       "\n",
-       "            competition            home_team  home_score  away_score  \\\n",
-       "0   Club Friendly Games           RB Leipzig           1           0   \n",
-       "1   Club Friendly Games           RB Leipzig           4           0   \n",
-       "2   Club Friendly Games         Leeds United           1           0   \n",
-       "3           Telekom Cup    FC Bayern München           3           1   \n",
-       "4             DFB Pokal      Eintracht Trier           0           6   \n",
-       "5            Bundesliga  Eintracht Frankfurt           1           3   \n",
-       "6            Bundesliga           RB Leipzig           3           1   \n",
-       "7            Bundesliga  Bayer 04 Leverkusen           4           1   \n",
-       "8            Bundesliga           RB Leipzig           2           1   \n",
-       "9            Bundesliga          SC Freiburg           4           1   \n",
-       "10  Club Friendly Games     FC Hansa Rostock           1           3   \n",
-       "11  Club Friendly Games       TSG Hoffenheim           1           4   \n",
-       "12  Club Friendly Games         SSVg Velbert           0           8   \n",
-       "13  Club Friendly Games  Borussia M'gladbach           2           1   \n",
-       "14            DFB Pokal     TSV Schott Mainz           0           5   \n",
-       "15           Bundesliga  Borussia M'gladbach           1           1   \n",
-       "16           Bundesliga        VfL Wolfsburg           0           0   \n",
-       "17           Bundesliga  Borussia M'gladbach           1           0   \n",
-       "18           Bundesliga          FC Augsburg           3           1   \n",
-       "19           Bundesliga  Borussia M'gladbach           4           0   \n",
-       "\n",
-       "              away_team result  \n",
-       "0      FC Ingolstadt 04      W  \n",
-       "1               SC Verl      W  \n",
-       "2            RB Leipzig      L  \n",
-       "3            RB Leipzig      L  \n",
-       "4            RB Leipzig      W  \n",
-       "5            RB Leipzig      W  \n",
-       "6    1. FC Union Berlin      W  \n",
-       "7            RB Leipzig      L  \n",
-       "8          FC St. Pauli      W  \n",
-       "9            RB Leipzig      L  \n",
-       "10  Borussia M'gladbach      W  \n",
-       "11  Borussia M'gladbach      W  \n",
-       "12  Borussia M'gladbach      W  \n",
-       "13          Aston Villa      W  \n",
-       "14  Borussia M'gladbach      W  \n",
-       "15      1. FSV Mainz 05      D  \n",
-       "16  Borussia M'gladbach      D  \n",
-       "17    Borussia Dortmund      W  \n",
-       "18  Borussia M'gladbach      L  \n",
-       "19       TSG Hoffenheim      W  "
+       "0      overall          SC Freiburg  2026-08-20T18:30:00+00:00   \n",
+       "1      overall          SC Freiburg  2026-08-23T16:00:00+00:00   \n",
+       "2      overall          SC Freiburg  2026-08-27T16:45:00+00:00   \n",
+       "3      overall          SC Freiburg  2026-08-30T13:30:00+00:00   \n",
+       "4      overall          SC Freiburg  2026-09-05T13:30:00+00:00   \n",
+       "5   bundesliga          SC Freiburg  2026-05-03T17:30:00+00:00   \n",
+       "6   bundesliga          SC Freiburg  2026-05-10T13:30:00+00:00   \n",
+       "7   bundesliga          SC Freiburg  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga          SC Freiburg  2026-08-30T13:30:00+00:00   \n",
+       "9   bundesliga          SC Freiburg  2026-09-05T13:30:00+00:00   \n",
+       "10     overall  Borussia M'gladbach  2026-08-12T16:00:00+00:00   \n",
+       "11     overall  Borussia M'gladbach  2026-08-15T13:30:00+00:00   \n",
+       "12     overall  Borussia M'gladbach  2026-08-23T13:30:00+00:00   \n",
+       "13     overall  Borussia M'gladbach  2026-08-29T13:30:00+00:00   \n",
+       "14     overall  Borussia M'gladbach  2026-09-05T13:30:00+00:00   \n",
+       "15  bundesliga  Borussia M'gladbach  2026-05-03T15:30:00+00:00   \n",
+       "16  bundesliga  Borussia M'gladbach  2026-05-09T13:30:00+00:00   \n",
+       "17  bundesliga  Borussia M'gladbach  2026-05-16T13:30:00+00:00   \n",
+       "18  bundesliga  Borussia M'gladbach  2026-08-29T13:30:00+00:00   \n",
+       "19  bundesliga  Borussia M'gladbach  2026-09-05T13:30:00+00:00   \n",
+       "\n",
+       "                                          competition            home_team  \\\n",
+       "0   UEFA Europa Conference League, Qualification P...           Motherwell   \n",
+       "1                                           DFB Pokal   Fortuna Düsseldorf   \n",
+       "2   UEFA Europa Conference League, Qualification P...          SC Freiburg   \n",
+       "3                                          Bundesliga          SC Freiburg   \n",
+       "4                                          Bundesliga      SC Paderborn 07   \n",
+       "5                                          Bundesliga          SC Freiburg   \n",
+       "6                                          Bundesliga         Hamburger SV   \n",
+       "7                                          Bundesliga          SC Freiburg   \n",
+       "8                                          Bundesliga          SC Freiburg   \n",
+       "9                                          Bundesliga      SC Paderborn 07   \n",
+       "10                                Club Friendly Games         SSVg Velbert   \n",
+       "11                                Club Friendly Games  Borussia M'gladbach   \n",
+       "12                                          DFB Pokal     TSV Schott Mainz   \n",
+       "13                                         Bundesliga           RB Leipzig   \n",
+       "14                                         Bundesliga  Borussia M'gladbach   \n",
+       "15                                         Bundesliga  Borussia M'gladbach   \n",
+       "16                                         Bundesliga          FC Augsburg   \n",
+       "17                                         Bundesliga  Borussia M'gladbach   \n",
+       "18                                         Bundesliga           RB Leipzig   \n",
+       "19                                         Bundesliga  Borussia M'gladbach   \n",
+       "\n",
+       "    home_score  away_score            away_team result  \n",
+       "0            1           3          SC Freiburg      W  \n",
+       "1            1           5          SC Freiburg      W  \n",
+       "2            4           1           Motherwell      W  \n",
+       "3            4           1     SV Werder Bremen      W  \n",
+       "4            0           1          SC Freiburg      W  \n",
+       "5            1           1        VfL Wolfsburg      D  \n",
+       "6            3           2          SC Freiburg      L  \n",
+       "7            4           1           RB Leipzig      W  \n",
+       "8            4           1     SV Werder Bremen      W  \n",
+       "9            0           1          SC Freiburg      W  \n",
+       "10           0           8  Borussia M'gladbach      W  \n",
+       "11           2           1          Aston Villa      W  \n",
+       "12           0           5  Borussia M'gladbach      W  \n",
+       "13           3           0  Borussia M'gladbach      L  \n",
+       "14           3           4     SV 07 Elversberg      L  \n",
+       "15           1           0    Borussia Dortmund      W  \n",
+       "16           3           1  Borussia M'gladbach      L  \n",
+       "17           4           0       TSG Hoffenheim      W  \n",
+       "18           3           0  Borussia M'gladbach      L  \n",
+       "19           3           4     SV 07 Elversberg      L  "
       ]
      },
      "metadata": {},
@@ -7045,11 +7351,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0OverallSC Freiburg2026-09-05T13:30:00+00:00SC Paderborn 07awayBundesliga
1BundesligaSC Freiburg2026-09-12T13:30:00+00:00Borussia M'gladbachhomeBundesliga
2OverallBorussia M'gladbach2026-09-05T13:30:00+00:00SV 07 ElversberghomeBundesliga
3BundesligaBorussia M'gladbach2026-09-12T13:30:00+00:00SC FreiburgawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category                 team                       date  \\\n",
+       "0     Overall          SC Freiburg  2026-09-05T13:30:00+00:00   \n",
+       "1  Bundesliga          SC Freiburg  2026-09-12T13:30:00+00:00   \n",
+       "2     Overall  Borussia M'gladbach  2026-09-05T13:30:00+00:00   \n",
+       "3  Bundesliga  Borussia M'gladbach  2026-09-12T13:30:00+00:00   \n",
+       "\n",
+       "              opponent venue competition  \n",
+       "0      SC Paderborn 07  away  Bundesliga  \n",
+       "1  Borussia M'gladbach  home  Bundesliga  \n",
+       "2     SV 07 Elversberg  home  Bundesliga  \n",
+       "3          SC Freiburg  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -7098,233 +7479,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      62\n",
-       "      Borussia M'gladbach\n",
+       "      61\n",
+       "      SC Freiburg\n",
        "      Bundesliga\n",
-       "      Moritz Nicolas\n",
-       "      G\n",
+       "      Igor Matanović\n",
+       "      F\n",
        "      5\n",
-       "      7.54\n",
+       "      8.02\n",
        "    \n",
        "    \n",
-       "      63\n",
+       "      18\n",
        "      Borussia M'gladbach\n",
        "      Bundesliga\n",
        "      Rocco Reitz\n",
        "      M\n",
-       "      4\n",
-       "      7.53\n",
-       "    \n",
-       "    \n",
-       "      25\n",
-       "      RB Leipzig\n",
-       "      Bundesliga\n",
-       "      Yan Diomande\n",
-       "      F\n",
-       "      5\n",
-       "      7.46\n",
+       "      2\n",
+       "      7.65\n",
        "    \n",
        "    \n",
-       "      26\n",
-       "      RB Leipzig\n",
+       "      62\n",
+       "      SC Freiburg\n",
        "      Bundesliga\n",
-       "      Xaver Schlager\n",
+       "      Yuito Suzuki\n",
        "      M\n",
        "      3\n",
-       "      7.37\n",
+       "      7.43\n",
        "    \n",
        "    \n",
-       "      27\n",
-       "      RB Leipzig\n",
+       "      19\n",
+       "      Borussia M'gladbach\n",
        "      Bundesliga\n",
-       "      El Chadaille Bitshiabu\n",
-       "      D\n",
-       "      3\n",
-       "      7.33\n",
+       "      Moritz Nicolas\n",
+       "      G\n",
+       "      5\n",
+       "      7.40\n",
        "    \n",
        "    \n",
-       "      64\n",
+       "      20\n",
        "      Borussia M'gladbach\n",
        "      Bundesliga\n",
        "      Nico Elvedi\n",
        "      D\n",
-       "      4\n",
-       "      7.33\n",
+       "      2\n",
+       "      7.40\n",
        "    \n",
        "    \n",
-       "      65\n",
+       "      21\n",
        "      Borussia M'gladbach\n",
        "      Bundesliga\n",
-       "      Kevin Diks\n",
-       "      D\n",
-       "      4\n",
-       "      7.25\n",
+       "      Hugo Bolin\n",
+       "      M\n",
+       "      5\n",
+       "      7.38\n",
        "    \n",
        "    \n",
-       "      28\n",
-       "      RB Leipzig\n",
+       "      63\n",
+       "      SC Freiburg\n",
        "      Bundesliga\n",
-       "      Willi Orbán\n",
+       "      Matthias Ginter\n",
        "      D\n",
-       "      4\n",
-       "      7.23\n",
+       "      5\n",
+       "      7.36\n",
        "    \n",
        "    \n",
-       "      29\n",
-       "      RB Leipzig\n",
+       "      64\n",
+       "      SC Freiburg\n",
        "      Bundesliga\n",
-       "      Lukas Klostermann\n",
+       "      Philipp Lienhart\n",
        "      D\n",
-       "      1\n",
-       "      7.20\n",
+       "      5\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      66\n",
+       "      22\n",
        "      Borussia M'gladbach\n",
        "      Bundesliga\n",
-       "      Kevin Stöger\n",
+       "      Haris Tabaković\n",
+       "      F\n",
+       "      2\n",
+       "      7.25\n",
+       "    \n",
+       "    \n",
+       "      65\n",
+       "      SC Freiburg\n",
+       "      Bundesliga\n",
+       "      Johan Manzambi\n",
        "      M\n",
-       "      5\n",
-       "      7.06\n",
+       "      3\n",
+       "      7.23\n",
        "    \n",
        "    \n",
-       "      46\n",
+       "      0\n",
        "      Borussia M'gladbach\n",
        "      Overall\n",
        "      Hugo Bolin\n",
        "      M\n",
-       "      1\n",
-       "      9.20\n",
+       "      3\n",
+       "      8.40\n",
        "    \n",
        "    \n",
-       "      47\n",
-       "      Borussia M'gladbach\n",
+       "      42\n",
+       "      SC Freiburg\n",
        "      Overall\n",
-       "      Lukas Ullrich\n",
-       "      D\n",
-       "      1\n",
-       "      8.20\n",
+       "      Igor Matanović\n",
+       "      F\n",
+       "      5\n",
+       "      8.30\n",
        "    \n",
        "    \n",
-       "      48\n",
+       "      1\n",
        "      Borussia M'gladbach\n",
        "      Overall\n",
-       "      Daiki Hashioka\n",
-       "      D\n",
-       "      1\n",
-       "      7.90\n",
-       "    \n",
-       "    \n",
-       "      0\n",
-       "      RB Leipzig\n",
-       "      Overall\n",
-       "      Willi Orbán\n",
-       "      D\n",
+       "      Moritz Nicolas\n",
+       "      G\n",
        "      3\n",
-       "      7.80\n",
+       "      7.53\n",
        "    \n",
        "    \n",
-       "      49\n",
-       "      Borussia M'gladbach\n",
+       "      43\n",
+       "      SC Freiburg\n",
        "      Overall\n",
-       "      Philipp Sander\n",
+       "      Derry Scherhant\n",
        "      M\n",
-       "      1\n",
-       "      7.70\n",
-       "    \n",
-       "    \n",
-       "      1\n",
-       "      RB Leipzig\n",
-       "      Overall\n",
-       "      Brajan Gruda\n",
-       "      F\n",
-       "      3\n",
-       "      7.50\n",
+       "      5\n",
+       "      7.48\n",
        "    \n",
        "    \n",
-       "      50\n",
-       "      Borussia M'gladbach\n",
+       "      44\n",
+       "      SC Freiburg\n",
        "      Overall\n",
-       "      Kevin Diks\n",
+       "      Matthias Ginter\n",
        "      D\n",
-       "      1\n",
-       "      7.50\n",
+       "      5\n",
+       "      7.44\n",
        "    \n",
        "    \n",
        "      2\n",
-       "      RB Leipzig\n",
+       "      Borussia M'gladbach\n",
        "      Overall\n",
-       "      Ridle Baku\n",
-       "      D\n",
+       "      Franck Honorat\n",
+       "      M\n",
        "      3\n",
-       "      7.37\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      RB Leipzig\n",
+       "      45\n",
+       "      SC Freiburg\n",
+       "      Overall\n",
+       "      Philipp Lienhart\n",
+       "      D\n",
+       "      5\n",
+       "      7.28\n",
+       "    \n",
+       "    \n",
+       "      46\n",
+       "      SC Freiburg\n",
        "      Overall\n",
-       "      Ezechiel Banzuzi\n",
+       "      Maximilian Eggestein\n",
        "      M\n",
-       "      3\n",
-       "      7.30\n",
+       "      5\n",
+       "      7.26\n",
+       "    \n",
+       "    \n",
+       "      3\n",
+       "      Borussia M'gladbach\n",
+       "      Overall\n",
+       "      Nicolas-Gerrit Kühn\n",
+       "      F\n",
+       "      1\n",
+       "      7.10\n",
        "    \n",
        "    \n",
        "      4\n",
-       "      RB Leipzig\n",
+       "      Borussia M'gladbach\n",
        "      Overall\n",
-       "      David Raum\n",
-       "      D\n",
-       "      2\n",
-       "      7.25\n",
+       "      Philipp Sander\n",
+       "      M\n",
+       "      3\n",
+       "      7.00\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   team    category             player_name position  \\\n",
-       "62  Borussia M'gladbach  Bundesliga          Moritz Nicolas        G   \n",
-       "63  Borussia M'gladbach  Bundesliga             Rocco Reitz        M   \n",
-       "25           RB Leipzig  Bundesliga            Yan Diomande        F   \n",
-       "26           RB Leipzig  Bundesliga          Xaver Schlager        M   \n",
-       "27           RB Leipzig  Bundesliga  El Chadaille Bitshiabu        D   \n",
-       "64  Borussia M'gladbach  Bundesliga             Nico Elvedi        D   \n",
-       "65  Borussia M'gladbach  Bundesliga              Kevin Diks        D   \n",
-       "28           RB Leipzig  Bundesliga             Willi Orbán        D   \n",
-       "29           RB Leipzig  Bundesliga       Lukas Klostermann        D   \n",
-       "66  Borussia M'gladbach  Bundesliga            Kevin Stöger        M   \n",
-       "46  Borussia M'gladbach     Overall              Hugo Bolin        M   \n",
-       "47  Borussia M'gladbach     Overall           Lukas Ullrich        D   \n",
-       "48  Borussia M'gladbach     Overall          Daiki Hashioka        D   \n",
-       "0            RB Leipzig     Overall             Willi Orbán        D   \n",
-       "49  Borussia M'gladbach     Overall          Philipp Sander        M   \n",
-       "1            RB Leipzig     Overall            Brajan Gruda        F   \n",
-       "50  Borussia M'gladbach     Overall              Kevin Diks        D   \n",
-       "2            RB Leipzig     Overall              Ridle Baku        D   \n",
-       "3            RB Leipzig     Overall        Ezechiel Banzuzi        M   \n",
-       "4            RB Leipzig     Overall              David Raum        D   \n",
+       "                   team    category           player_name position  \\\n",
+       "61          SC Freiburg  Bundesliga        Igor Matanović        F   \n",
+       "18  Borussia M'gladbach  Bundesliga           Rocco Reitz        M   \n",
+       "62          SC Freiburg  Bundesliga          Yuito Suzuki        M   \n",
+       "19  Borussia M'gladbach  Bundesliga        Moritz Nicolas        G   \n",
+       "20  Borussia M'gladbach  Bundesliga           Nico Elvedi        D   \n",
+       "21  Borussia M'gladbach  Bundesliga            Hugo Bolin        M   \n",
+       "63          SC Freiburg  Bundesliga       Matthias Ginter        D   \n",
+       "64          SC Freiburg  Bundesliga      Philipp Lienhart        D   \n",
+       "22  Borussia M'gladbach  Bundesliga       Haris Tabaković        F   \n",
+       "65          SC Freiburg  Bundesliga        Johan Manzambi        M   \n",
+       "0   Borussia M'gladbach     Overall            Hugo Bolin        M   \n",
+       "42          SC Freiburg     Overall        Igor Matanović        F   \n",
+       "1   Borussia M'gladbach     Overall        Moritz Nicolas        G   \n",
+       "43          SC Freiburg     Overall       Derry Scherhant        M   \n",
+       "44          SC Freiburg     Overall       Matthias Ginter        D   \n",
+       "2   Borussia M'gladbach     Overall        Franck Honorat        M   \n",
+       "45          SC Freiburg     Overall      Philipp Lienhart        D   \n",
+       "46          SC Freiburg     Overall  Maximilian Eggestein        M   \n",
+       "3   Borussia M'gladbach     Overall   Nicolas-Gerrit Kühn        F   \n",
+       "4   Borussia M'gladbach     Overall        Philipp Sander        M   \n",
        "\n",
        "    rating_count  average_rating  \n",
-       "62             5            7.54  \n",
-       "63             4            7.53  \n",
-       "25             5            7.46  \n",
-       "26             3            7.37  \n",
-       "27             3            7.33  \n",
-       "64             4            7.33  \n",
-       "65             4            7.25  \n",
-       "28             4            7.23  \n",
-       "29             1            7.20  \n",
-       "66             5            7.06  \n",
-       "46             1            9.20  \n",
-       "47             1            8.20  \n",
-       "48             1            7.90  \n",
-       "0              3            7.80  \n",
-       "49             1            7.70  \n",
-       "1              3            7.50  \n",
-       "50             1            7.50  \n",
-       "2              3            7.37  \n",
-       "3              3            7.30  \n",
-       "4              2            7.25  "
+       "61             5            8.02  \n",
+       "18             2            7.65  \n",
+       "62             3            7.43  \n",
+       "19             5            7.40  \n",
+       "20             2            7.40  \n",
+       "21             5            7.38  \n",
+       "63             5            7.36  \n",
+       "64             5            7.30  \n",
+       "22             2            7.25  \n",
+       "65             3            7.23  \n",
+       "0              3            8.40  \n",
+       "42             5            8.30  \n",
+       "1              3            7.53  \n",
+       "43             5            7.48  \n",
+       "44             5            7.44  \n",
+       "2              3            7.30  \n",
+       "45             5            7.28  \n",
+       "46             5            7.26  \n",
+       "3              1            7.10  \n",
+       "4              3            7.00  "
       ]
      },
      "metadata": {},
@@ -7357,7 +7738,7 @@
     {
      "data": {
       "text/markdown": [
-       "**RB Leipzig** — formation **4-3-3**"
+       "**SC Freiburg** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -7393,7 +7774,7 @@
     {
      "data": {
       "text/markdown": [
-       "**RB Leipzig** — formation **4-2-3-1**"
+       "**SC Freiburg** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -7429,7 +7810,7 @@
     {
      "data": {
       "text/markdown": [
-       "**RB Leipzig** — formation **4-1-2-3**"
+       "**SC Freiburg** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -7465,7 +7846,7 @@
     {
      "data": {
       "text/markdown": [
-       "**RB Leipzig** — formation **4-3-3**"
+       "**SC Freiburg** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -7489,7 +7870,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_05_rb-leipzig-vs-borussia-m-gladbach.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_05_sc-freiburg-vs-borussia-m-gladbach.html`"
       ],
       "text/plain": [
        ""
@@ -7502,7 +7883,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 6. SV 07 Elversberg vs Bayer 04 Leverkusen"
+       "## 6. TSG Hoffenheim vs VfB Stuttgart"
       ],
       "text/plain": [
        ""
@@ -7563,22 +7944,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      SV 07 Elversberg\n",
-       "      0.753\n",
+       "      TSG Hoffenheim\n",
+       "      1.473\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2.041\n",
+       "      VfB Stuttgart\n",
+       "      1.290\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                  team  expected match points\n",
-       "0     SV 07 Elversberg                  0.753\n",
-       "1  Bayer 04 Leverkusen                  2.041"
+       "             team  expected match points\n",
+       "0  TSG Hoffenheim                  1.473\n",
+       "1   VfB Stuttgart                  1.290"
       ]
      },
      "metadata": {},
@@ -7627,28 +8008,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      Bayer 04 Leverkusen\n",
+       "      VfB Stuttgart\n",
+       "      9\n",
        "      2\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      3\n",
+       "      -1\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      SV 07 Elversberg\n",
-       "      14\n",
-       "      0\n",
-       "      0\n",
+       "      TSG Hoffenheim\n",
+       "      16\n",
+       "      2\n",
        "      0\n",
+       "      -2\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                  team  position  matches  points  goal_difference\n",
-       "0  Bayer 04 Leverkusen         2        0       0                0\n",
-       "1     SV 07 Elversberg        14        0       0                0"
+       "             team  position  matches  points  goal_difference\n",
+       "0   VfB Stuttgart         9        2       3               -1\n",
+       "1  TSG Hoffenheim        16        2       0               -2"
       ]
      },
      "metadata": {},
@@ -7697,123 +8078,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      90\n",
-       "      Aleix García\n",
-       "      Bayer 04 Leverkusen\n",
+       "      145\n",
+       "      Wouter Burger\n",
+       "      TSG Hoffenheim\n",
        "      3\n",
-       "      2.040910\n",
-       "      1.0\n",
-       "      15.510918\n",
-       "    \n",
-       "    \n",
-       "      86\n",
-       "      Edmond Tapsoba\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2\n",
-       "      2.040910\n",
+       "      1.473102\n",
        "      1.0\n",
-       "      14.898645\n",
+       "      107.455708\n",
        "    \n",
        "    \n",
-       "      81\n",
-       "      Mark Flekken\n",
-       "      Bayer 04 Leverkusen\n",
+       "      125\n",
+       "      Oliver Baumann\n",
+       "      TSG Hoffenheim\n",
        "      1\n",
-       "      2.040910\n",
+       "      1.473102\n",
        "      1.0\n",
-       "      14.490463\n",
+       "      106.866101\n",
        "    \n",
        "    \n",
-       "      93\n",
-       "      Ibrahim Maza\n",
-       "      Bayer 04 Leverkusen\n",
+       "      143\n",
+       "      Leon Avdullahu\n",
+       "      TSG Hoffenheim\n",
        "      3\n",
-       "      2.040910\n",
+       "      1.473102\n",
        "      1.0\n",
-       "      14.184326\n",
+       "      103.181063\n",
        "    \n",
        "    \n",
-       "      89\n",
-       "      Miguel Gutiérrez\n",
-       "      Bayer 04 Leverkusen\n",
+       "      128\n",
+       "      Ozan Kabak\n",
+       "      TSG Hoffenheim\n",
        "      2\n",
-       "      2.040910\n",
+       "      1.473102\n",
        "      1.0\n",
-       "      13.776144\n",
+       "      103.033662\n",
        "    \n",
        "    \n",
-       "      61\n",
-       "      Maximilian Rohr\n",
-       "      SV 07 Elversberg\n",
+       "      147\n",
+       "      Mats Rots\n",
+       "      TSG Hoffenheim\n",
        "      2\n",
-       "      0.753004\n",
+       "      1.473102\n",
        "      1.0\n",
-       "      5.496932\n",
+       "      99.938230\n",
        "    \n",
        "    \n",
-       "      69\n",
-       "      Cole Campbell\n",
-       "      SV 07 Elversberg\n",
-       "      3\n",
-       "      0.753004\n",
+       "      30\n",
+       "      Fabian Bredlow\n",
+       "      VfB Stuttgart\n",
+       "      1\n",
+       "      1.289966\n",
        "      1.0\n",
-       "      5.195730\n",
+       "      96.936485\n",
        "    \n",
        "    \n",
-       "      66\n",
-       "      Nicolas Kristof\n",
-       "      SV 07 Elversberg\n",
-       "      1\n",
-       "      0.753004\n",
+       "      23\n",
+       "      Maximilian Mittelstädt\n",
+       "      VfB Stuttgart\n",
+       "      2\n",
+       "      1.289966\n",
        "      1.0\n",
-       "      5.120430\n",
+       "      96.549255\n",
        "    \n",
        "    \n",
-       "      68\n",
-       "      Lukasz Poreba\n",
-       "      SV 07 Elversberg\n",
+       "      32\n",
+       "      Angelo Stiller\n",
+       "      VfB Stuttgart\n",
        "      3\n",
-       "      0.753004\n",
+       "      1.289966\n",
        "      1.0\n",
-       "      5.120430\n",
+       "      94.613107\n",
        "    \n",
        "    \n",
-       "      58\n",
-       "      Lukas Emanuel Petkov\n",
-       "      SV 07 Elversberg\n",
+       "      24\n",
+       "      Grischa Prömel\n",
+       "      VfB Stuttgart\n",
        "      3\n",
-       "      0.753004\n",
+       "      1.289966\n",
+       "      1.0\n",
+       "      89.708198\n",
+       "    \n",
+       "    \n",
+       "      42\n",
+       "      Finn Jeltsch\n",
+       "      VfB Stuttgart\n",
+       "      2\n",
+       "      1.289966\n",
        "      1.0\n",
-       "      5.045129\n",
+       "      88.933739\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                    name         team_display  position  \\\n",
-       "90          Aleix García  Bayer 04 Leverkusen         3   \n",
-       "86        Edmond Tapsoba  Bayer 04 Leverkusen         2   \n",
-       "81          Mark Flekken  Bayer 04 Leverkusen         1   \n",
-       "93          Ibrahim Maza  Bayer 04 Leverkusen         3   \n",
-       "89      Miguel Gutiérrez  Bayer 04 Leverkusen         2   \n",
-       "61       Maximilian Rohr     SV 07 Elversberg         2   \n",
-       "69         Cole Campbell     SV 07 Elversberg         3   \n",
-       "66       Nicolas Kristof     SV 07 Elversberg         1   \n",
-       "68         Lukasz Poreba     SV 07 Elversberg         3   \n",
-       "58  Lukas Emanuel Petkov     SV 07 Elversberg         3   \n",
+       "                       name    team_display  position  expected_match_points  \\\n",
+       "145           Wouter Burger  TSG Hoffenheim         3               1.473102   \n",
+       "125          Oliver Baumann  TSG Hoffenheim         1               1.473102   \n",
+       "143          Leon Avdullahu  TSG Hoffenheim         3               1.473102   \n",
+       "128              Ozan Kabak  TSG Hoffenheim         2               1.473102   \n",
+       "147               Mats Rots  TSG Hoffenheim         2               1.473102   \n",
+       "30           Fabian Bredlow   VfB Stuttgart         1               1.289966   \n",
+       "23   Maximilian Mittelstädt   VfB Stuttgart         2               1.289966   \n",
+       "32           Angelo Stiller   VfB Stuttgart         3               1.289966   \n",
+       "24           Grischa Prömel   VfB Stuttgart         3               1.289966   \n",
+       "42             Finn Jeltsch   VfB Stuttgart         2               1.289966   \n",
        "\n",
-       "    expected_match_points  starting_chance      score  \n",
-       "90               2.040910              1.0  15.510918  \n",
-       "86               2.040910              1.0  14.898645  \n",
-       "81               2.040910              1.0  14.490463  \n",
-       "93               2.040910              1.0  14.184326  \n",
-       "89               2.040910              1.0  13.776144  \n",
-       "61               0.753004              1.0   5.496932  \n",
-       "69               0.753004              1.0   5.195730  \n",
-       "66               0.753004              1.0   5.120430  \n",
-       "68               0.753004              1.0   5.120430  \n",
-       "58               0.753004              1.0   5.045129  "
+       "     starting_chance       score  \n",
+       "145              1.0  107.455708  \n",
+       "125              1.0  106.866101  \n",
+       "143              1.0  103.181063  \n",
+       "128              1.0  103.033662  \n",
+       "147              1.0   99.938230  \n",
+       "30               1.0   96.936485  \n",
+       "23               1.0   96.549255  \n",
+       "32               1.0   94.613107  \n",
+       "24               1.0   89.708198  \n",
+       "42               1.0   88.933739  "
       ]
      },
      "metadata": {},
@@ -7867,238 +8248,313 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      SV 07 Elversberg\n",
-       "      2026-07-25T12:00:00+00:00\n",
+       "      TSG Hoffenheim\n",
+       "      2026-08-15T14:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      NEC Nijmegen\n",
+       "      Tottenham Hotspur\n",
+       "      3\n",
        "      0\n",
-       "      1\n",
-       "      SV 07 Elversberg\n",
-       "      W\n",
+       "      TSG Hoffenheim\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      SV 07 Elversberg\n",
-       "      2026-08-04T16:00:00+00:00\n",
+       "      TSG Hoffenheim\n",
+       "      2026-08-16T11:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      RC Strasbourg\n",
+       "      Tottenham Hotspur\n",
        "      2\n",
-       "      5\n",
-       "      SV 07 Elversberg\n",
-       "      W\n",
+       "      2\n",
+       "      TSG Hoffenheim\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      SV 07 Elversberg\n",
-       "      2026-08-08T19:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Mallorca\n",
-       "      1\n",
-       "      1\n",
-       "      SV 07 Elversberg\n",
-       "      D\n",
+       "      TSG Hoffenheim\n",
+       "      2026-08-22T13:30:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Erzgebirge Aue\n",
+       "      0\n",
+       "      4\n",
+       "      TSG Hoffenheim\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      SV 07 Elversberg\n",
-       "      2026-08-15T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      SV 07 Elversberg\n",
-       "      4\n",
-       "      1\n",
-       "      Lorient\n",
-       "      W\n",
+       "      TSG Hoffenheim\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FC Köln\n",
+       "      3\n",
+       "      2\n",
+       "      TSG Hoffenheim\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      SV 07 Elversberg\n",
-       "      2026-08-22T13:30:00+00:00\n",
-       "      DFB Pokal\n",
-       "      MSV Duisburg\n",
-       "      1\n",
+       "      TSG Hoffenheim\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      TSG Hoffenheim\n",
+       "      2\n",
        "      3\n",
-       "      SV 07 Elversberg\n",
-       "      W\n",
+       "      Borussia Dortmund\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      5\n",
-       "      overall\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-08-01T09:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Bayer 04 Leverkusen\n",
+       "      bundesliga\n",
+       "      TSG Hoffenheim\n",
+       "      2026-05-02T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      TSG Hoffenheim\n",
        "      3\n",
-       "      0\n",
-       "      Rot-Weiss Essen\n",
-       "      W\n",
+       "      3\n",
+       "      VfB Stuttgart\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      6\n",
-       "      overall\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-08-08T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2\n",
+       "      bundesliga\n",
+       "      TSG Hoffenheim\n",
+       "      2026-05-09T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      TSG Hoffenheim\n",
        "      1\n",
-       "      Sevilla\n",
+       "      0\n",
+       "      SV Werder Bremen\n",
        "      W\n",
        "    \n",
        "    \n",
        "      7\n",
-       "      overall\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-08-12T18:45:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Nottingham Forest\n",
-       "      2\n",
-       "      1\n",
-       "      Bayer 04 Leverkusen\n",
+       "      bundesliga\n",
+       "      TSG Hoffenheim\n",
+       "      2026-05-16T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Borussia M'gladbach\n",
+       "      4\n",
+       "      0\n",
+       "      TSG Hoffenheim\n",
        "      L\n",
        "    \n",
        "    \n",
        "      8\n",
-       "      overall\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-08-15T14:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Newcastle United\n",
-       "      1\n",
+       "      bundesliga\n",
+       "      TSG Hoffenheim\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FC Köln\n",
+       "      3\n",
        "      2\n",
-       "      Bayer 04 Leverkusen\n",
-       "      W\n",
+       "      TSG Hoffenheim\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      9\n",
-       "      overall\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-08-22T11:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      SV Wehen Wiesbaden\n",
-       "      0\n",
-       "      4\n",
-       "      Bayer 04 Leverkusen\n",
-       "      W\n",
-       "    \n",
-       "    \n",
-       "      10\n",
        "      bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      TSG Hoffenheim\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      1\n",
+       "      TSG Hoffenheim\n",
        "      2\n",
-       "      FC Augsburg\n",
+       "      3\n",
+       "      Borussia Dortmund\n",
        "      L\n",
        "    \n",
        "    \n",
-       "      11\n",
-       "      bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-04-25T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      1. FC Köln\n",
+       "      10\n",
+       "      overall\n",
+       "      VfB Stuttgart\n",
+       "      2026-08-15T15:00:00+00:00\n",
+       "      Club Friendly Games\n",
+       "      Fulham\n",
        "      1\n",
-       "      2\n",
-       "      Bayer 04 Leverkusen\n",
+       "      0\n",
+       "      VfB Stuttgart\n",
+       "      L\n",
+       "    \n",
+       "    \n",
+       "      11\n",
+       "      overall\n",
+       "      VfB Stuttgart\n",
+       "      2026-08-21T18:45:00+00:00\n",
+       "      DFB Pokal\n",
+       "      FC Hansa Rostock\n",
+       "      0\n",
+       "      4\n",
+       "      VfB Stuttgart\n",
        "      W\n",
        "    \n",
        "    \n",
        "      12\n",
-       "      bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      2026-05-02T16:30:00+00:00\n",
+       "      overall\n",
+       "      VfB Stuttgart\n",
+       "      2026-08-28T18:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
+       "      FC Bayern München\n",
+       "      5\n",
+       "      1\n",
+       "      VfB Stuttgart\n",
+       "      L\n",
+       "    \n",
+       "    \n",
+       "      13\n",
+       "      overall\n",
+       "      VfB Stuttgart\n",
+       "      2026-09-04T18:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      VfB Stuttgart\n",
        "      4\n",
        "      1\n",
-       "      RB Leipzig\n",
+       "      1. FC Köln\n",
        "      W\n",
        "    \n",
        "    \n",
-       "      13\n",
+       "      14\n",
+       "      overall\n",
+       "      VfB Stuttgart\n",
+       "      2026-09-09T16:45:00+00:00\n",
+       "      UEFA Champions League\n",
+       "      VfB Stuttgart\n",
+       "      3\n",
+       "      1\n",
+       "      Viking FK\n",
+       "      W\n",
+       "    \n",
+       "    \n",
+       "      15\n",
        "      bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
+       "      VfB Stuttgart\n",
+       "      2026-05-02T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      TSG Hoffenheim\n",
+       "      3\n",
+       "      3\n",
+       "      VfB Stuttgart\n",
+       "      D\n",
+       "    \n",
+       "    \n",
+       "      16\n",
+       "      bundesliga\n",
+       "      VfB Stuttgart\n",
        "      2026-05-09T13:30:00+00:00\n",
        "      Bundesliga\n",
        "      VfB Stuttgart\n",
        "      3\n",
        "      1\n",
        "      Bayer 04 Leverkusen\n",
-       "      L\n",
+       "      W\n",
        "    \n",
        "    \n",
-       "      14\n",
+       "      17\n",
        "      bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
+       "      VfB Stuttgart\n",
        "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
+       "      Eintracht Frankfurt\n",
+       "      2\n",
+       "      2\n",
+       "      VfB Stuttgart\n",
+       "      D\n",
+       "    \n",
+       "    \n",
+       "      18\n",
+       "      bundesliga\n",
+       "      VfB Stuttgart\n",
+       "      2026-08-28T18:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      FC Bayern München\n",
+       "      5\n",
        "      1\n",
+       "      VfB Stuttgart\n",
+       "      L\n",
+       "    \n",
+       "    \n",
+       "      19\n",
+       "      bundesliga\n",
+       "      VfB Stuttgart\n",
+       "      2026-09-04T18:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      VfB Stuttgart\n",
+       "      4\n",
        "      1\n",
-       "      Hamburger SV\n",
-       "      D\n",
+       "      1. FC Köln\n",
+       "      W\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "      category                 team                       date  \\\n",
-       "0      overall     SV 07 Elversberg  2026-07-25T12:00:00+00:00   \n",
-       "1      overall     SV 07 Elversberg  2026-08-04T16:00:00+00:00   \n",
-       "2      overall     SV 07 Elversberg  2026-08-08T19:00:00+00:00   \n",
-       "3      overall     SV 07 Elversberg  2026-08-15T13:30:00+00:00   \n",
-       "4      overall     SV 07 Elversberg  2026-08-22T13:30:00+00:00   \n",
-       "5      overall  Bayer 04 Leverkusen  2026-08-01T09:00:00+00:00   \n",
-       "6      overall  Bayer 04 Leverkusen  2026-08-08T13:30:00+00:00   \n",
-       "7      overall  Bayer 04 Leverkusen  2026-08-12T18:45:00+00:00   \n",
-       "8      overall  Bayer 04 Leverkusen  2026-08-15T14:00:00+00:00   \n",
-       "9      overall  Bayer 04 Leverkusen  2026-08-22T11:00:00+00:00   \n",
-       "10  bundesliga  Bayer 04 Leverkusen  2026-04-18T13:30:00+00:00   \n",
-       "11  bundesliga  Bayer 04 Leverkusen  2026-04-25T13:30:00+00:00   \n",
-       "12  bundesliga  Bayer 04 Leverkusen  2026-05-02T16:30:00+00:00   \n",
-       "13  bundesliga  Bayer 04 Leverkusen  2026-05-09T13:30:00+00:00   \n",
-       "14  bundesliga  Bayer 04 Leverkusen  2026-05-16T13:30:00+00:00   \n",
-       "\n",
-       "            competition            home_team  home_score  away_score  \\\n",
-       "0   Club Friendly Games         NEC Nijmegen           0           1   \n",
-       "1   Club Friendly Games        RC Strasbourg           2           5   \n",
-       "2   Club Friendly Games             Mallorca           1           1   \n",
-       "3   Club Friendly Games     SV 07 Elversberg           4           1   \n",
-       "4             DFB Pokal         MSV Duisburg           1           3   \n",
-       "5   Club Friendly Games  Bayer 04 Leverkusen           3           0   \n",
-       "6   Club Friendly Games  Bayer 04 Leverkusen           2           1   \n",
-       "7   Club Friendly Games    Nottingham Forest           2           1   \n",
-       "8   Club Friendly Games     Newcastle United           1           2   \n",
-       "9             DFB Pokal   SV Wehen Wiesbaden           0           4   \n",
-       "10           Bundesliga  Bayer 04 Leverkusen           1           2   \n",
-       "11           Bundesliga           1. FC Köln           1           2   \n",
-       "12           Bundesliga  Bayer 04 Leverkusen           4           1   \n",
-       "13           Bundesliga        VfB Stuttgart           3           1   \n",
-       "14           Bundesliga  Bayer 04 Leverkusen           1           1   \n",
+       "      category            team                       date  \\\n",
+       "0      overall  TSG Hoffenheim  2026-08-15T14:00:00+00:00   \n",
+       "1      overall  TSG Hoffenheim  2026-08-16T11:00:00+00:00   \n",
+       "2      overall  TSG Hoffenheim  2026-08-22T13:30:00+00:00   \n",
+       "3      overall  TSG Hoffenheim  2026-08-29T13:30:00+00:00   \n",
+       "4      overall  TSG Hoffenheim  2026-09-05T13:30:00+00:00   \n",
+       "5   bundesliga  TSG Hoffenheim  2026-05-02T13:30:00+00:00   \n",
+       "6   bundesliga  TSG Hoffenheim  2026-05-09T13:30:00+00:00   \n",
+       "7   bundesliga  TSG Hoffenheim  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga  TSG Hoffenheim  2026-08-29T13:30:00+00:00   \n",
+       "9   bundesliga  TSG Hoffenheim  2026-09-05T13:30:00+00:00   \n",
+       "10     overall   VfB Stuttgart  2026-08-15T15:00:00+00:00   \n",
+       "11     overall   VfB Stuttgart  2026-08-21T18:45:00+00:00   \n",
+       "12     overall   VfB Stuttgart  2026-08-28T18:30:00+00:00   \n",
+       "13     overall   VfB Stuttgart  2026-09-04T18:30:00+00:00   \n",
+       "14     overall   VfB Stuttgart  2026-09-09T16:45:00+00:00   \n",
+       "15  bundesliga   VfB Stuttgart  2026-05-02T13:30:00+00:00   \n",
+       "16  bundesliga   VfB Stuttgart  2026-05-09T13:30:00+00:00   \n",
+       "17  bundesliga   VfB Stuttgart  2026-05-16T13:30:00+00:00   \n",
+       "18  bundesliga   VfB Stuttgart  2026-08-28T18:30:00+00:00   \n",
+       "19  bundesliga   VfB Stuttgart  2026-09-04T18:30:00+00:00   \n",
+       "\n",
+       "              competition            home_team  home_score  away_score  \\\n",
+       "0     Club Friendly Games    Tottenham Hotspur           3           0   \n",
+       "1     Club Friendly Games    Tottenham Hotspur           2           2   \n",
+       "2               DFB Pokal       Erzgebirge Aue           0           4   \n",
+       "3              Bundesliga           1. FC Köln           3           2   \n",
+       "4              Bundesliga       TSG Hoffenheim           2           3   \n",
+       "5              Bundesliga       TSG Hoffenheim           3           3   \n",
+       "6              Bundesliga       TSG Hoffenheim           1           0   \n",
+       "7              Bundesliga  Borussia M'gladbach           4           0   \n",
+       "8              Bundesliga           1. FC Köln           3           2   \n",
+       "9              Bundesliga       TSG Hoffenheim           2           3   \n",
+       "10    Club Friendly Games               Fulham           1           0   \n",
+       "11              DFB Pokal     FC Hansa Rostock           0           4   \n",
+       "12             Bundesliga    FC Bayern München           5           1   \n",
+       "13             Bundesliga        VfB Stuttgart           4           1   \n",
+       "14  UEFA Champions League        VfB Stuttgart           3           1   \n",
+       "15             Bundesliga       TSG Hoffenheim           3           3   \n",
+       "16             Bundesliga        VfB Stuttgart           3           1   \n",
+       "17             Bundesliga  Eintracht Frankfurt           2           2   \n",
+       "18             Bundesliga    FC Bayern München           5           1   \n",
+       "19             Bundesliga        VfB Stuttgart           4           1   \n",
        "\n",
        "              away_team result  \n",
-       "0      SV 07 Elversberg      W  \n",
-       "1      SV 07 Elversberg      W  \n",
-       "2      SV 07 Elversberg      D  \n",
-       "3               Lorient      W  \n",
-       "4      SV 07 Elversberg      W  \n",
-       "5       Rot-Weiss Essen      W  \n",
-       "6               Sevilla      W  \n",
-       "7   Bayer 04 Leverkusen      L  \n",
-       "8   Bayer 04 Leverkusen      W  \n",
-       "9   Bayer 04 Leverkusen      W  \n",
-       "10          FC Augsburg      L  \n",
-       "11  Bayer 04 Leverkusen      W  \n",
-       "12           RB Leipzig      W  \n",
-       "13  Bayer 04 Leverkusen      L  \n",
-       "14         Hamburger SV      D  "
+       "0        TSG Hoffenheim      L  \n",
+       "1        TSG Hoffenheim      D  \n",
+       "2        TSG Hoffenheim      W  \n",
+       "3        TSG Hoffenheim      L  \n",
+       "4     Borussia Dortmund      L  \n",
+       "5         VfB Stuttgart      D  \n",
+       "6      SV Werder Bremen      W  \n",
+       "7        TSG Hoffenheim      L  \n",
+       "8        TSG Hoffenheim      L  \n",
+       "9     Borussia Dortmund      L  \n",
+       "10        VfB Stuttgart      L  \n",
+       "11        VfB Stuttgart      W  \n",
+       "12        VfB Stuttgart      L  \n",
+       "13           1. FC Köln      W  \n",
+       "14            Viking FK      W  \n",
+       "15        VfB Stuttgart      D  \n",
+       "16  Bayer 04 Leverkusen      W  \n",
+       "17        VfB Stuttgart      D  \n",
+       "18        VfB Stuttgart      L  \n",
+       "19           1. FC Köln      W  "
       ]
      },
      "metadata": {},
@@ -8118,11 +8574,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0OverallTSG Hoffenheim2026-09-05T13:30:00+00:00Borussia DortmundhomeBundesliga
1BundesligaTSG Hoffenheim2026-09-12T13:30:00+00:00VfB StuttgarthomeBundesliga
2OverallVfB Stuttgart2026-09-04T18:30:00+00:001. FC KölnhomeBundesliga
3BundesligaVfB Stuttgart2026-09-12T13:30:00+00:00TSG HoffenheimawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category            team                       date           opponent  \\\n",
+       "0     Overall  TSG Hoffenheim  2026-09-05T13:30:00+00:00  Borussia Dortmund   \n",
+       "1  Bundesliga  TSG Hoffenheim  2026-09-12T13:30:00+00:00      VfB Stuttgart   \n",
+       "2     Overall   VfB Stuttgart  2026-09-04T18:30:00+00:00         1. FC Köln   \n",
+       "3  Bundesliga   VfB Stuttgart  2026-09-12T13:30:00+00:00     TSG Hoffenheim   \n",
+       "\n",
+       "  venue competition  \n",
+       "0  home  Bundesliga  \n",
+       "1  home  Bundesliga  \n",
+       "2  home  Bundesliga  \n",
+       "3  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -8171,178 +8702,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      37\n",
-       "      Bayer 04 Leverkusen\n",
+       "      18\n",
+       "      VfB Stuttgart\n",
        "      Bundesliga\n",
-       "      Janis Blaswich\n",
+       "      Alexander Nübel\n",
        "      G\n",
-       "      1\n",
-       "      8.60\n",
+       "      3\n",
+       "      7.97\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      Bayer 04 Leverkusen\n",
+       "      19\n",
+       "      VfB Stuttgart\n",
        "      Bundesliga\n",
-       "      Nathan Tella\n",
+       "      Nikolas Nartey\n",
        "      F\n",
-       "      3\n",
-       "      7.97\n",
+       "      2\n",
+       "      7.75\n",
        "    \n",
        "    \n",
-       "      39\n",
-       "      Bayer 04 Leverkusen\n",
+       "      20\n",
+       "      VfB Stuttgart\n",
        "      Bundesliga\n",
-       "      Aleix García\n",
-       "      M\n",
-       "      5\n",
-       "      7.94\n",
+       "      Fabian Bredlow\n",
+       "      G\n",
+       "      2\n",
+       "      7.65\n",
        "    \n",
        "    \n",
-       "      40\n",
-       "      Bayer 04 Leverkusen\n",
+       "      63\n",
+       "      TSG Hoffenheim\n",
        "      Bundesliga\n",
-       "      Alejandro Grimaldo\n",
+       "      Bazoumana Touré\n",
        "      M\n",
-       "      5\n",
-       "      7.54\n",
+       "      3\n",
+       "      7.53\n",
        "    \n",
        "    \n",
-       "      41\n",
-       "      Bayer 04 Leverkusen\n",
+       "      21\n",
+       "      VfB Stuttgart\n",
        "      Bundesliga\n",
-       "      Patrik Schick\n",
-       "      F\n",
+       "      Maximilian Mittelstädt\n",
+       "      D\n",
        "      5\n",
        "      7.52\n",
        "    \n",
        "    \n",
-       "      0\n",
-       "      SV 07 Elversberg\n",
-       "      Overall\n",
-       "      Francis Onyeka\n",
+       "      22\n",
+       "      VfB Stuttgart\n",
+       "      Bundesliga\n",
+       "      Chris Führich\n",
        "      M\n",
-       "      1\n",
-       "      8.90\n",
+       "      4\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      15\n",
-       "      Bayer 04 Leverkusen\n",
-       "      Overall\n",
-       "      Aleix García\n",
+       "      64\n",
+       "      TSG Hoffenheim\n",
+       "      Bundesliga\n",
+       "      Wouter Burger\n",
        "      M\n",
-       "      2\n",
-       "      7.60\n",
+       "      5\n",
+       "      7.06\n",
        "    \n",
        "    \n",
-       "      16\n",
-       "      Bayer 04 Leverkusen\n",
-       "      Overall\n",
-       "      Victor Okoh Boniface\n",
-       "      F\n",
-       "      1\n",
-       "      7.60\n",
+       "      65\n",
+       "      TSG Hoffenheim\n",
+       "      Bundesliga\n",
+       "      Leon Avdullahu\n",
+       "      M\n",
+       "      5\n",
+       "      7.02\n",
+       "    \n",
+       "    \n",
+       "      66\n",
+       "      TSG Hoffenheim\n",
+       "      Bundesliga\n",
+       "      Adam Daghim\n",
+       "      M\n",
+       "      2\n",
+       "      6.90\n",
+       "    \n",
+       "    \n",
+       "      67\n",
+       "      TSG Hoffenheim\n",
+       "      Bundesliga\n",
+       "      Mats Rots\n",
+       "      D\n",
+       "      2\n",
+       "      6.90\n",
+       "    \n",
+       "    \n",
+       "      0\n",
+       "      VfB Stuttgart\n",
+       "      Overall\n",
+       "      Fabian Bredlow\n",
+       "      G\n",
+       "      4\n",
+       "      7.70\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      SV 07 Elversberg\n",
+       "      VfB Stuttgart\n",
        "      Overall\n",
-       "      Luca Schnellbacher\n",
+       "      Ermedin Demirović\n",
        "      F\n",
-       "      1\n",
-       "      7.40\n",
+       "      4\n",
+       "      7.60\n",
        "    \n",
        "    \n",
        "      2\n",
-       "      SV 07 Elversberg\n",
+       "      VfB Stuttgart\n",
        "      Overall\n",
-       "      Maximilian Rohr\n",
+       "      Maximilian Mittelstädt\n",
        "      D\n",
-       "      1\n",
-       "      7.30\n",
+       "      4\n",
+       "      7.50\n",
        "    \n",
        "    \n",
-       "      17\n",
-       "      Bayer 04 Leverkusen\n",
+       "      3\n",
+       "      VfB Stuttgart\n",
        "      Overall\n",
-       "      Edmond Tapsoba\n",
+       "      Jeff Chabot\n",
        "      D\n",
-       "      2\n",
-       "      7.30\n",
+       "      4\n",
+       "      7.35\n",
        "    \n",
        "    \n",
-       "      18\n",
-       "      Bayer 04 Leverkusen\n",
+       "      4\n",
+       "      VfB Stuttgart\n",
        "      Overall\n",
-       "      Janis Blaswich\n",
-       "      G\n",
-       "      1\n",
-       "      7.20\n",
+       "      Josha Vagnoman\n",
+       "      D\n",
+       "      4\n",
+       "      7.35\n",
        "    \n",
        "    \n",
-       "      19\n",
-       "      Bayer 04 Leverkusen\n",
+       "      39\n",
+       "      TSG Hoffenheim\n",
+       "      Overall\n",
+       "      Wouter Burger\n",
+       "      M\n",
+       "      5\n",
+       "      7.24\n",
+       "    \n",
+       "    \n",
+       "      40\n",
+       "      TSG Hoffenheim\n",
        "      Overall\n",
-       "      Mark Flekken\n",
+       "      Oliver Baumann\n",
        "      G\n",
-       "      1\n",
-       "      7.10\n",
+       "      3\n",
+       "      7.13\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      SV 07 Elversberg\n",
+       "      41\n",
+       "      TSG Hoffenheim\n",
        "      Overall\n",
-       "      Cole Campbell\n",
+       "      Valentin Gendrey\n",
+       "      D\n",
+       "      3\n",
+       "      7.03\n",
+       "    \n",
+       "    \n",
+       "      42\n",
+       "      TSG Hoffenheim\n",
+       "      Overall\n",
+       "      Patrick Wimmer\n",
        "      M\n",
-       "      1\n",
-       "      6.90\n",
+       "      5\n",
+       "      6.98\n",
        "    \n",
        "    \n",
-       "      4\n",
-       "      SV 07 Elversberg\n",
+       "      43\n",
+       "      TSG Hoffenheim\n",
        "      Overall\n",
-       "      Florian Yves Le Joncour\n",
+       "      Ozan Kabak\n",
        "      D\n",
-       "      1\n",
-       "      6.80\n",
+       "      4\n",
+       "      6.98\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   team    category              player_name position  \\\n",
-       "37  Bayer 04 Leverkusen  Bundesliga           Janis Blaswich        G   \n",
-       "38  Bayer 04 Leverkusen  Bundesliga             Nathan Tella        F   \n",
-       "39  Bayer 04 Leverkusen  Bundesliga             Aleix García        M   \n",
-       "40  Bayer 04 Leverkusen  Bundesliga       Alejandro Grimaldo        M   \n",
-       "41  Bayer 04 Leverkusen  Bundesliga            Patrik Schick        F   \n",
-       "0      SV 07 Elversberg     Overall           Francis Onyeka        M   \n",
-       "15  Bayer 04 Leverkusen     Overall             Aleix García        M   \n",
-       "16  Bayer 04 Leverkusen     Overall     Victor Okoh Boniface        F   \n",
-       "1      SV 07 Elversberg     Overall       Luca Schnellbacher        F   \n",
-       "2      SV 07 Elversberg     Overall          Maximilian Rohr        D   \n",
-       "17  Bayer 04 Leverkusen     Overall           Edmond Tapsoba        D   \n",
-       "18  Bayer 04 Leverkusen     Overall           Janis Blaswich        G   \n",
-       "19  Bayer 04 Leverkusen     Overall             Mark Flekken        G   \n",
-       "3      SV 07 Elversberg     Overall            Cole Campbell        M   \n",
-       "4      SV 07 Elversberg     Overall  Florian Yves Le Joncour        D   \n",
+       "              team    category             player_name position  rating_count  \\\n",
+       "18   VfB Stuttgart  Bundesliga         Alexander Nübel        G             3   \n",
+       "19   VfB Stuttgart  Bundesliga          Nikolas Nartey        F             2   \n",
+       "20   VfB Stuttgart  Bundesliga          Fabian Bredlow        G             2   \n",
+       "63  TSG Hoffenheim  Bundesliga         Bazoumana Touré        M             3   \n",
+       "21   VfB Stuttgart  Bundesliga  Maximilian Mittelstädt        D             5   \n",
+       "22   VfB Stuttgart  Bundesliga           Chris Führich        M             4   \n",
+       "64  TSG Hoffenheim  Bundesliga           Wouter Burger        M             5   \n",
+       "65  TSG Hoffenheim  Bundesliga          Leon Avdullahu        M             5   \n",
+       "66  TSG Hoffenheim  Bundesliga             Adam Daghim        M             2   \n",
+       "67  TSG Hoffenheim  Bundesliga               Mats Rots        D             2   \n",
+       "0    VfB Stuttgart     Overall          Fabian Bredlow        G             4   \n",
+       "1    VfB Stuttgart     Overall       Ermedin Demirović        F             4   \n",
+       "2    VfB Stuttgart     Overall  Maximilian Mittelstädt        D             4   \n",
+       "3    VfB Stuttgart     Overall             Jeff Chabot        D             4   \n",
+       "4    VfB Stuttgart     Overall          Josha Vagnoman        D             4   \n",
+       "39  TSG Hoffenheim     Overall           Wouter Burger        M             5   \n",
+       "40  TSG Hoffenheim     Overall          Oliver Baumann        G             3   \n",
+       "41  TSG Hoffenheim     Overall        Valentin Gendrey        D             3   \n",
+       "42  TSG Hoffenheim     Overall          Patrick Wimmer        M             5   \n",
+       "43  TSG Hoffenheim     Overall              Ozan Kabak        D             4   \n",
        "\n",
-       "    rating_count  average_rating  \n",
-       "37             1            8.60  \n",
-       "38             3            7.97  \n",
-       "39             5            7.94  \n",
-       "40             5            7.54  \n",
-       "41             5            7.52  \n",
-       "0              1            8.90  \n",
-       "15             2            7.60  \n",
-       "16             1            7.60  \n",
-       "1              1            7.40  \n",
-       "2              1            7.30  \n",
-       "17             2            7.30  \n",
-       "18             1            7.20  \n",
-       "19             1            7.10  \n",
-       "3              1            6.90  \n",
-       "4              1            6.80  "
+       "    average_rating  \n",
+       "18            7.97  \n",
+       "19            7.75  \n",
+       "20            7.65  \n",
+       "63            7.53  \n",
+       "21            7.52  \n",
+       "22            7.30  \n",
+       "64            7.06  \n",
+       "65            7.02  \n",
+       "66            6.90  \n",
+       "67            6.90  \n",
+       "0             7.70  \n",
+       "1             7.60  \n",
+       "2             7.50  \n",
+       "3             7.35  \n",
+       "4             7.35  \n",
+       "39            7.24  \n",
+       "40            7.13  \n",
+       "41            7.03  \n",
+       "42            6.98  \n",
+       "43            6.98  "
       ]
      },
      "metadata": {},
@@ -8375,7 +8961,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SV 07 Elversberg** — formation **4-3-3**"
+       "**TSG Hoffenheim** — formation **4-4-2**"
       ],
       "text/plain": [
        ""
@@ -8387,7 +8973,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayer 04 Leverkusen** — formation **4-3-3**"
+       "**VfB Stuttgart** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -8411,7 +8997,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SV 07 Elversberg** — formation **4-2-3-1**"
+       "**TSG Hoffenheim** — formation **4-2-2-2**"
       ],
       "text/plain": [
        ""
@@ -8423,7 +9009,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayer 04 Leverkusen** — formation **4-2-3-1**"
+       "**VfB Stuttgart** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -8447,7 +9033,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SV Elversberg** — formation **4-2-3-1**"
+       "**TSG Hoffenheim** — formation **4-2-2-2**"
       ],
       "text/plain": [
        ""
@@ -8459,7 +9045,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayer 04 Leverkusen** — formation **4-2-3-1**"
+       "**VfB Stuttgart** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -8483,7 +9069,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SV 07 Elversberg** — formation **4-2-3-1**"
+       "**1899 Hoffenheim** — formation **4-4-2**"
       ],
       "text/plain": [
        ""
@@ -8495,7 +9081,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Bayer Leverkusen** — formation **4-2-3-1**"
+       "**VfB Stuttgart** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -8507,7 +9093,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_06_sv-07-elversberg-vs-bayer-04-leverkusen.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_06_tsg-hoffenheim-vs-vfb-stuttgart.html`"
       ],
       "text/plain": [
        ""
@@ -8520,7 +9106,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 7. Borussia Dortmund vs Hamburger SV"
+       "## 7. 1. FC Köln vs SV Werder Bremen"
       ],
       "text/plain": [
        ""
@@ -8581,22 +9167,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      Borussia Dortmund\n",
-       "      2.356\n",
+       "      1. FC Köln\n",
+       "      1.614\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      Hamburger SV\n",
-       "      0.480\n",
+       "      SV Werder Bremen\n",
+       "      1.123\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                team  expected match points\n",
-       "0  Borussia Dortmund                  2.356\n",
-       "1       Hamburger SV                  0.480"
+       "               team  expected match points\n",
+       "0        1. FC Köln                  1.614\n",
+       "1  SV Werder Bremen                  1.123"
       ]
      },
      "metadata": {},
@@ -8645,28 +9231,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      Borussia Dortmund\n",
-       "      4\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      SV Werder Bremen\n",
+       "      10\n",
+       "      2\n",
+       "      3\n",
+       "      -1\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      Hamburger SV\n",
-       "      9\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      1. FC Köln\n",
+       "      11\n",
+       "      2\n",
+       "      3\n",
+       "      -2\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                team  position  matches  points  goal_difference\n",
-       "0  Borussia Dortmund         4        0       0                0\n",
-       "1       Hamburger SV         9        0       0                0"
+       "               team  position  matches  points  goal_difference\n",
+       "0  SV Werder Bremen        10        2       3               -1\n",
+       "1        1. FC Köln        11        2       3               -2"
       ]
      },
      "metadata": {},
@@ -8715,123 +9301,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      326\n",
-       "      Julian Ryerson\n",
-       "      Borussia Dortmund\n",
-       "      2\n",
-       "      2.355823\n",
-       "      1.0\n",
-       "      17.315300\n",
+       "      124\n",
+       "      Mikey Moore\n",
+       "      1. FC Köln\n",
+       "      3\n",
+       "      1.614334\n",
+       "      1.000000\n",
+       "      117.919481\n",
        "    \n",
        "    \n",
-       "      341\n",
-       "      Konstantinos Karetsas\n",
-       "      Borussia Dortmund\n",
+       "      106\n",
+       "      Tom Krauß\n",
+       "      1. FC Köln\n",
        "      3\n",
-       "      2.355823\n",
-       "      1.0\n",
-       "      17.126834\n",
+       "      1.614334\n",
+       "      1.000000\n",
+       "      113.235009\n",
        "    \n",
        "    \n",
-       "      334\n",
-       "      Daniel Svensson\n",
-       "      Borussia Dortmund\n",
-       "      2\n",
-       "      2.355823\n",
-       "      1.0\n",
-       "      16.372970\n",
+       "      102\n",
+       "      Marvin Schwäbe\n",
+       "      1. FC Köln\n",
+       "      1\n",
+       "      1.614334\n",
+       "      1.000000\n",
+       "      109.842804\n",
        "    \n",
        "    \n",
-       "      320\n",
-       "      Waldemar Anton\n",
-       "      Borussia Dortmund\n",
-       "      2\n",
-       "      2.355823\n",
-       "      1.0\n",
-       "      16.255179\n",
+       "      112\n",
+       "      Ísak Jóhannesson\n",
+       "      1. FC Köln\n",
+       "      3\n",
+       "      1.614334\n",
+       "      0.853955\n",
+       "      104.698305\n",
        "    \n",
        "    \n",
-       "      322\n",
-       "      Gregor Kobel\n",
-       "      Borussia Dortmund\n",
-       "      1\n",
-       "      2.355823\n",
-       "      1.0\n",
-       "      16.019597\n",
+       "      120\n",
+       "      Gideon Mensah\n",
+       "      1. FC Köln\n",
+       "      2\n",
+       "      1.614334\n",
+       "      1.000000\n",
+       "      103.542996\n",
        "    \n",
        "    \n",
-       "      355\n",
-       "      Albert Grønbæk\n",
-       "      Hamburger SV\n",
+       "      399\n",
+       "      Marco Grüll\n",
+       "      SV Werder Bremen\n",
        "      3\n",
-       "      0.480403\n",
-       "      1.0\n",
-       "      4.515789\n",
+       "      1.122867\n",
+       "      1.000000\n",
+       "      89.997402\n",
        "    \n",
        "    \n",
-       "      361\n",
-       "      Louis Lemke\n",
-       "      Hamburger SV\n",
+       "      387\n",
+       "      Amos Pieper\n",
+       "      SV Werder Bremen\n",
        "      2\n",
-       "      0.480403\n",
-       "      1.0\n",
-       "      3.939306\n",
+       "      1.122867\n",
+       "      1.000000\n",
+       "      82.581886\n",
        "    \n",
        "    \n",
-       "      350\n",
-       "      Nicolai Remberg\n",
-       "      Hamburger SV\n",
+       "      393\n",
+       "      Ludovit Reis\n",
+       "      SV Werder Bremen\n",
        "      3\n",
-       "      0.480403\n",
-       "      1.0\n",
-       "      3.554983\n",
+       "      1.122867\n",
+       "      1.000000\n",
+       "      80.447116\n",
        "    \n",
        "    \n",
-       "      347\n",
-       "      Sebastiaan Bornauw\n",
-       "      Hamburger SV\n",
+       "      396\n",
+       "      Arthur\n",
+       "      SV Werder Bremen\n",
        "      2\n",
-       "      0.480403\n",
-       "      1.0\n",
-       "      3.458903\n",
+       "      1.122867\n",
+       "      1.000000\n",
+       "      79.772978\n",
        "    \n",
        "    \n",
-       "      363\n",
-       "      Patson Daka\n",
-       "      Hamburger SV\n",
-       "      4\n",
-       "      0.480403\n",
-       "      1.0\n",
-       "      3.458903\n",
+       "      411\n",
+       "      Youri Regeer\n",
+       "      SV Werder Bremen\n",
+       "      3\n",
+       "      1.122867\n",
+       "      1.000000\n",
+       "      79.772978\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                      name       team_display  position  \\\n",
-       "326         Julian Ryerson  Borussia Dortmund         2   \n",
-       "341  Konstantinos Karetsas  Borussia Dortmund         3   \n",
-       "334        Daniel Svensson  Borussia Dortmund         2   \n",
-       "320         Waldemar Anton  Borussia Dortmund         2   \n",
-       "322           Gregor Kobel  Borussia Dortmund         1   \n",
-       "355         Albert Grønbæk       Hamburger SV         3   \n",
-       "361            Louis Lemke       Hamburger SV         2   \n",
-       "350        Nicolai Remberg       Hamburger SV         3   \n",
-       "347     Sebastiaan Bornauw       Hamburger SV         2   \n",
-       "363            Patson Daka       Hamburger SV         4   \n",
+       "                 name      team_display  position  expected_match_points  \\\n",
+       "124       Mikey Moore        1. FC Köln         3               1.614334   \n",
+       "106         Tom Krauß        1. FC Köln         3               1.614334   \n",
+       "102    Marvin Schwäbe        1. FC Köln         1               1.614334   \n",
+       "112  Ísak Jóhannesson        1. FC Köln         3               1.614334   \n",
+       "120     Gideon Mensah        1. FC Köln         2               1.614334   \n",
+       "399       Marco Grüll  SV Werder Bremen         3               1.122867   \n",
+       "387       Amos Pieper  SV Werder Bremen         2               1.122867   \n",
+       "393      Ludovit Reis  SV Werder Bremen         3               1.122867   \n",
+       "396            Arthur  SV Werder Bremen         2               1.122867   \n",
+       "411      Youri Regeer  SV Werder Bremen         3               1.122867   \n",
        "\n",
-       "     expected_match_points  starting_chance      score  \n",
-       "326               2.355823              1.0  17.315300  \n",
-       "341               2.355823              1.0  17.126834  \n",
-       "334               2.355823              1.0  16.372970  \n",
-       "320               2.355823              1.0  16.255179  \n",
-       "322               2.355823              1.0  16.019597  \n",
-       "355               0.480403              1.0   4.515789  \n",
-       "361               0.480403              1.0   3.939306  \n",
-       "350               0.480403              1.0   3.554983  \n",
-       "347               0.480403              1.0   3.458903  \n",
-       "363               0.480403              1.0   3.458903  "
+       "     starting_chance       score  \n",
+       "124         1.000000  117.919481  \n",
+       "106         1.000000  113.235009  \n",
+       "102         1.000000  109.842804  \n",
+       "112         0.853955  104.698305  \n",
+       "120         1.000000  103.542996  \n",
+       "399         1.000000   89.997402  \n",
+       "387         1.000000   82.581886  \n",
+       "393         1.000000   80.447116  \n",
+       "396         1.000000   79.772978  \n",
+       "411         1.000000   79.772978  "
       ]
      },
      "metadata": {},
@@ -8885,313 +9471,313 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      Borussia Dortmund\n",
-       "      2026-07-29T10:00:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-07-31T10:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Cerezo Osaka\n",
-       "      1\n",
-       "      0\n",
-       "      Borussia Dortmund\n",
-       "      L\n",
+       "      1. FC Köln\n",
+       "      2\n",
+       "      2\n",
+       "      Hertha BSC\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      Borussia Dortmund\n",
-       "      2026-08-01T10:00:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-08-08T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      FC Tokyo\n",
-       "      0\n",
+       "      1. FC Köln\n",
+       "      2\n",
        "      1\n",
-       "      Borussia Dortmund\n",
+       "      Real Sociedad\n",
        "      W\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      Borussia Dortmund\n",
-       "      2026-08-09T13:00:00+00:00\n",
-       "      Emirates Cup\n",
-       "      Arsenal\n",
+       "      1. FC Köln\n",
+       "      2026-08-24T16:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      FC Würzburger Kickers\n",
+       "      1\n",
        "      2\n",
-       "      3\n",
-       "      Borussia Dortmund\n",
+       "      1. FC Köln\n",
        "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      Borussia Dortmund\n",
-       "      2026-08-15T15:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Borussia Dortmund\n",
-       "      2\n",
+       "      1. FC Köln\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      1. FC Köln\n",
+       "      3\n",
        "      2\n",
-       "      AS Roma\n",
-       "      D\n",
+       "      TSG Hoffenheim\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      Borussia Dortmund\n",
-       "      2026-08-22T18:30:00+00:00\n",
-       "      Supercup\n",
-       "      Borussia Dortmund\n",
-       "      1\n",
-       "      2\n",
-       "      FC Bayern München\n",
+       "      1. FC Köln\n",
+       "      2026-09-04T18:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      VfB Stuttgart\n",
+       "      4\n",
+       "      1\n",
+       "      1. FC Köln\n",
        "      L\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-05-02T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
+       "      1. FC Union Berlin\n",
        "      2\n",
-       "      1\n",
-       "      Borussia Dortmund\n",
-       "      L\n",
+       "      2\n",
+       "      1. FC Köln\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-04-26T15:30:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-05-10T15:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      4\n",
-       "      0\n",
-       "      SC Freiburg\n",
-       "      W\n",
+       "      1. FC Köln\n",
+       "      1\n",
+       "      3\n",
+       "      1. FC Heidenheim\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-05-03T15:30:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia M'gladbach\n",
+       "      FC Bayern München\n",
+       "      5\n",
        "      1\n",
-       "      0\n",
-       "      Borussia Dortmund\n",
+       "      1. FC Köln\n",
        "      L\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-05-08T18:30:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia Dortmund\n",
+       "      1. FC Köln\n",
        "      3\n",
        "      2\n",
-       "      Eintracht Frankfurt\n",
+       "      TSG Hoffenheim\n",
        "      W\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      1. FC Köln\n",
+       "      2026-09-04T18:30:00+00:00\n",
        "      Bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      0\n",
-       "      2\n",
-       "      Borussia Dortmund\n",
-       "      W\n",
+       "      VfB Stuttgart\n",
+       "      4\n",
+       "      1\n",
+       "      1. FC Köln\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      Hamburger SV\n",
-       "      2026-07-25T11:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-08-15T12:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Hamburger SV\n",
-       "      3\n",
+       "      SV Werder Bremen\n",
+       "      0\n",
        "      1\n",
-       "      1. FC Heidenheim\n",
-       "      W\n",
+       "      Auxerre\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
-       "      Hamburger SV\n",
-       "      2026-08-01T15:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Hamburger SV\n",
-       "      1\n",
-       "      2\n",
-       "      Everton\n",
-       "      L\n",
+       "      SV Werder Bremen\n",
+       "      2026-08-22T13:30:00+00:00\n",
+       "      DFB Pokal\n",
+       "      LSK Hansa Lüneburg\n",
+       "      0\n",
+       "      3\n",
+       "      SV Werder Bremen\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      12\n",
        "      overall\n",
-       "      Hamburger SV\n",
-       "      2026-08-08T13:00:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-08-23T10:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Hamburger SV\n",
-       "      2\n",
-       "      2\n",
-       "      Lille\n",
-       "      D\n",
+       "      SV Werder Bremen\n",
+       "      3\n",
+       "      1\n",
+       "      SV Meppen\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      13\n",
        "      overall\n",
-       "      Hamburger SV\n",
-       "      2026-08-15T17:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Toulouse\n",
+       "      SV Werder Bremen\n",
+       "      2026-08-30T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SC Freiburg\n",
+       "      4\n",
        "      1\n",
-       "      2\n",
-       "      Hamburger SV\n",
-       "      W\n",
+       "      SV Werder Bremen\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      14\n",
        "      overall\n",
-       "      Hamburger SV\n",
-       "      2026-08-24T16:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      SC Verl\n",
-       "      0\n",
+       "      SV Werder Bremen\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SV Werder Bremen\n",
        "      3\n",
-       "      Hamburger SV\n",
+       "      1\n",
+       "      RB Leipzig\n",
        "      W\n",
        "    \n",
        "    \n",
        "      15\n",
        "      bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-05-02T13:30:00+00:00\n",
        "      Bundesliga\n",
        "      SV Werder Bremen\n",
-       "      3\n",
        "      1\n",
-       "      Hamburger SV\n",
+       "      3\n",
+       "      FC Augsburg\n",
        "      L\n",
        "    \n",
        "    \n",
        "      16\n",
        "      bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-04-25T16:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-05-09T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Hamburger SV\n",
-       "      1\n",
-       "      2\n",
        "      TSG Hoffenheim\n",
+       "      1\n",
+       "      0\n",
+       "      SV Werder Bremen\n",
        "      L\n",
        "    \n",
        "    \n",
        "      17\n",
        "      bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Eintracht Frankfurt\n",
-       "      1\n",
+       "      SV Werder Bremen\n",
+       "      0\n",
        "      2\n",
-       "      Hamburger SV\n",
-       "      W\n",
+       "      Borussia Dortmund\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      18\n",
        "      bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-05-10T13:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-08-30T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Hamburger SV\n",
-       "      3\n",
-       "      2\n",
        "      SC Freiburg\n",
-       "      W\n",
+       "      4\n",
+       "      1\n",
+       "      SV Werder Bremen\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      19\n",
        "      bundesliga\n",
-       "      Hamburger SV\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      SV Werder Bremen\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      1\n",
+       "      SV Werder Bremen\n",
+       "      3\n",
        "      1\n",
-       "      Hamburger SV\n",
-       "      D\n",
+       "      RB Leipzig\n",
+       "      W\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "      category               team                       date  \\\n",
-       "0      overall  Borussia Dortmund  2026-07-29T10:00:00+00:00   \n",
-       "1      overall  Borussia Dortmund  2026-08-01T10:00:00+00:00   \n",
-       "2      overall  Borussia Dortmund  2026-08-09T13:00:00+00:00   \n",
-       "3      overall  Borussia Dortmund  2026-08-15T15:30:00+00:00   \n",
-       "4      overall  Borussia Dortmund  2026-08-22T18:30:00+00:00   \n",
-       "5   bundesliga  Borussia Dortmund  2026-04-18T13:30:00+00:00   \n",
-       "6   bundesliga  Borussia Dortmund  2026-04-26T15:30:00+00:00   \n",
-       "7   bundesliga  Borussia Dortmund  2026-05-03T15:30:00+00:00   \n",
-       "8   bundesliga  Borussia Dortmund  2026-05-08T18:30:00+00:00   \n",
-       "9   bundesliga  Borussia Dortmund  2026-05-16T13:30:00+00:00   \n",
-       "10     overall       Hamburger SV  2026-07-25T11:30:00+00:00   \n",
-       "11     overall       Hamburger SV  2026-08-01T15:00:00+00:00   \n",
-       "12     overall       Hamburger SV  2026-08-08T13:00:00+00:00   \n",
-       "13     overall       Hamburger SV  2026-08-15T17:00:00+00:00   \n",
-       "14     overall       Hamburger SV  2026-08-24T16:00:00+00:00   \n",
-       "15  bundesliga       Hamburger SV  2026-04-18T13:30:00+00:00   \n",
-       "16  bundesliga       Hamburger SV  2026-04-25T16:30:00+00:00   \n",
-       "17  bundesliga       Hamburger SV  2026-05-02T13:30:00+00:00   \n",
-       "18  bundesliga       Hamburger SV  2026-05-10T13:30:00+00:00   \n",
-       "19  bundesliga       Hamburger SV  2026-05-16T13:30:00+00:00   \n",
-       "\n",
-       "            competition            home_team  home_score  away_score  \\\n",
-       "0   Club Friendly Games         Cerezo Osaka           1           0   \n",
-       "1   Club Friendly Games             FC Tokyo           0           1   \n",
-       "2          Emirates Cup              Arsenal           2           3   \n",
-       "3   Club Friendly Games    Borussia Dortmund           2           2   \n",
-       "4              Supercup    Borussia Dortmund           1           2   \n",
-       "5            Bundesliga       TSG Hoffenheim           2           1   \n",
-       "6            Bundesliga    Borussia Dortmund           4           0   \n",
-       "7            Bundesliga  Borussia M'gladbach           1           0   \n",
-       "8            Bundesliga    Borussia Dortmund           3           2   \n",
-       "9            Bundesliga     SV Werder Bremen           0           2   \n",
-       "10  Club Friendly Games         Hamburger SV           3           1   \n",
-       "11  Club Friendly Games         Hamburger SV           1           2   \n",
-       "12  Club Friendly Games         Hamburger SV           2           2   \n",
-       "13  Club Friendly Games             Toulouse           1           2   \n",
-       "14            DFB Pokal              SC Verl           0           3   \n",
-       "15           Bundesliga     SV Werder Bremen           3           1   \n",
-       "16           Bundesliga         Hamburger SV           1           2   \n",
-       "17           Bundesliga  Eintracht Frankfurt           1           2   \n",
-       "18           Bundesliga         Hamburger SV           3           2   \n",
-       "19           Bundesliga  Bayer 04 Leverkusen           1           1   \n",
-       "\n",
-       "              away_team result  \n",
-       "0     Borussia Dortmund      L  \n",
-       "1     Borussia Dortmund      W  \n",
-       "2     Borussia Dortmund      W  \n",
-       "3               AS Roma      D  \n",
-       "4     FC Bayern München      L  \n",
-       "5     Borussia Dortmund      L  \n",
-       "6           SC Freiburg      W  \n",
-       "7     Borussia Dortmund      L  \n",
-       "8   Eintracht Frankfurt      W  \n",
-       "9     Borussia Dortmund      W  \n",
-       "10     1. FC Heidenheim      W  \n",
-       "11              Everton      L  \n",
-       "12                Lille      D  \n",
-       "13         Hamburger SV      W  \n",
-       "14         Hamburger SV      W  \n",
-       "15         Hamburger SV      L  \n",
-       "16       TSG Hoffenheim      L  \n",
-       "17         Hamburger SV      W  \n",
-       "18          SC Freiburg      W  \n",
-       "19         Hamburger SV      D  "
+       "      category              team                       date  \\\n",
+       "0      overall        1. FC Köln  2026-07-31T10:00:00+00:00   \n",
+       "1      overall        1. FC Köln  2026-08-08T13:30:00+00:00   \n",
+       "2      overall        1. FC Köln  2026-08-24T16:00:00+00:00   \n",
+       "3      overall        1. FC Köln  2026-08-29T13:30:00+00:00   \n",
+       "4      overall        1. FC Köln  2026-09-04T18:30:00+00:00   \n",
+       "5   bundesliga        1. FC Köln  2026-05-02T13:30:00+00:00   \n",
+       "6   bundesliga        1. FC Köln  2026-05-10T15:30:00+00:00   \n",
+       "7   bundesliga        1. FC Köln  2026-05-16T13:30:00+00:00   \n",
+       "8   bundesliga        1. FC Köln  2026-08-29T13:30:00+00:00   \n",
+       "9   bundesliga        1. FC Köln  2026-09-04T18:30:00+00:00   \n",
+       "10     overall  SV Werder Bremen  2026-08-15T12:30:00+00:00   \n",
+       "11     overall  SV Werder Bremen  2026-08-22T13:30:00+00:00   \n",
+       "12     overall  SV Werder Bremen  2026-08-23T10:00:00+00:00   \n",
+       "13     overall  SV Werder Bremen  2026-08-30T13:30:00+00:00   \n",
+       "14     overall  SV Werder Bremen  2026-09-05T13:30:00+00:00   \n",
+       "15  bundesliga  SV Werder Bremen  2026-05-02T13:30:00+00:00   \n",
+       "16  bundesliga  SV Werder Bremen  2026-05-09T13:30:00+00:00   \n",
+       "17  bundesliga  SV Werder Bremen  2026-05-16T13:30:00+00:00   \n",
+       "18  bundesliga  SV Werder Bremen  2026-08-30T13:30:00+00:00   \n",
+       "19  bundesliga  SV Werder Bremen  2026-09-05T13:30:00+00:00   \n",
+       "\n",
+       "            competition              home_team  home_score  away_score  \\\n",
+       "0   Club Friendly Games             1. FC Köln           2           2   \n",
+       "1   Club Friendly Games             1. FC Köln           2           1   \n",
+       "2             DFB Pokal  FC Würzburger Kickers           1           2   \n",
+       "3            Bundesliga             1. FC Köln           3           2   \n",
+       "4            Bundesliga          VfB Stuttgart           4           1   \n",
+       "5            Bundesliga     1. FC Union Berlin           2           2   \n",
+       "6            Bundesliga             1. FC Köln           1           3   \n",
+       "7            Bundesliga      FC Bayern München           5           1   \n",
+       "8            Bundesliga             1. FC Köln           3           2   \n",
+       "9            Bundesliga          VfB Stuttgart           4           1   \n",
+       "10  Club Friendly Games       SV Werder Bremen           0           1   \n",
+       "11            DFB Pokal     LSK Hansa Lüneburg           0           3   \n",
+       "12  Club Friendly Games       SV Werder Bremen           3           1   \n",
+       "13           Bundesliga            SC Freiburg           4           1   \n",
+       "14           Bundesliga       SV Werder Bremen           3           1   \n",
+       "15           Bundesliga       SV Werder Bremen           1           3   \n",
+       "16           Bundesliga         TSG Hoffenheim           1           0   \n",
+       "17           Bundesliga       SV Werder Bremen           0           2   \n",
+       "18           Bundesliga            SC Freiburg           4           1   \n",
+       "19           Bundesliga       SV Werder Bremen           3           1   \n",
+       "\n",
+       "            away_team result  \n",
+       "0          Hertha BSC      D  \n",
+       "1       Real Sociedad      W  \n",
+       "2          1. FC Köln      W  \n",
+       "3      TSG Hoffenheim      W  \n",
+       "4          1. FC Köln      L  \n",
+       "5          1. FC Köln      D  \n",
+       "6    1. FC Heidenheim      L  \n",
+       "7          1. FC Köln      L  \n",
+       "8      TSG Hoffenheim      W  \n",
+       "9          1. FC Köln      L  \n",
+       "10            Auxerre      L  \n",
+       "11   SV Werder Bremen      W  \n",
+       "12          SV Meppen      W  \n",
+       "13   SV Werder Bremen      L  \n",
+       "14         RB Leipzig      W  \n",
+       "15        FC Augsburg      L  \n",
+       "16   SV Werder Bremen      L  \n",
+       "17  Borussia Dortmund      L  \n",
+       "18   SV Werder Bremen      L  \n",
+       "19         RB Leipzig      W  "
       ]
      },
      "metadata": {},
@@ -9211,11 +9797,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0Overall1. FC Köln2026-09-04T18:30:00+00:00VfB StuttgartawayBundesliga
1Bundesliga1. FC Köln2026-09-12T16:30:00+00:00SV Werder BremenhomeBundesliga
2OverallSV Werder Bremen2026-09-05T13:30:00+00:00RB LeipzighomeBundesliga
3BundesligaSV Werder Bremen2026-09-12T16:30:00+00:001. FC KölnawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category              team                       date          opponent  \\\n",
+       "0     Overall        1. FC Köln  2026-09-04T18:30:00+00:00     VfB Stuttgart   \n",
+       "1  Bundesliga        1. FC Köln  2026-09-12T16:30:00+00:00  SV Werder Bremen   \n",
+       "2     Overall  SV Werder Bremen  2026-09-05T13:30:00+00:00        RB Leipzig   \n",
+       "3  Bundesliga  SV Werder Bremen  2026-09-12T16:30:00+00:00        1. FC Köln   \n",
+       "\n",
+       "  venue competition  \n",
+       "0  away  Bundesliga  \n",
+       "1  home  Bundesliga  \n",
+       "2  home  Bundesliga  \n",
+       "3  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -9264,233 +9925,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      70\n",
-       "      Hamburger SV\n",
+       "      59\n",
+       "      SV Werder Bremen\n",
        "      Bundesliga\n",
-       "      Sander Tangvik\n",
+       "      Mio Backhaus\n",
        "      G\n",
-       "      1\n",
-       "      8.80\n",
+       "      3\n",
+       "      8.13\n",
        "    \n",
        "    \n",
-       "      35\n",
-       "      Borussia Dortmund\n",
+       "      60\n",
+       "      SV Werder Bremen\n",
        "      Bundesliga\n",
-       "      Ramy Bensebaini\n",
-       "      D\n",
-       "      2\n",
-       "      8.20\n",
-       "    \n",
-       "    \n",
-       "      36\n",
-       "      Borussia Dortmund\n",
-       "      Bundesliga\n",
-       "      Nico Schlotterbeck\n",
-       "      D\n",
+       "      Marco Grüll\n",
+       "      M\n",
        "      5\n",
-       "      7.60\n",
+       "      7.40\n",
        "    \n",
        "    \n",
-       "      71\n",
-       "      Hamburger SV\n",
+       "      17\n",
+       "      1. FC Köln\n",
        "      Bundesliga\n",
-       "      Fábio Vieira\n",
+       "      Mikey Moore\n",
        "      F\n",
-       "      5\n",
-       "      7.60\n",
+       "      1\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      72\n",
-       "      Hamburger SV\n",
+       "      61\n",
+       "      SV Werder Bremen\n",
        "      Bundesliga\n",
-       "      Robert Glatzel\n",
-       "      F\n",
+       "      Romano Schmid\n",
+       "      M\n",
        "      3\n",
-       "      7.50\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      73\n",
-       "      Hamburger SV\n",
+       "      62\n",
+       "      SV Werder Bremen\n",
        "      Bundesliga\n",
-       "      Daniel Fernandes\n",
-       "      G\n",
-       "      4\n",
-       "      7.48\n",
+       "      Dariusz Stalmach\n",
+       "      M\n",
+       "      2\n",
+       "      7.20\n",
        "    \n",
        "    \n",
-       "      74\n",
-       "      Hamburger SV\n",
+       "      18\n",
+       "      1. FC Köln\n",
        "      Bundesliga\n",
-       "      Luka Vušković\n",
-       "      D\n",
-       "      3\n",
-       "      7.47\n",
+       "      Marius Bülter\n",
+       "      F\n",
+       "      4\n",
+       "      7.13\n",
        "    \n",
        "    \n",
-       "      37\n",
-       "      Borussia Dortmund\n",
+       "      19\n",
+       "      1. FC Köln\n",
        "      Bundesliga\n",
-       "      Gregor Kobel\n",
-       "      G\n",
-       "      5\n",
-       "      7.30\n",
+       "      Said El Mala\n",
+       "      F\n",
+       "      4\n",
+       "      7.10\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      Borussia Dortmund\n",
+       "      63\n",
+       "      SV Werder Bremen\n",
        "      Bundesliga\n",
-       "      Waldemar Anton\n",
+       "      Arthur\n",
        "      D\n",
-       "      5\n",
-       "      7.14\n",
+       "      1\n",
+       "      7.10\n",
        "    \n",
        "    \n",
-       "      39\n",
-       "      Borussia Dortmund\n",
+       "      20\n",
+       "      1. FC Köln\n",
        "      Bundesliga\n",
-       "      Maximilian Beier\n",
-       "      F\n",
-       "      5\n",
-       "      7.12\n",
+       "      Tom Krauß\n",
+       "      M\n",
+       "      4\n",
+       "      6.90\n",
        "    \n",
        "    \n",
-       "      55\n",
-       "      Hamburger SV\n",
-       "      Overall\n",
-       "      Albert Grønbæk\n",
-       "      F\n",
-       "      1\n",
-       "      9.40\n",
+       "      21\n",
+       "      1. FC Köln\n",
+       "      Bundesliga\n",
+       "      Eric Martel\n",
+       "      M\n",
+       "      2\n",
+       "      6.85\n",
        "    \n",
        "    \n",
-       "      56\n",
-       "      Hamburger SV\n",
+       "      41\n",
+       "      SV Werder Bremen\n",
        "      Overall\n",
-       "      Louis Lemke\n",
+       "      Marco Grüll\n",
        "      M\n",
-       "      1\n",
-       "      8.20\n",
+       "      3\n",
+       "      7.83\n",
        "    \n",
        "    \n",
        "      0\n",
-       "      Borussia Dortmund\n",
-       "      Overall\n",
-       "      Patrick Drewes\n",
-       "      G\n",
-       "      1\n",
-       "      7.70\n",
-       "    \n",
-       "    \n",
-       "      57\n",
-       "      Hamburger SV\n",
-       "      Overall\n",
-       "      Sander Tangvik\n",
-       "      G\n",
-       "      1\n",
-       "      7.70\n",
-       "    \n",
-       "    \n",
-       "      58\n",
-       "      Hamburger SV\n",
+       "      1. FC Köln\n",
        "      Overall\n",
-       "      Nicolai Remberg\n",
+       "      Ísak Bergmann Jóhannesson\n",
        "      M\n",
-       "      1\n",
-       "      7.40\n",
+       "      3\n",
+       "      7.73\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      Borussia Dortmund\n",
+       "      1. FC Köln\n",
        "      Overall\n",
-       "      Julian Ryerson\n",
-       "      M\n",
+       "      Thijs Dallinga\n",
+       "      F\n",
        "      2\n",
-       "      7.35\n",
+       "      7.55\n",
+       "    \n",
+       "    \n",
+       "      42\n",
+       "      SV Werder Bremen\n",
+       "      Overall\n",
+       "      Amos Pieper\n",
+       "      D\n",
+       "      3\n",
+       "      7.37\n",
        "    \n",
        "    \n",
        "      2\n",
-       "      Borussia Dortmund\n",
+       "      1. FC Köln\n",
        "      Overall\n",
-       "      Giannis Konstantelias\n",
-       "      M\n",
+       "      Mikey Moore\n",
+       "      F\n",
        "      1\n",
        "      7.30\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      Borussia Dortmund\n",
+       "      43\n",
+       "      SV Werder Bremen\n",
        "      Overall\n",
-       "      Konstantinos Karetsas\n",
-       "      F\n",
+       "      Ludovit Reis\n",
+       "      M\n",
        "      3\n",
        "      7.27\n",
        "    \n",
        "    \n",
-       "      59\n",
-       "      Hamburger SV\n",
+       "      44\n",
+       "      SV Werder Bremen\n",
        "      Overall\n",
-       "      Patson Daka\n",
-       "      F\n",
-       "      1\n",
+       "      Dariusz Stalmach\n",
+       "      M\n",
+       "      2\n",
        "      7.20\n",
        "    \n",
        "    \n",
-       "      4\n",
-       "      Borussia Dortmund\n",
+       "      45\n",
+       "      SV Werder Bremen\n",
        "      Overall\n",
-       "      Jan-Luca Riedl\n",
+       "      Arthur\n",
        "      D\n",
-       "      2\n",
+       "      1\n",
        "      7.10\n",
        "    \n",
+       "    \n",
+       "      3\n",
+       "      1. FC Köln\n",
+       "      Overall\n",
+       "      Tom Krauß\n",
+       "      M\n",
+       "      3\n",
+       "      7.07\n",
+       "    \n",
+       "    \n",
+       "      4\n",
+       "      1. FC Köln\n",
+       "      Overall\n",
+       "      Linton Maina\n",
+       "      F\n",
+       "      3\n",
+       "      6.90\n",
+       "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                 team    category            player_name position  \\\n",
-       "70       Hamburger SV  Bundesliga         Sander Tangvik        G   \n",
-       "35  Borussia Dortmund  Bundesliga        Ramy Bensebaini        D   \n",
-       "36  Borussia Dortmund  Bundesliga     Nico Schlotterbeck        D   \n",
-       "71       Hamburger SV  Bundesliga           Fábio Vieira        F   \n",
-       "72       Hamburger SV  Bundesliga         Robert Glatzel        F   \n",
-       "73       Hamburger SV  Bundesliga       Daniel Fernandes        G   \n",
-       "74       Hamburger SV  Bundesliga          Luka Vušković        D   \n",
-       "37  Borussia Dortmund  Bundesliga           Gregor Kobel        G   \n",
-       "38  Borussia Dortmund  Bundesliga         Waldemar Anton        D   \n",
-       "39  Borussia Dortmund  Bundesliga       Maximilian Beier        F   \n",
-       "55       Hamburger SV     Overall         Albert Grønbæk        F   \n",
-       "56       Hamburger SV     Overall            Louis Lemke        M   \n",
-       "0   Borussia Dortmund     Overall         Patrick Drewes        G   \n",
-       "57       Hamburger SV     Overall         Sander Tangvik        G   \n",
-       "58       Hamburger SV     Overall        Nicolai Remberg        M   \n",
-       "1   Borussia Dortmund     Overall         Julian Ryerson        M   \n",
-       "2   Borussia Dortmund     Overall  Giannis Konstantelias        M   \n",
-       "3   Borussia Dortmund     Overall  Konstantinos Karetsas        F   \n",
-       "59       Hamburger SV     Overall            Patson Daka        F   \n",
-       "4   Borussia Dortmund     Overall         Jan-Luca Riedl        D   \n",
+       "                team    category                player_name position  \\\n",
+       "59  SV Werder Bremen  Bundesliga               Mio Backhaus        G   \n",
+       "60  SV Werder Bremen  Bundesliga                Marco Grüll        M   \n",
+       "17        1. FC Köln  Bundesliga                Mikey Moore        F   \n",
+       "61  SV Werder Bremen  Bundesliga              Romano Schmid        M   \n",
+       "62  SV Werder Bremen  Bundesliga           Dariusz Stalmach        M   \n",
+       "18        1. FC Köln  Bundesliga              Marius Bülter        F   \n",
+       "19        1. FC Köln  Bundesliga               Said El Mala        F   \n",
+       "63  SV Werder Bremen  Bundesliga                     Arthur        D   \n",
+       "20        1. FC Köln  Bundesliga                  Tom Krauß        M   \n",
+       "21        1. FC Köln  Bundesliga                Eric Martel        M   \n",
+       "41  SV Werder Bremen     Overall                Marco Grüll        M   \n",
+       "0         1. FC Köln     Overall  Ísak Bergmann Jóhannesson        M   \n",
+       "1         1. FC Köln     Overall             Thijs Dallinga        F   \n",
+       "42  SV Werder Bremen     Overall                Amos Pieper        D   \n",
+       "2         1. FC Köln     Overall                Mikey Moore        F   \n",
+       "43  SV Werder Bremen     Overall               Ludovit Reis        M   \n",
+       "44  SV Werder Bremen     Overall           Dariusz Stalmach        M   \n",
+       "45  SV Werder Bremen     Overall                     Arthur        D   \n",
+       "3         1. FC Köln     Overall                  Tom Krauß        M   \n",
+       "4         1. FC Köln     Overall               Linton Maina        F   \n",
        "\n",
        "    rating_count  average_rating  \n",
-       "70             1            8.80  \n",
-       "35             2            8.20  \n",
-       "36             5            7.60  \n",
-       "71             5            7.60  \n",
-       "72             3            7.50  \n",
-       "73             4            7.48  \n",
-       "74             3            7.47  \n",
-       "37             5            7.30  \n",
-       "38             5            7.14  \n",
-       "39             5            7.12  \n",
-       "55             1            9.40  \n",
-       "56             1            8.20  \n",
-       "0              1            7.70  \n",
-       "57             1            7.70  \n",
-       "58             1            7.40  \n",
-       "1              2            7.35  \n",
+       "59             3            8.13  \n",
+       "60             5            7.40  \n",
+       "17             1            7.30  \n",
+       "61             3            7.30  \n",
+       "62             2            7.20  \n",
+       "18             4            7.13  \n",
+       "19             4            7.10  \n",
+       "63             1            7.10  \n",
+       "20             4            6.90  \n",
+       "21             2            6.85  \n",
+       "41             3            7.83  \n",
+       "0              3            7.73  \n",
+       "1              2            7.55  \n",
+       "42             3            7.37  \n",
        "2              1            7.30  \n",
-       "3              3            7.27  \n",
-       "59             1            7.20  \n",
-       "4              2            7.10  "
+       "43             3            7.27  \n",
+       "44             2            7.20  \n",
+       "45             1            7.10  \n",
+       "3              3            7.07  \n",
+       "4              3            6.90  "
       ]
      },
      "metadata": {},
@@ -9523,7 +10184,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Borussia Dortmund** — formation **3-4-3**"
+       "**1. FC Köln** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -9535,7 +10196,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Hamburger SV** — formation **3-4-3**"
+       "**SV Werder Bremen** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -9559,7 +10220,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Borussia Dortmund** — formation **3-4-2-1**"
+       "**1. FC Köln** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -9571,7 +10232,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Hamburger SV** — formation **3-4-2-1**"
+       "**SV Werder Bremen** — formation **4-1-2-3**"
       ],
       "text/plain": [
        ""
@@ -9595,7 +10256,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Borussia Dortmund** — formation **3-4-2-1**"
+       "**1. FC Köln** — formation **4-1-2-2-1**"
       ],
       "text/plain": [
        ""
@@ -9607,7 +10268,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Hamburger SV** — formation **3-4-2-1**"
+       "**Werder Bremen** — formation **4-2-1-2-1**"
       ],
       "text/plain": [
        ""
@@ -9631,7 +10292,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Borussia Dortmund** — formation **3-4-2-1**"
+       "**1. FC Köln** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -9643,7 +10304,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Hamburger SV** — formation **3-4-2-1**"
+       "**Werder Bremen** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -9655,7 +10316,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_07_borussia-dortmund-vs-hamburger-sv.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_07_1-fc-k-ln-vs-sv-werder-bremen.html`"
       ],
       "text/plain": [
        ""
@@ -9668,7 +10329,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 8. SC Freiburg vs SV Werder Bremen"
+       "## 8. RB Leipzig vs Hamburger SV"
       ],
       "text/plain": [
        ""
@@ -9729,22 +10390,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      SC Freiburg\n",
-       "      1.706\n",
+       "      RB Leipzig\n",
+       "      2.249\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      SV Werder Bremen\n",
-       "      1.031\n",
+       "      Hamburger SV\n",
+       "      0.579\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "               team  expected match points\n",
-       "0       SC Freiburg                  1.706\n",
-       "1  SV Werder Bremen                  1.031"
+       "           team  expected match points\n",
+       "0    RB Leipzig                  2.249\n",
+       "1  Hamburger SV                  0.579"
       ]
      },
      "metadata": {},
@@ -9793,28 +10454,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      SC Freiburg\n",
-       "      11\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      RB Leipzig\n",
+       "      8\n",
+       "      2\n",
+       "      3\n",
+       "      1\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      SV Werder Bremen\n",
+       "      Hamburger SV\n",
        "      18\n",
+       "      2\n",
        "      0\n",
-       "      0\n",
-       "      0\n",
+       "      -7\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "               team  position  matches  points  goal_difference\n",
-       "0       SC Freiburg        11        0       0                0\n",
-       "1  SV Werder Bremen        18        0       0                0"
+       "           team  position  matches  points  goal_difference\n",
+       "0    RB Leipzig         8        2       3                1\n",
+       "1  Hamburger SV        18        2       0               -7"
       ]
      },
      "metadata": {},
@@ -9863,123 +10524,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      381\n",
-       "      Igor Matanović\n",
-       "      SC Freiburg\n",
-       "      4\n",
-       "      1.705678\n",
-       "      1.0\n",
-       "      13.526030\n",
+       "      344\n",
+       "      Albert Grønbæk\n",
+       "      Hamburger SV\n",
+       "      3\n",
+       "      0.578787\n",
+       "      1.000000\n",
+       "      44.652108\n",
        "    \n",
        "    \n",
-       "      366\n",
-       "      Matthias Ginter\n",
-       "      SC Freiburg\n",
-       "      2\n",
-       "      1.705678\n",
-       "      1.0\n",
-       "      12.673191\n",
+       "      334\n",
+       "      Daniel Heuer Fernandes\n",
+       "      Hamburger SV\n",
+       "      1\n",
+       "      0.578787\n",
+       "      1.000000\n",
+       "      39.613543\n",
        "    \n",
        "    \n",
-       "      370\n",
-       "      Maximilian Eggestein\n",
-       "      SC Freiburg\n",
+       "      340\n",
+       "      Nicolai Remberg\n",
+       "      Hamburger SV\n",
        "      3\n",
-       "      1.705678\n",
-       "      1.0\n",
-       "      12.622021\n",
+       "      0.578787\n",
+       "      1.000000\n",
+       "      39.208141\n",
        "    \n",
        "    \n",
-       "      379\n",
-       "      Yannik Engelhardt\n",
-       "      SC Freiburg\n",
+       "      349\n",
+       "      Fábio Vieira\n",
+       "      Hamburger SV\n",
        "      3\n",
-       "      1.705678\n",
-       "      1.0\n",
-       "      12.332056\n",
+       "      0.578787\n",
+       "      1.000000\n",
+       "      38.223594\n",
        "    \n",
        "    \n",
-       "      383\n",
-       "      Philipp Treu\n",
-       "      SC Freiburg\n",
+       "      353\n",
+       "      David Møller Wolfe\n",
+       "      Hamburger SV\n",
        "      2\n",
-       "      1.705678\n",
-       "      1.0\n",
-       "      11.769182\n",
-       "    \n",
-       "    \n",
-       "      404\n",
-       "      Jens Stage\n",
-       "      SV Werder Bremen\n",
-       "      3\n",
-       "      1.031190\n",
-       "      1.0\n",
-       "      8.558879\n",
+       "      0.578787\n",
+       "      1.000000\n",
+       "      37.065303\n",
        "    \n",
        "    \n",
-       "      395\n",
-       "      Marco Friedl\n",
-       "      SV Werder Bremen\n",
+       "      260\n",
+       "      Ridle  Baku\n",
+       "      RB Leipzig\n",
        "      2\n",
-       "      1.031190\n",
-       "      1.0\n",
-       "      8.249522\n",
+       "      2.248809\n",
+       "      1.000000\n",
+       "      171.015447\n",
        "    \n",
        "    \n",
-       "      396\n",
-       "      Amos Pieper\n",
-       "      SV Werder Bremen\n",
-       "      2\n",
-       "      1.031190\n",
-       "      1.0\n",
-       "      7.940165\n",
+       "      273\n",
+       "      Antonio Nusa\n",
+       "      RB Leipzig\n",
+       "      3\n",
+       "      2.248809\n",
+       "      1.000000\n",
+       "      165.839980\n",
        "    \n",
        "    \n",
-       "      406\n",
-       "      Olivier Deman\n",
-       "      SV Werder Bremen\n",
+       "      262\n",
+       "      David Raum\n",
+       "      RB Leipzig\n",
        "      2\n",
-       "      1.031190\n",
-       "      1.0\n",
-       "      7.527689\n",
+       "      2.248809\n",
+       "      1.000000\n",
+       "      159.989451\n",
        "    \n",
        "    \n",
-       "      415\n",
-       "      Mick Schmetgens\n",
-       "      SV Werder Bremen\n",
+       "      272\n",
+       "      Maarten Vandevoordt\n",
+       "      RB Leipzig\n",
+       "      1\n",
+       "      2.248809\n",
+       "      1.000000\n",
+       "      157.289207\n",
+       "    \n",
+       "    \n",
+       "      256\n",
+       "      Willi Orban\n",
+       "      RB Leipzig\n",
        "      2\n",
-       "      1.031190\n",
-       "      1.0\n",
-       "      7.321450\n",
+       "      2.248809\n",
+       "      0.906897\n",
+       "      156.521810\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                     name      team_display  position  expected_match_points  \\\n",
-       "381        Igor Matanović       SC Freiburg         4               1.705678   \n",
-       "366       Matthias Ginter       SC Freiburg         2               1.705678   \n",
-       "370  Maximilian Eggestein       SC Freiburg         3               1.705678   \n",
-       "379     Yannik Engelhardt       SC Freiburg         3               1.705678   \n",
-       "383          Philipp Treu       SC Freiburg         2               1.705678   \n",
-       "404            Jens Stage  SV Werder Bremen         3               1.031190   \n",
-       "395          Marco Friedl  SV Werder Bremen         2               1.031190   \n",
-       "396           Amos Pieper  SV Werder Bremen         2               1.031190   \n",
-       "406         Olivier Deman  SV Werder Bremen         2               1.031190   \n",
-       "415       Mick Schmetgens  SV Werder Bremen         2               1.031190   \n",
+       "                       name  team_display  position  expected_match_points  \\\n",
+       "344          Albert Grønbæk  Hamburger SV         3               0.578787   \n",
+       "334  Daniel Heuer Fernandes  Hamburger SV         1               0.578787   \n",
+       "340         Nicolai Remberg  Hamburger SV         3               0.578787   \n",
+       "349            Fábio Vieira  Hamburger SV         3               0.578787   \n",
+       "353      David Møller Wolfe  Hamburger SV         2               0.578787   \n",
+       "260             Ridle  Baku    RB Leipzig         2               2.248809   \n",
+       "273            Antonio Nusa    RB Leipzig         3               2.248809   \n",
+       "262              David Raum    RB Leipzig         2               2.248809   \n",
+       "272     Maarten Vandevoordt    RB Leipzig         1               2.248809   \n",
+       "256             Willi Orban    RB Leipzig         2               2.248809   \n",
        "\n",
-       "     starting_chance      score  \n",
-       "381              1.0  13.526030  \n",
-       "366              1.0  12.673191  \n",
-       "370              1.0  12.622021  \n",
-       "379              1.0  12.332056  \n",
-       "383              1.0  11.769182  \n",
-       "404              1.0   8.558879  \n",
-       "395              1.0   8.249522  \n",
-       "396              1.0   7.940165  \n",
-       "406              1.0   7.527689  \n",
-       "415              1.0   7.321450  "
+       "     starting_chance       score  \n",
+       "344         1.000000   44.652108  \n",
+       "334         1.000000   39.613543  \n",
+       "340         1.000000   39.208141  \n",
+       "349         1.000000   38.223594  \n",
+       "353         1.000000   37.065303  \n",
+       "260         1.000000  171.015447  \n",
+       "273         1.000000  165.839980  \n",
+       "262         1.000000  159.989451  \n",
+       "272         1.000000  157.289207  \n",
+       "256         0.906897  156.521810  "
       ]
      },
      "metadata": {},
@@ -10033,313 +10694,291 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      SC Freiburg\n",
-       "      2026-08-08T13:30:00+00:00\n",
+       "      RB Leipzig\n",
+       "      2026-08-08T13:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SC Freiburg\n",
-       "      2\n",
+       "      Leeds United\n",
+       "      1\n",
        "      0\n",
-       "      RC Strasbourg\n",
-       "      W\n",
+       "      RB Leipzig\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      SC Freiburg\n",
-       "      2026-08-15T12:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      SC Freiburg\n",
-       "      2\n",
-       "      0\n",
-       "      Crystal Palace\n",
-       "      W\n",
+       "      RB Leipzig\n",
+       "      2026-08-15T13:30:00+00:00\n",
+       "      Telekom Cup\n",
+       "      FC Bayern München\n",
+       "      3\n",
+       "      1\n",
+       "      RB Leipzig\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      SC Freiburg\n",
-       "      2026-08-20T18:30:00+00:00\n",
-       "      UEFA Europa Conference League, Qualification P...\n",
-       "      Motherwell\n",
-       "      1\n",
-       "      3\n",
-       "      SC Freiburg\n",
+       "      RB Leipzig\n",
+       "      2026-08-22T16:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      Eintracht Trier\n",
+       "      0\n",
+       "      6\n",
+       "      RB Leipzig\n",
        "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      SC Freiburg\n",
-       "      2026-08-23T16:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      Fortuna Düsseldorf\n",
-       "      1\n",
-       "      5\n",
-       "      SC Freiburg\n",
+       "      RB Leipzig\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      RB Leipzig\n",
+       "      3\n",
+       "      0\n",
+       "      Borussia M'gladbach\n",
        "      W\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      SC Freiburg\n",
-       "      2026-08-27T16:45:00+00:00\n",
-       "      UEFA Europa Conference League, Qualification P...\n",
-       "      SC Freiburg\n",
-       "      4\n",
+       "      RB Leipzig\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SV Werder Bremen\n",
+       "      3\n",
        "      1\n",
-       "      Motherwell\n",
-       "      W\n",
+       "      RB Leipzig\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-04-19T13:30:00+00:00\n",
+       "      RB Leipzig\n",
+       "      2026-05-02T16:30:00+00:00\n",
        "      Bundesliga\n",
-       "      SC Freiburg\n",
-       "      2\n",
+       "      Bayer 04 Leverkusen\n",
+       "      4\n",
        "      1\n",
-       "      1. FC Heidenheim\n",
-       "      W\n",
+       "      RB Leipzig\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-04-26T15:30:00+00:00\n",
+       "      RB Leipzig\n",
+       "      2026-05-09T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Borussia Dortmund\n",
-       "      4\n",
-       "      0\n",
-       "      SC Freiburg\n",
-       "      L\n",
+       "      RB Leipzig\n",
+       "      2\n",
+       "      1\n",
+       "      FC St. Pauli\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      7\n",
        "      bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-05-03T17:30:00+00:00\n",
+       "      RB Leipzig\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
        "      SC Freiburg\n",
+       "      4\n",
        "      1\n",
-       "      1\n",
-       "      VfL Wolfsburg\n",
-       "      D\n",
+       "      RB Leipzig\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      8\n",
        "      bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-05-10T13:30:00+00:00\n",
+       "      RB Leipzig\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Hamburger SV\n",
+       "      RB Leipzig\n",
        "      3\n",
-       "      2\n",
-       "      SC Freiburg\n",
-       "      L\n",
+       "      0\n",
+       "      Borussia M'gladbach\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      9\n",
        "      bundesliga\n",
-       "      SC Freiburg\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      RB Leipzig\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      SC Freiburg\n",
-       "      4\n",
+       "      SV Werder Bremen\n",
+       "      3\n",
        "      1\n",
        "      RB Leipzig\n",
-       "      W\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      SV Werder Bremen\n",
-       "      2026-08-01T13:00:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-08-08T13:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Energie Cottbus\n",
+       "      Hamburger SV\n",
        "      2\n",
-       "      4\n",
-       "      SV Werder Bremen\n",
-       "      W\n",
+       "      2\n",
+       "      Lille\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
-       "      SV Werder Bremen\n",
-       "      2026-08-08T12:00:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-08-15T17:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SV Werder Bremen\n",
-       "      2\n",
+       "      Toulouse\n",
+       "      1\n",
        "      2\n",
-       "      SC Paderborn 07\n",
-       "      D\n",
+       "      Hamburger SV\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      12\n",
        "      overall\n",
-       "      SV Werder Bremen\n",
-       "      2026-08-15T12:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      SV Werder Bremen\n",
+       "      Hamburger SV\n",
+       "      2026-08-24T16:00:00+00:00\n",
+       "      DFB Pokal\n",
+       "      SC Verl\n",
        "      0\n",
-       "      1\n",
-       "      Auxerre\n",
-       "      L\n",
+       "      3\n",
+       "      Hamburger SV\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      13\n",
        "      overall\n",
-       "      SV Werder Bremen\n",
-       "      2026-08-22T13:30:00+00:00\n",
-       "      DFB Pokal\n",
-       "      LSK Hansa Lüneburg\n",
+       "      Hamburger SV\n",
+       "      2026-08-29T16:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Borussia Dortmund\n",
+       "      2\n",
        "      0\n",
-       "      3\n",
-       "      SV Werder Bremen\n",
-       "      W\n",
+       "      Hamburger SV\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      14\n",
        "      overall\n",
-       "      SV Werder Bremen\n",
-       "      2026-08-23T10:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      SV Werder Bremen\n",
-       "      3\n",
-       "      1\n",
-       "      SV Meppen\n",
-       "      W\n",
+       "      Hamburger SV\n",
+       "      2026-09-06T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Hamburger SV\n",
+       "      0\n",
+       "      5\n",
+       "      1. FSV Mainz 05\n",
+       "      L\n",
        "    \n",
        "    \n",
        "      15\n",
        "      bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-05-02T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      3\n",
+       "      Eintracht Frankfurt\n",
        "      1\n",
+       "      2\n",
        "      Hamburger SV\n",
        "      W\n",
        "    \n",
        "    \n",
        "      16\n",
        "      bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-04-26T13:30:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-05-10T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      VfB Stuttgart\n",
-       "      1\n",
-       "      1\n",
-       "      SV Werder Bremen\n",
-       "      D\n",
+       "      Hamburger SV\n",
+       "      3\n",
+       "      2\n",
+       "      SC Freiburg\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      17\n",
        "      bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-05-02T13:30:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-05-16T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      SV Werder Bremen\n",
+       "      Bayer 04 Leverkusen\n",
        "      1\n",
-       "      3\n",
-       "      FC Augsburg\n",
-       "      L\n",
+       "      1\n",
+       "      Hamburger SV\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      18\n",
        "      bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-05-09T13:30:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-08-29T16:30:00+00:00\n",
        "      Bundesliga\n",
-       "      TSG Hoffenheim\n",
-       "      1\n",
+       "      Borussia Dortmund\n",
+       "      2\n",
        "      0\n",
-       "      SV Werder Bremen\n",
+       "      Hamburger SV\n",
        "      L\n",
        "    \n",
        "    \n",
        "      19\n",
        "      bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      Hamburger SV\n",
+       "      2026-09-06T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      SV Werder Bremen\n",
+       "      Hamburger SV\n",
        "      0\n",
-       "      2\n",
-       "      Borussia Dortmund\n",
-       "      L\n",
+       "      5\n",
+       "      1. FSV Mainz 05\n",
+       "      L\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "      category              team                       date  \\\n",
-       "0      overall       SC Freiburg  2026-08-08T13:30:00+00:00   \n",
-       "1      overall       SC Freiburg  2026-08-15T12:00:00+00:00   \n",
-       "2      overall       SC Freiburg  2026-08-20T18:30:00+00:00   \n",
-       "3      overall       SC Freiburg  2026-08-23T16:00:00+00:00   \n",
-       "4      overall       SC Freiburg  2026-08-27T16:45:00+00:00   \n",
-       "5   bundesliga       SC Freiburg  2026-04-19T13:30:00+00:00   \n",
-       "6   bundesliga       SC Freiburg  2026-04-26T15:30:00+00:00   \n",
-       "7   bundesliga       SC Freiburg  2026-05-03T17:30:00+00:00   \n",
-       "8   bundesliga       SC Freiburg  2026-05-10T13:30:00+00:00   \n",
-       "9   bundesliga       SC Freiburg  2026-05-16T13:30:00+00:00   \n",
-       "10     overall  SV Werder Bremen  2026-08-01T13:00:00+00:00   \n",
-       "11     overall  SV Werder Bremen  2026-08-08T12:00:00+00:00   \n",
-       "12     overall  SV Werder Bremen  2026-08-15T12:30:00+00:00   \n",
-       "13     overall  SV Werder Bremen  2026-08-22T13:30:00+00:00   \n",
-       "14     overall  SV Werder Bremen  2026-08-23T10:00:00+00:00   \n",
-       "15  bundesliga  SV Werder Bremen  2026-04-18T13:30:00+00:00   \n",
-       "16  bundesliga  SV Werder Bremen  2026-04-26T13:30:00+00:00   \n",
-       "17  bundesliga  SV Werder Bremen  2026-05-02T13:30:00+00:00   \n",
-       "18  bundesliga  SV Werder Bremen  2026-05-09T13:30:00+00:00   \n",
-       "19  bundesliga  SV Werder Bremen  2026-05-16T13:30:00+00:00   \n",
-       "\n",
-       "                                          competition           home_team  \\\n",
-       "0                                 Club Friendly Games         SC Freiburg   \n",
-       "1                                 Club Friendly Games         SC Freiburg   \n",
-       "2   UEFA Europa Conference League, Qualification P...          Motherwell   \n",
-       "3                                           DFB Pokal  Fortuna Düsseldorf   \n",
-       "4   UEFA Europa Conference League, Qualification P...         SC Freiburg   \n",
-       "5                                          Bundesliga         SC Freiburg   \n",
-       "6                                          Bundesliga   Borussia Dortmund   \n",
-       "7                                          Bundesliga         SC Freiburg   \n",
-       "8                                          Bundesliga        Hamburger SV   \n",
-       "9                                          Bundesliga         SC Freiburg   \n",
-       "10                                Club Friendly Games     Energie Cottbus   \n",
-       "11                                Club Friendly Games    SV Werder Bremen   \n",
-       "12                                Club Friendly Games    SV Werder Bremen   \n",
-       "13                                          DFB Pokal  LSK Hansa Lüneburg   \n",
-       "14                                Club Friendly Games    SV Werder Bremen   \n",
-       "15                                         Bundesliga    SV Werder Bremen   \n",
-       "16                                         Bundesliga       VfB Stuttgart   \n",
-       "17                                         Bundesliga    SV Werder Bremen   \n",
-       "18                                         Bundesliga      TSG Hoffenheim   \n",
-       "19                                         Bundesliga    SV Werder Bremen   \n",
-       "\n",
-       "    home_score  away_score          away_team result  \n",
-       "0            2           0      RC Strasbourg      W  \n",
-       "1            2           0     Crystal Palace      W  \n",
-       "2            1           3        SC Freiburg      W  \n",
-       "3            1           5        SC Freiburg      W  \n",
-       "4            4           1         Motherwell      W  \n",
-       "5            2           1   1. FC Heidenheim      W  \n",
-       "6            4           0        SC Freiburg      L  \n",
-       "7            1           1      VfL Wolfsburg      D  \n",
-       "8            3           2        SC Freiburg      L  \n",
-       "9            4           1         RB Leipzig      W  \n",
-       "10           2           4   SV Werder Bremen      W  \n",
-       "11           2           2    SC Paderborn 07      D  \n",
-       "12           0           1            Auxerre      L  \n",
-       "13           0           3   SV Werder Bremen      W  \n",
-       "14           3           1          SV Meppen      W  \n",
-       "15           3           1       Hamburger SV      W  \n",
-       "16           1           1   SV Werder Bremen      D  \n",
-       "17           1           3        FC Augsburg      L  \n",
-       "18           1           0   SV Werder Bremen      L  \n",
-       "19           0           2  Borussia Dortmund      L  "
+       "      category          team                       date          competition  \\\n",
+       "0      overall    RB Leipzig  2026-08-08T13:00:00+00:00  Club Friendly Games   \n",
+       "1      overall    RB Leipzig  2026-08-15T13:30:00+00:00          Telekom Cup   \n",
+       "2      overall    RB Leipzig  2026-08-22T16:00:00+00:00            DFB Pokal   \n",
+       "3      overall    RB Leipzig  2026-08-29T13:30:00+00:00           Bundesliga   \n",
+       "4      overall    RB Leipzig  2026-09-05T13:30:00+00:00           Bundesliga   \n",
+       "5   bundesliga    RB Leipzig  2026-05-02T16:30:00+00:00           Bundesliga   \n",
+       "6   bundesliga    RB Leipzig  2026-05-09T13:30:00+00:00           Bundesliga   \n",
+       "7   bundesliga    RB Leipzig  2026-05-16T13:30:00+00:00           Bundesliga   \n",
+       "8   bundesliga    RB Leipzig  2026-08-29T13:30:00+00:00           Bundesliga   \n",
+       "9   bundesliga    RB Leipzig  2026-09-05T13:30:00+00:00           Bundesliga   \n",
+       "10     overall  Hamburger SV  2026-08-08T13:00:00+00:00  Club Friendly Games   \n",
+       "11     overall  Hamburger SV  2026-08-15T17:00:00+00:00  Club Friendly Games   \n",
+       "12     overall  Hamburger SV  2026-08-24T16:00:00+00:00            DFB Pokal   \n",
+       "13     overall  Hamburger SV  2026-08-29T16:30:00+00:00           Bundesliga   \n",
+       "14     overall  Hamburger SV  2026-09-06T13:30:00+00:00           Bundesliga   \n",
+       "15  bundesliga  Hamburger SV  2026-05-02T13:30:00+00:00           Bundesliga   \n",
+       "16  bundesliga  Hamburger SV  2026-05-10T13:30:00+00:00           Bundesliga   \n",
+       "17  bundesliga  Hamburger SV  2026-05-16T13:30:00+00:00           Bundesliga   \n",
+       "18  bundesliga  Hamburger SV  2026-08-29T16:30:00+00:00           Bundesliga   \n",
+       "19  bundesliga  Hamburger SV  2026-09-06T13:30:00+00:00           Bundesliga   \n",
+       "\n",
+       "              home_team  home_score  away_score            away_team result  \n",
+       "0          Leeds United           1           0           RB Leipzig      L  \n",
+       "1     FC Bayern München           3           1           RB Leipzig      L  \n",
+       "2       Eintracht Trier           0           6           RB Leipzig      W  \n",
+       "3            RB Leipzig           3           0  Borussia M'gladbach      W  \n",
+       "4      SV Werder Bremen           3           1           RB Leipzig      L  \n",
+       "5   Bayer 04 Leverkusen           4           1           RB Leipzig      L  \n",
+       "6            RB Leipzig           2           1         FC St. Pauli      W  \n",
+       "7           SC Freiburg           4           1           RB Leipzig      L  \n",
+       "8            RB Leipzig           3           0  Borussia M'gladbach      W  \n",
+       "9      SV Werder Bremen           3           1           RB Leipzig      L  \n",
+       "10         Hamburger SV           2           2                Lille      D  \n",
+       "11             Toulouse           1           2         Hamburger SV      W  \n",
+       "12              SC Verl           0           3         Hamburger SV      W  \n",
+       "13    Borussia Dortmund           2           0         Hamburger SV      L  \n",
+       "14         Hamburger SV           0           5      1. FSV Mainz 05      L  \n",
+       "15  Eintracht Frankfurt           1           2         Hamburger SV      W  \n",
+       "16         Hamburger SV           3           2          SC Freiburg      W  \n",
+       "17  Bayer 04 Leverkusen           1           1         Hamburger SV      D  \n",
+       "18    Borussia Dortmund           2           0         Hamburger SV      L  \n",
+       "19         Hamburger SV           0           5      1. FSV Mainz 05      L  "
       ]
      },
      "metadata": {},
@@ -10359,11 +10998,86 @@
     },
     {
      "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
+      "text/html": [
+       "
\n",
+       "\n",
+       "\n",
+       "  \n",
+       "    \n",
+       "      \n",
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+       "      \n",
+       "      \n",
+       "      \n",
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+       "    \n",
+       "  \n",
+       "  \n",
+       "    \n",
+       "      \n",
+       "      \n",
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+       "      \n",
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+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "    \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "    \n",
+       "  \n",
+       "
categoryteamdateopponentvenuecompetition
0OverallRB Leipzig2026-09-05T13:30:00+00:00SV Werder BremenawayBundesliga
1BundesligaRB Leipzig2026-09-13T13:30:00+00:00Hamburger SVhomeBundesliga
2OverallHamburger SV2026-09-06T13:30:00+00:001. FSV Mainz 05homeBundesliga
3BundesligaHamburger SV2026-09-13T13:30:00+00:00RB LeipzigawayBundesliga
\n",
+       "
"
       ],
       "text/plain": [
-       ""
+       "     category          team                       date          opponent  \\\n",
+       "0     Overall    RB Leipzig  2026-09-05T13:30:00+00:00  SV Werder Bremen   \n",
+       "1  Bundesliga    RB Leipzig  2026-09-13T13:30:00+00:00      Hamburger SV   \n",
+       "2     Overall  Hamburger SV  2026-09-06T13:30:00+00:00   1. FSV Mainz 05   \n",
+       "3  Bundesliga  Hamburger SV  2026-09-13T13:30:00+00:00        RB Leipzig   \n",
+       "\n",
+       "  venue competition  \n",
+       "0  away  Bundesliga  \n",
+       "1  home  Bundesliga  \n",
+       "2  home  Bundesliga  \n",
+       "3  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -10412,233 +11126,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      59\n",
-       "      SV Werder Bremen\n",
-       "      Bundesliga\n",
-       "      Mio Backhaus\n",
-       "      G\n",
-       "      5\n",
-       "      7.60\n",
-       "    \n",
-       "    \n",
-       "      22\n",
-       "      SC Freiburg\n",
+       "      23\n",
+       "      RB Leipzig\n",
        "      Bundesliga\n",
-       "      Johan Manzambi\n",
-       "      M\n",
+       "      Brajan Gruda\n",
+       "      F\n",
        "      4\n",
-       "      7.48\n",
+       "      7.55\n",
        "    \n",
        "    \n",
-       "      60\n",
-       "      SV Werder Bremen\n",
+       "      67\n",
+       "      Hamburger SV\n",
        "      Bundesliga\n",
-       "      Romano Schmid\n",
+       "      Fábio Vieira\n",
        "      M\n",
-       "      5\n",
-       "      7.38\n",
+       "      4\n",
+       "      7.50\n",
        "    \n",
        "    \n",
-       "      23\n",
-       "      SC Freiburg\n",
+       "      68\n",
+       "      Hamburger SV\n",
        "      Bundesliga\n",
-       "      Matthias Ginter\n",
+       "      Luka Vušković\n",
        "      D\n",
-       "      4\n",
-       "      7.35\n",
+       "      3\n",
+       "      7.47\n",
        "    \n",
        "    \n",
-       "      24\n",
-       "      SC Freiburg\n",
+       "      69\n",
+       "      Hamburger SV\n",
        "      Bundesliga\n",
-       "      Igor Matanović\n",
+       "      Albert Grønbæk\n",
        "      F\n",
        "      5\n",
-       "      7.26\n",
+       "      7.36\n",
        "    \n",
        "    \n",
-       "      61\n",
-       "      SV Werder Bremen\n",
+       "      24\n",
+       "      RB Leipzig\n",
        "      Bundesliga\n",
-       "      Maximilian Wöber\n",
-       "      D\n",
-       "      2\n",
-       "      7.25\n",
+       "      Andrija Maksimović\n",
+       "      M\n",
+       "      1\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      62\n",
-       "      SV Werder Bremen\n",
+       "      25\n",
+       "      RB Leipzig\n",
        "      Bundesliga\n",
-       "      Jens Stage\n",
-       "      M\n",
+       "      Willi Orbán\n",
+       "      D\n",
        "      5\n",
-       "      7.10\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      63\n",
-       "      SV Werder Bremen\n",
+       "      26\n",
+       "      RB Leipzig\n",
        "      Bundesliga\n",
-       "      Olivier Deman\n",
+       "      Castello Lukeba\n",
        "      D\n",
-       "      5\n",
-       "      6.96\n",
+       "      4\n",
+       "      7.25\n",
        "    \n",
        "    \n",
-       "      25\n",
-       "      SC Freiburg\n",
+       "      27\n",
+       "      RB Leipzig\n",
        "      Bundesliga\n",
-       "      Philipp Lienhart\n",
+       "      Maxime Estève\n",
        "      D\n",
-       "      5\n",
-       "      6.88\n",
+       "      1\n",
+       "      7.20\n",
        "    \n",
        "    \n",
-       "      26\n",
-       "      SC Freiburg\n",
+       "      70\n",
+       "      Hamburger SV\n",
        "      Bundesliga\n",
-       "      Vincenzo Grifo\n",
-       "      M\n",
-       "      5\n",
-       "      6.82\n",
+       "      Daniel Fernandes\n",
+       "      G\n",
+       "      4\n",
+       "      7.15\n",
        "    \n",
        "    \n",
-       "      43\n",
-       "      SV Werder Bremen\n",
+       "      71\n",
+       "      Hamburger SV\n",
+       "      Bundesliga\n",
+       "      Fabio Baldé\n",
+       "      F\n",
+       "      2\n",
+       "      7.15\n",
+       "    \n",
+       "    \n",
+       "      0\n",
+       "      RB Leipzig\n",
        "      Overall\n",
-       "      Jens Stage\n",
-       "      M\n",
-       "      1\n",
-       "      8.30\n",
+       "      Brajan Gruda\n",
+       "      F\n",
+       "      4\n",
+       "      7.83\n",
        "    \n",
        "    \n",
-       "      44\n",
-       "      SV Werder Bremen\n",
+       "      48\n",
+       "      Hamburger SV\n",
        "      Overall\n",
-       "      Ludovit Reis\n",
-       "      M\n",
-       "      1\n",
-       "      8.00\n",
+       "      Albert Grønbæk\n",
+       "      F\n",
+       "      3\n",
+       "      7.83\n",
        "    \n",
        "    \n",
-       "      45\n",
-       "      SV Werder Bremen\n",
+       "      1\n",
+       "      RB Leipzig\n",
        "      Overall\n",
-       "      Marco Friedl\n",
+       "      Willi Orbán\n",
        "      D\n",
-       "      1\n",
-       "      8.00\n",
+       "      5\n",
+       "      7.64\n",
        "    \n",
        "    \n",
-       "      0\n",
-       "      SC Freiburg\n",
+       "      2\n",
+       "      RB Leipzig\n",
        "      Overall\n",
-       "      Derry Scherhant\n",
-       "      M\n",
-       "      4\n",
-       "      7.98\n",
+       "      Ridle Baku\n",
+       "      D\n",
+       "      5\n",
+       "      7.50\n",
        "    \n",
        "    \n",
-       "      1\n",
-       "      SC Freiburg\n",
+       "      3\n",
+       "      RB Leipzig\n",
        "      Overall\n",
-       "      Igor Matanović\n",
+       "      Antonio Nusa\n",
        "      F\n",
        "      4\n",
-       "      7.93\n",
+       "      7.35\n",
        "    \n",
        "    \n",
-       "      46\n",
-       "      SV Werder Bremen\n",
+       "      4\n",
+       "      RB Leipzig\n",
        "      Overall\n",
-       "      Amos Pieper\n",
+       "      Castello Lukeba\n",
        "      D\n",
-       "      1\n",
-       "      7.70\n",
+       "      4\n",
+       "      7.25\n",
        "    \n",
        "    \n",
-       "      47\n",
-       "      SV Werder Bremen\n",
+       "      49\n",
+       "      Hamburger SV\n",
        "      Overall\n",
-       "      Paul Erevbenagie\n",
-       "      F\n",
-       "      1\n",
-       "      7.50\n",
+       "      Daniel Fernandes\n",
+       "      G\n",
+       "      2\n",
+       "      6.95\n",
        "    \n",
        "    \n",
-       "      2\n",
-       "      SC Freiburg\n",
+       "      50\n",
+       "      Hamburger SV\n",
        "      Overall\n",
-       "      Lukas Kübler\n",
+       "      Louis Lemke\n",
        "      D\n",
-       "      2\n",
-       "      7.45\n",
+       "      3\n",
+       "      6.87\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      SC Freiburg\n",
+       "      51\n",
+       "      Hamburger SV\n",
        "      Overall\n",
-       "      Matthias Ginter\n",
-       "      D\n",
-       "      4\n",
-       "      7.43\n",
+       "      Nicolai Remberg\n",
+       "      M\n",
+       "      3\n",
+       "      6.83\n",
        "    \n",
        "    \n",
-       "      4\n",
-       "      SC Freiburg\n",
+       "      52\n",
+       "      Hamburger SV\n",
        "      Overall\n",
-       "      Maximilian Eggestein\n",
+       "      Albert Sambi Lokonga\n",
        "      M\n",
-       "      4\n",
-       "      7.40\n",
+       "      2\n",
+       "      6.80\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                team    category           player_name position  rating_count  \\\n",
-       "59  SV Werder Bremen  Bundesliga          Mio Backhaus        G             5   \n",
-       "22       SC Freiburg  Bundesliga        Johan Manzambi        M             4   \n",
-       "60  SV Werder Bremen  Bundesliga         Romano Schmid        M             5   \n",
-       "23       SC Freiburg  Bundesliga       Matthias Ginter        D             4   \n",
-       "24       SC Freiburg  Bundesliga        Igor Matanović        F             5   \n",
-       "61  SV Werder Bremen  Bundesliga      Maximilian Wöber        D             2   \n",
-       "62  SV Werder Bremen  Bundesliga            Jens Stage        M             5   \n",
-       "63  SV Werder Bremen  Bundesliga         Olivier Deman        D             5   \n",
-       "25       SC Freiburg  Bundesliga      Philipp Lienhart        D             5   \n",
-       "26       SC Freiburg  Bundesliga        Vincenzo Grifo        M             5   \n",
-       "43  SV Werder Bremen     Overall            Jens Stage        M             1   \n",
-       "44  SV Werder Bremen     Overall          Ludovit Reis        M             1   \n",
-       "45  SV Werder Bremen     Overall          Marco Friedl        D             1   \n",
-       "0        SC Freiburg     Overall       Derry Scherhant        M             4   \n",
-       "1        SC Freiburg     Overall        Igor Matanović        F             4   \n",
-       "46  SV Werder Bremen     Overall           Amos Pieper        D             1   \n",
-       "47  SV Werder Bremen     Overall      Paul Erevbenagie        F             1   \n",
-       "2        SC Freiburg     Overall          Lukas Kübler        D             2   \n",
-       "3        SC Freiburg     Overall       Matthias Ginter        D             4   \n",
-       "4        SC Freiburg     Overall  Maximilian Eggestein        M             4   \n",
+       "            team    category           player_name position  rating_count  \\\n",
+       "23    RB Leipzig  Bundesliga          Brajan Gruda        F             4   \n",
+       "67  Hamburger SV  Bundesliga          Fábio Vieira        M             4   \n",
+       "68  Hamburger SV  Bundesliga         Luka Vušković        D             3   \n",
+       "69  Hamburger SV  Bundesliga        Albert Grønbæk        F             5   \n",
+       "24    RB Leipzig  Bundesliga    Andrija Maksimović        M             1   \n",
+       "25    RB Leipzig  Bundesliga           Willi Orbán        D             5   \n",
+       "26    RB Leipzig  Bundesliga       Castello Lukeba        D             4   \n",
+       "27    RB Leipzig  Bundesliga         Maxime Estève        D             1   \n",
+       "70  Hamburger SV  Bundesliga      Daniel Fernandes        G             4   \n",
+       "71  Hamburger SV  Bundesliga           Fabio Baldé        F             2   \n",
+       "0     RB Leipzig     Overall          Brajan Gruda        F             4   \n",
+       "48  Hamburger SV     Overall        Albert Grønbæk        F             3   \n",
+       "1     RB Leipzig     Overall           Willi Orbán        D             5   \n",
+       "2     RB Leipzig     Overall            Ridle Baku        D             5   \n",
+       "3     RB Leipzig     Overall          Antonio Nusa        F             4   \n",
+       "4     RB Leipzig     Overall       Castello Lukeba        D             4   \n",
+       "49  Hamburger SV     Overall      Daniel Fernandes        G             2   \n",
+       "50  Hamburger SV     Overall           Louis Lemke        D             3   \n",
+       "51  Hamburger SV     Overall       Nicolai Remberg        M             3   \n",
+       "52  Hamburger SV     Overall  Albert Sambi Lokonga        M             2   \n",
        "\n",
        "    average_rating  \n",
-       "59            7.60  \n",
-       "22            7.48  \n",
-       "60            7.38  \n",
-       "23            7.35  \n",
-       "24            7.26  \n",
-       "61            7.25  \n",
-       "62            7.10  \n",
-       "63            6.96  \n",
-       "25            6.88  \n",
-       "26            6.82  \n",
-       "43            8.30  \n",
-       "44            8.00  \n",
-       "45            8.00  \n",
-       "0             7.98  \n",
-       "1             7.93  \n",
-       "46            7.70  \n",
-       "47            7.50  \n",
-       "2             7.45  \n",
-       "3             7.43  \n",
-       "4             7.40  "
+       "23            7.55  \n",
+       "67            7.50  \n",
+       "68            7.47  \n",
+       "69            7.36  \n",
+       "24            7.30  \n",
+       "25            7.30  \n",
+       "26            7.25  \n",
+       "27            7.20  \n",
+       "70            7.15  \n",
+       "71            7.15  \n",
+       "0             7.83  \n",
+       "48            7.83  \n",
+       "1             7.64  \n",
+       "2             7.50  \n",
+       "3             7.35  \n",
+       "4             7.25  \n",
+       "49            6.95  \n",
+       "50            6.87  \n",
+       "51            6.83  \n",
+       "52            6.80  "
       ]
      },
      "metadata": {},
@@ -10671,7 +11385,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Freiburg** — formation **4-3-3**"
+       "**RB Leipzig** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -10683,7 +11397,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SV Werder Bremen** — formation **4-3-3**"
+       "**Hamburger SV** — formation **3-4-3**"
       ],
       "text/plain": [
        ""
@@ -10707,7 +11421,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Freiburg** — formation **4-2-3-1**"
+       "**RB Leipzig** — formation **4-1-2-3**"
       ],
       "text/plain": [
        ""
@@ -10719,7 +11433,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SV Werder Bremen** — formation **4-1-2-3**"
+       "**Hamburger SV** — formation **3-4-3**"
       ],
       "text/plain": [
        ""
@@ -10743,7 +11457,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Freiburg** — formation **4-2-3-1**"
+       "**RB Leipzig** — formation **4-1-2-3**"
       ],
       "text/plain": [
        ""
@@ -10755,7 +11469,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Werder Bremen** — formation **4-1-2-2-1**"
+       "**Hamburger SV** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -10779,7 +11493,7 @@
     {
      "data": {
       "text/markdown": [
-       "**SC Freiburg** — formation **4-2-3-1**"
+       "**RB Leipzig** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -10791,7 +11505,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Werder Bremen** — formation **4-1-2-3**"
+       "**Hamburger SV** — formation **3-4-2-1**"
       ],
       "text/plain": [
        ""
@@ -10803,7 +11517,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_08_sc-freiburg-vs-sv-werder-bremen.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_08_rb-leipzig-vs-hamburger-sv.html`"
       ],
       "text/plain": [
        ""
@@ -10816,7 +11530,7 @@
      "data": {
       "text/markdown": [
        "---\n",
-       "## 9. FC Augsburg vs FC Schalke 04"
+       "## 9. SV 07 Elversberg vs FC Bayern München"
       ],
       "text/plain": [
        ""
@@ -10877,22 +11591,22 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      FC Augsburg\n",
-       "      1.585\n",
+       "      SV 07 Elversberg\n",
+       "      0.339\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      FC Schalke 04\n",
-       "      1.151\n",
+       "      FC Bayern München\n",
+       "      2.542\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "            team  expected match points\n",
-       "0    FC Augsburg                  1.585\n",
-       "1  FC Schalke 04                  1.151"
+       "                team  expected match points\n",
+       "0   SV 07 Elversberg                  0.339\n",
+       "1  FC Bayern München                  2.542"
       ]
      },
      "metadata": {},
@@ -10941,28 +11655,28 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      FC Augsburg\n",
-       "      7\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      SV 07 Elversberg\n",
+       "      4\n",
+       "      2\n",
+       "      6\n",
+       "      2\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      FC Schalke 04\n",
-       "      13\n",
-       "      0\n",
-       "      0\n",
-       "      0\n",
+       "      FC Bayern München\n",
+       "      6\n",
+       "      2\n",
+       "      4\n",
+       "      4\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "            team  position  matches  points  goal_difference\n",
-       "0    FC Augsburg         7        0       0                0\n",
-       "1  FC Schalke 04        13        0       0                0"
+       "                team  position  matches  points  goal_difference\n",
+       "0   SV 07 Elversberg         4        2       6                2\n",
+       "1  FC Bayern München         6        2       4                4"
       ]
      },
      "metadata": {},
@@ -11011,123 +11725,123 @@
        "  \n",
        "  \n",
        "    \n",
-       "      424\n",
-       "      Finn Dahmen\n",
-       "      FC Augsburg\n",
-       "      1\n",
-       "      1.585310\n",
-       "      1.0\n",
-       "      12.523948\n",
+       "      3\n",
+       "      Joshua Kimmich\n",
+       "      FC Bayern München\n",
+       "      3\n",
+       "      2.541854\n",
+       "      1.000000\n",
+       "      202.457050\n",
        "    \n",
        "    \n",
-       "      439\n",
-       "      Han-Noah Massengo\n",
-       "      FC Augsburg\n",
+       "      17\n",
+       "      Michael Olise\n",
+       "      FC Bayern München\n",
        "      3\n",
-       "      1.585310\n",
-       "      1.0\n",
-       "      11.731293\n",
+       "      2.541854\n",
+       "      0.875862\n",
+       "      174.873987\n",
        "    \n",
        "    \n",
-       "      427\n",
-       "      Anton Kade\n",
-       "      FC Augsburg\n",
+       "      16\n",
+       "      Harry Kane\n",
+       "      FC Bayern München\n",
        "      4\n",
-       "      1.585310\n",
-       "      1.0\n",
-       "      11.097169\n",
+       "      2.541854\n",
+       "      1.000000\n",
+       "      173.970631\n",
        "    \n",
        "    \n",
-       "      435\n",
-       "      Chrislain Matsima\n",
-       "      FC Augsburg\n",
-       "      2\n",
-       "      1.585310\n",
-       "      1.0\n",
-       "      11.097169\n",
+       "      1\n",
+       "      Manuel Neuer\n",
+       "      FC Bayern München\n",
+       "      1\n",
+       "      2.541854\n",
+       "      0.875862\n",
+       "      162.398900\n",
        "    \n",
        "    \n",
-       "      438\n",
-       "      Hennes Behrens\n",
-       "      FC Augsburg\n",
+       "      0\n",
+       "      Jonathan Tah\n",
+       "      FC Bayern München\n",
        "      2\n",
-       "      1.585310\n",
-       "      1.0\n",
-       "      11.097169\n",
+       "      2.541854\n",
+       "      0.800000\n",
+       "      150.978021\n",
        "    \n",
        "    \n",
-       "      449\n",
-       "      Soufiane El-Faouzi\n",
-       "      FC Schalke 04\n",
+       "      64\n",
+       "      Francis Onyeka\n",
+       "      SV 07 Elversberg\n",
        "      3\n",
-       "      1.151492\n",
-       "      1.0\n",
-       "      8.290742\n",
+       "      0.339028\n",
+       "      1.000000\n",
+       "      25.137536\n",
        "    \n",
        "    \n",
-       "      450\n",
-       "      Dejan Ljubičić\n",
-       "      FC Schalke 04\n",
+       "      52\n",
+       "      Lukas Emanuel Petkov\n",
+       "      SV 07 Elversberg\n",
        "      3\n",
-       "      1.151492\n",
-       "      1.0\n",
-       "      8.290742\n",
+       "      0.339028\n",
+       "      1.000000\n",
+       "      24.560831\n",
        "    \n",
        "    \n",
-       "      457\n",
-       "      Moussa Sylla\n",
-       "      FC Schalke 04\n",
-       "      4\n",
-       "      1.151492\n",
-       "      1.0\n",
-       "      8.290742\n",
+       "      60\n",
+       "      Nicolas Kristof\n",
+       "      SV 07 Elversberg\n",
+       "      1\n",
+       "      0.339028\n",
+       "      1.000000\n",
+       "      24.526907\n",
        "    \n",
        "    \n",
-       "      453\n",
-       "      Hasan Kuruçay\n",
-       "      FC Schalke 04\n",
-       "      2\n",
-       "      1.151492\n",
-       "      1.0\n",
-       "      7.887720\n",
+       "      71\n",
+       "      David Mokwa\n",
+       "      SV 07 Elversberg\n",
+       "      4\n",
+       "      0.339028\n",
+       "      1.000000\n",
+       "      24.391212\n",
        "    \n",
        "    \n",
-       "      461\n",
-       "      Nikola Katic\n",
-       "      FC Schalke 04\n",
-       "      2\n",
-       "      1.151492\n",
-       "      1.0\n",
-       "      7.887720\n",
+       "      62\n",
+       "      Lukasz Poreba\n",
+       "      SV 07 Elversberg\n",
+       "      3\n",
+       "      0.339028\n",
+       "      1.000000\n",
+       "      23.712736\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                   name   team_display  position  expected_match_points  \\\n",
-       "424         Finn Dahmen    FC Augsburg         1               1.585310   \n",
-       "439   Han-Noah Massengo    FC Augsburg         3               1.585310   \n",
-       "427          Anton Kade    FC Augsburg         4               1.585310   \n",
-       "435   Chrislain Matsima    FC Augsburg         2               1.585310   \n",
-       "438      Hennes Behrens    FC Augsburg         2               1.585310   \n",
-       "449  Soufiane El-Faouzi  FC Schalke 04         3               1.151492   \n",
-       "450      Dejan Ljubičić  FC Schalke 04         3               1.151492   \n",
-       "457        Moussa Sylla  FC Schalke 04         4               1.151492   \n",
-       "453       Hasan Kuruçay  FC Schalke 04         2               1.151492   \n",
-       "461        Nikola Katic  FC Schalke 04         2               1.151492   \n",
+       "                    name       team_display  position  expected_match_points  \\\n",
+       "3         Joshua Kimmich  FC Bayern München         3               2.541854   \n",
+       "17         Michael Olise  FC Bayern München         3               2.541854   \n",
+       "16            Harry Kane  FC Bayern München         4               2.541854   \n",
+       "1           Manuel Neuer  FC Bayern München         1               2.541854   \n",
+       "0           Jonathan Tah  FC Bayern München         2               2.541854   \n",
+       "64        Francis Onyeka   SV 07 Elversberg         3               0.339028   \n",
+       "52  Lukas Emanuel Petkov   SV 07 Elversberg         3               0.339028   \n",
+       "60       Nicolas Kristof   SV 07 Elversberg         1               0.339028   \n",
+       "71           David Mokwa   SV 07 Elversberg         4               0.339028   \n",
+       "62         Lukasz Poreba   SV 07 Elversberg         3               0.339028   \n",
        "\n",
-       "     starting_chance      score  \n",
-       "424              1.0  12.523948  \n",
-       "439              1.0  11.731293  \n",
-       "427              1.0  11.097169  \n",
-       "435              1.0  11.097169  \n",
-       "438              1.0  11.097169  \n",
-       "449              1.0   8.290742  \n",
-       "450              1.0   8.290742  \n",
-       "457              1.0   8.290742  \n",
-       "453              1.0   7.887720  \n",
-       "461              1.0   7.887720  "
+       "    starting_chance       score  \n",
+       "3          1.000000  202.457050  \n",
+       "17         0.875862  174.873987  \n",
+       "16         1.000000  173.970631  \n",
+       "1          0.875862  162.398900  \n",
+       "0          0.800000  150.978021  \n",
+       "64         1.000000   25.137536  \n",
+       "52         1.000000   24.560831  \n",
+       "60         1.000000   24.526907  \n",
+       "71         1.000000   24.391212  \n",
+       "62         1.000000   23.712736  "
       ]
      },
      "metadata": {},
@@ -11181,245 +11895,367 @@
        "    \n",
        "      0\n",
        "      overall\n",
-       "      FC Augsburg\n",
-       "      2026-07-30T14:00:00+00:00\n",
+       "      SV 07 Elversberg\n",
+       "      2026-08-08T19:00:00+00:00\n",
        "      Club Friendly Games\n",
-       "      Bournemouth\n",
-       "      5\n",
-       "      2\n",
-       "      FC Augsburg\n",
-       "      L\n",
+       "      Mallorca\n",
+       "      1\n",
+       "      1\n",
+       "      SV 07 Elversberg\n",
+       "      D\n",
        "    \n",
        "    \n",
        "      1\n",
        "      overall\n",
-       "      FC Augsburg\n",
-       "      2026-08-05T17:00:00+00:00\n",
+       "      SV 07 Elversberg\n",
+       "      2026-08-15T13:30:00+00:00\n",
        "      Club Friendly Games\n",
-       "      SC Schwaz\n",
-       "      0\n",
-       "      15\n",
-       "      FC Augsburg\n",
+       "      SV 07 Elversberg\n",
+       "      4\n",
+       "      1\n",
+       "      Lorient\n",
        "      W\n",
        "    \n",
        "    \n",
        "      2\n",
        "      overall\n",
-       "      FC Augsburg\n",
-       "      2026-08-08T13:30:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      FC Augsburg\n",
+       "      SV 07 Elversberg\n",
+       "      2026-08-22T13:30:00+00:00\n",
+       "      DFB Pokal\n",
+       "      MSV Duisburg\n",
+       "      1\n",
        "      3\n",
-       "      2\n",
-       "      Sassuolo\n",
+       "      SV 07 Elversberg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      3\n",
        "      overall\n",
-       "      FC Augsburg\n",
-       "      2026-08-15T14:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      Leeds United\n",
-       "      4\n",
-       "      0\n",
-       "      FC Augsburg\n",
-       "      L\n",
+       "      SV 07 Elversberg\n",
+       "      2026-08-29T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      SV 07 Elversberg\n",
+       "      3\n",
+       "      2\n",
+       "      Bayer 04 Leverkusen\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      4\n",
        "      overall\n",
-       "      FC Augsburg\n",
-       "      2026-08-22T11:00:00+00:00\n",
-       "      DFB Pokal\n",
-       "      Energie Cottbus\n",
-       "      0\n",
-       "      2\n",
-       "      FC Augsburg\n",
+       "      SV 07 Elversberg\n",
+       "      2026-09-05T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      Borussia M'gladbach\n",
+       "      3\n",
+       "      4\n",
+       "      SV 07 Elversberg\n",
        "      W\n",
        "    \n",
        "    \n",
        "      5\n",
        "      bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-04-18T13:30:00+00:00\n",
+       "      SV 07 Elversberg\n",
+       "      2026-08-29T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      Bayer 04 Leverkusen\n",
-       "      1\n",
+       "      SV 07 Elversberg\n",
+       "      3\n",
        "      2\n",
-       "      FC Augsburg\n",
+       "      Bayer 04 Leverkusen\n",
        "      W\n",
        "    \n",
        "    \n",
        "      6\n",
        "      bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-04-25T13:30:00+00:00\n",
+       "      SV 07 Elversberg\n",
+       "      2026-09-05T13:30:00+00:00\n",
        "      Bundesliga\n",
-       "      FC Augsburg\n",
-       "      1\n",
-       "      1\n",
-       "      Eintracht Frankfurt\n",
-       "      D\n",
+       "      Borussia M'gladbach\n",
+       "      3\n",
+       "      4\n",
+       "      SV 07 Elversberg\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      7\n",
-       "      bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-05-02T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      SV Werder Bremen\n",
-       "      1\n",
-       "      3\n",
-       "      FC Augsburg\n",
+       "      overall\n",
+       "      FC Bayern München\n",
+       "      2026-08-18T16:00:00+00:00\n",
+       "      Club Friendly Games\n",
+       "      1. FC Heidenheim\n",
+       "      2\n",
+       "      4\n",
+       "      FC Bayern München\n",
        "      W\n",
        "    \n",
        "    \n",
        "      8\n",
-       "      bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-05-09T13:30:00+00:00\n",
-       "      Bundesliga\n",
-       "      FC Augsburg\n",
-       "      3\n",
+       "      overall\n",
+       "      FC Bayern München\n",
+       "      2026-08-22T18:30:00+00:00\n",
+       "      Supercup\n",
+       "      Borussia Dortmund\n",
        "      1\n",
-       "      Borussia M'gladbach\n",
+       "      2\n",
+       "      FC Bayern München\n",
        "      W\n",
        "    \n",
        "    \n",
        "      9\n",
-       "      bundesliga\n",
-       "      FC Augsburg\n",
-       "      2026-05-16T13:30:00+00:00\n",
+       "      overall\n",
+       "      FC Bayern München\n",
+       "      2026-08-28T18:30:00+00:00\n",
        "      Bundesliga\n",
-       "      1. FC Union Berlin\n",
-       "      4\n",
-       "      0\n",
-       "      FC Augsburg\n",
-       "      L\n",
+       "      FC Bayern München\n",
+       "      5\n",
+       "      1\n",
+       "      VfB Stuttgart\n",
+       "      W\n",
        "    \n",
        "    \n",
        "      10\n",
        "      overall\n",
-       "      FC Schalke 04\n",
-       "      2026-07-25T14:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      FC Schalke 04\n",
-       "      3\n",
+       "      FC Bayern München\n",
+       "      2026-09-02T18:45:00+00:00\n",
+       "      DFB Pokal\n",
+       "      VfL Osnabrück\n",
        "      1\n",
-       "      Fagiano Okayama\n",
+       "      4\n",
+       "      FC Bayern München\n",
        "      W\n",
        "    \n",
        "    \n",
        "      11\n",
        "      overall\n",
+       "      FC Bayern München\n",
+       "      2026-09-05T16:30:00+00:00\n",
+       "      Bundesliga\n",
        "      FC Schalke 04\n",
-       "      2026-08-01T12:00:00+00:00\n",
-       "      Club Friendly Games\n",
-       "      KSV Hessen Kassel\n",
        "      0\n",
+       "      0\n",
+       "      FC Bayern München\n",
+       "      D\n",
+       "    \n",
+       "    \n",
+       "      12\n",
+       "      bundesliga\n",
+       "      FC Bayern München\n",
+       "      2026-05-02T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      FC Bayern München\n",
+       "      3\n",
+       "      3\n",
+       "      1. FC Heidenheim\n",
+       "      D\n",
+       "    \n",
+       "    \n",
+       "      13\n",
+       "      bundesliga\n",
+       "      FC Bayern München\n",
+       "      2026-05-09T16:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      VfL Wolfsburg\n",
+       "      0\n",
+       "      1\n",
+       "      FC Bayern München\n",
+       "      W\n",
+       "    \n",
+       "    \n",
+       "      14\n",
+       "      bundesliga\n",
+       "      FC Bayern München\n",
+       "      2026-05-16T13:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      FC Bayern München\n",
        "      5\n",
-       "      FC Schalke 04\n",
+       "      1\n",
+       "      1. FC Köln\n",
        "      W\n",
        "    \n",
        "    \n",
-       "      12\n",
-       "      overall\n",
-       "      FC Schalke 04\n",
-       "      2026-08-08T15:00:00+00:00\n",
-       "      Club Friendly Games\n",
+       "      15\n",
+       "      bundesliga\n",
+       "      FC Bayern München\n",
+       "      2026-08-28T18:30:00+00:00\n",
+       "      Bundesliga\n",
+       "      FC Bayern München\n",
+       "      5\n",
+       "      1\n",
+       "      VfB Stuttgart\n",
+       "      W\n",
+       "    \n",
+       "    \n",
+       "      16\n",
+       "      bundesliga\n",
+       "      FC Bayern München\n",
+       "      2026-09-05T16:30:00+00:00\n",
+       "      Bundesliga\n",
        "      FC Schalke 04\n",
        "      0\n",
-       "      3\n",
-       "      Atalanta\n",
-       "      L\n",
+       "      0\n",
+       "      FC Bayern München\n",
+       "      D\n",
+       "    \n",
+       "  \n",
+       "\n",
+       ""
+      ],
+      "text/plain": [
+       "      category               team                       date  \\\n",
+       "0      overall   SV 07 Elversberg  2026-08-08T19:00:00+00:00   \n",
+       "1      overall   SV 07 Elversberg  2026-08-15T13:30:00+00:00   \n",
+       "2      overall   SV 07 Elversberg  2026-08-22T13:30:00+00:00   \n",
+       "3      overall   SV 07 Elversberg  2026-08-29T13:30:00+00:00   \n",
+       "4      overall   SV 07 Elversberg  2026-09-05T13:30:00+00:00   \n",
+       "5   bundesliga   SV 07 Elversberg  2026-08-29T13:30:00+00:00   \n",
+       "6   bundesliga   SV 07 Elversberg  2026-09-05T13:30:00+00:00   \n",
+       "7      overall  FC Bayern München  2026-08-18T16:00:00+00:00   \n",
+       "8      overall  FC Bayern München  2026-08-22T18:30:00+00:00   \n",
+       "9      overall  FC Bayern München  2026-08-28T18:30:00+00:00   \n",
+       "10     overall  FC Bayern München  2026-09-02T18:45:00+00:00   \n",
+       "11     overall  FC Bayern München  2026-09-05T16:30:00+00:00   \n",
+       "12  bundesliga  FC Bayern München  2026-05-02T13:30:00+00:00   \n",
+       "13  bundesliga  FC Bayern München  2026-05-09T16:30:00+00:00   \n",
+       "14  bundesliga  FC Bayern München  2026-05-16T13:30:00+00:00   \n",
+       "15  bundesliga  FC Bayern München  2026-08-28T18:30:00+00:00   \n",
+       "16  bundesliga  FC Bayern München  2026-09-05T16:30:00+00:00   \n",
+       "\n",
+       "            competition            home_team  home_score  away_score  \\\n",
+       "0   Club Friendly Games             Mallorca           1           1   \n",
+       "1   Club Friendly Games     SV 07 Elversberg           4           1   \n",
+       "2             DFB Pokal         MSV Duisburg           1           3   \n",
+       "3            Bundesliga     SV 07 Elversberg           3           2   \n",
+       "4            Bundesliga  Borussia M'gladbach           3           4   \n",
+       "5            Bundesliga     SV 07 Elversberg           3           2   \n",
+       "6            Bundesliga  Borussia M'gladbach           3           4   \n",
+       "7   Club Friendly Games     1. FC Heidenheim           2           4   \n",
+       "8              Supercup    Borussia Dortmund           1           2   \n",
+       "9            Bundesliga    FC Bayern München           5           1   \n",
+       "10            DFB Pokal        VfL Osnabrück           1           4   \n",
+       "11           Bundesliga        FC Schalke 04           0           0   \n",
+       "12           Bundesliga    FC Bayern München           3           3   \n",
+       "13           Bundesliga        VfL Wolfsburg           0           1   \n",
+       "14           Bundesliga    FC Bayern München           5           1   \n",
+       "15           Bundesliga    FC Bayern München           5           1   \n",
+       "16           Bundesliga        FC Schalke 04           0           0   \n",
+       "\n",
+       "              away_team result  \n",
+       "0      SV 07 Elversberg      D  \n",
+       "1               Lorient      W  \n",
+       "2      SV 07 Elversberg      W  \n",
+       "3   Bayer 04 Leverkusen      W  \n",
+       "4      SV 07 Elversberg      W  \n",
+       "5   Bayer 04 Leverkusen      W  \n",
+       "6      SV 07 Elversberg      W  \n",
+       "7     FC Bayern München      W  \n",
+       "8     FC Bayern München      W  \n",
+       "9         VfB Stuttgart      W  \n",
+       "10    FC Bayern München      W  \n",
+       "11    FC Bayern München      D  \n",
+       "12     1. FC Heidenheim      D  \n",
+       "13    FC Bayern München      W  \n",
+       "14           1. FC Köln      W  \n",
+       "15        VfB Stuttgart      W  \n",
+       "16    FC Bayern München      D  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### Upcoming fixtures"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+       "\n",
+       "\n",
+       "  \n",
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+       "      \n",
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+       "      \n",
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+       "      \n",
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+       "      \n",
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+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "    \n",
        "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
+       "      \n",
        "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
+       "      \n",
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        "    \n",
        "    \n",
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+       "      \n",
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        "    \n",
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        "
categoryteamdateopponentvenuecompetition
0OverallSV 07 Elversberg2026-09-05T13:30:00+00:00Borussia M'gladbachawayBundesliga
1BundesligaSV 07 Elversberg2026-09-13T15:30:00+00:00FC Bayern MünchenhomeBundesliga
13overallFC Schalke 042026-08-16T15:00:00+00:00Club Friendly Games2OverallFC Bayern München2026-09-05T16:30:00+00:00FC Schalke 0403Real MadridLawayBundesliga
14overallFC Schalke 042026-08-24T18:45:00+00:00DFB PokalHallescher FC22FC Schalke 04D3BundesligaFC Bayern München2026-09-13T15:30:00+00:00SV 07 ElversbergawayBundesliga
\n",
        "
"
       ],
       "text/plain": [
-       "      category           team                       date          competition  \\\n",
-       "0      overall    FC Augsburg  2026-07-30T14:00:00+00:00  Club Friendly Games   \n",
-       "1      overall    FC Augsburg  2026-08-05T17:00:00+00:00  Club Friendly Games   \n",
-       "2      overall    FC Augsburg  2026-08-08T13:30:00+00:00  Club Friendly Games   \n",
-       "3      overall    FC Augsburg  2026-08-15T14:00:00+00:00  Club Friendly Games   \n",
-       "4      overall    FC Augsburg  2026-08-22T11:00:00+00:00            DFB Pokal   \n",
-       "5   bundesliga    FC Augsburg  2026-04-18T13:30:00+00:00           Bundesliga   \n",
-       "6   bundesliga    FC Augsburg  2026-04-25T13:30:00+00:00           Bundesliga   \n",
-       "7   bundesliga    FC Augsburg  2026-05-02T13:30:00+00:00           Bundesliga   \n",
-       "8   bundesliga    FC Augsburg  2026-05-09T13:30:00+00:00           Bundesliga   \n",
-       "9   bundesliga    FC Augsburg  2026-05-16T13:30:00+00:00           Bundesliga   \n",
-       "10     overall  FC Schalke 04  2026-07-25T14:00:00+00:00  Club Friendly Games   \n",
-       "11     overall  FC Schalke 04  2026-08-01T12:00:00+00:00  Club Friendly Games   \n",
-       "12     overall  FC Schalke 04  2026-08-08T15:00:00+00:00  Club Friendly Games   \n",
-       "13     overall  FC Schalke 04  2026-08-16T15:00:00+00:00  Club Friendly Games   \n",
-       "14     overall  FC Schalke 04  2026-08-24T18:45:00+00:00            DFB Pokal   \n",
+       "     category               team                       date  \\\n",
+       "0     Overall   SV 07 Elversberg  2026-09-05T13:30:00+00:00   \n",
+       "1  Bundesliga   SV 07 Elversberg  2026-09-13T15:30:00+00:00   \n",
+       "2     Overall  FC Bayern München  2026-09-05T16:30:00+00:00   \n",
+       "3  Bundesliga  FC Bayern München  2026-09-13T15:30:00+00:00   \n",
        "\n",
-       "              home_team  home_score  away_score            away_team result  \n",
-       "0           Bournemouth           5           2          FC Augsburg      L  \n",
-       "1             SC Schwaz           0          15          FC Augsburg      W  \n",
-       "2           FC Augsburg           3           2             Sassuolo      W  \n",
-       "3          Leeds United           4           0          FC Augsburg      L  \n",
-       "4       Energie Cottbus           0           2          FC Augsburg      W  \n",
-       "5   Bayer 04 Leverkusen           1           2          FC Augsburg      W  \n",
-       "6           FC Augsburg           1           1  Eintracht Frankfurt      D  \n",
-       "7      SV Werder Bremen           1           3          FC Augsburg      W  \n",
-       "8           FC Augsburg           3           1  Borussia M'gladbach      W  \n",
-       "9    1. FC Union Berlin           4           0          FC Augsburg      L  \n",
-       "10        FC Schalke 04           3           1      Fagiano Okayama      W  \n",
-       "11    KSV Hessen Kassel           0           5        FC Schalke 04      W  \n",
-       "12        FC Schalke 04           0           3             Atalanta      L  \n",
-       "13        FC Schalke 04           0           3          Real Madrid      L  \n",
-       "14        Hallescher FC           2           2        FC Schalke 04      D  "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "### Upcoming fixtures"
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "> No saved upcoming-match snapshot exactly matches this requested matchday."
-      ],
-      "text/plain": [
-       ""
+       "              opponent venue competition  \n",
+       "0  Borussia M'gladbach  away  Bundesliga  \n",
+       "1    FC Bayern München  home  Bundesliga  \n",
+       "2        FC Schalke 04  away  Bundesliga  \n",
+       "3     SV 07 Elversberg  away  Bundesliga  "
       ]
      },
      "metadata": {},
@@ -11468,178 +12304,233 @@
        "  \n",
        "  \n",
        "    \n",
-       "      14\n",
-       "      FC Augsburg\n",
+       "      18\n",
+       "      FC Bayern München\n",
        "      Bundesliga\n",
-       "      Fabian Rieder\n",
+       "      Michael Olise\n",
        "      M\n",
        "      5\n",
-       "      7.52\n",
+       "      8.16\n",
        "    \n",
        "    \n",
-       "      15\n",
-       "      FC Augsburg\n",
+       "      19\n",
+       "      FC Bayern München\n",
        "      Bundesliga\n",
-       "      Anton Kade\n",
-       "      F\n",
+       "      Joshua Kimmich\n",
+       "      M\n",
        "      5\n",
-       "      7.46\n",
+       "      8.04\n",
        "    \n",
        "    \n",
-       "      16\n",
-       "      FC Augsburg\n",
+       "      20\n",
+       "      FC Bayern München\n",
        "      Bundesliga\n",
-       "      Finn Dahmen\n",
-       "      G\n",
-       "      5\n",
-       "      7.44\n",
+       "      Dayot Upamecano\n",
+       "      D\n",
+       "      4\n",
+       "      7.75\n",
        "    \n",
        "    \n",
-       "      17\n",
-       "      FC Augsburg\n",
+       "      21\n",
+       "      FC Bayern München\n",
        "      Bundesliga\n",
-       "      Noahkai Banks\n",
-       "      D\n",
-       "      1\n",
-       "      7.40\n",
+       "      Leon Goretzka\n",
+       "      M\n",
+       "      3\n",
+       "      7.63\n",
        "    \n",
        "    \n",
-       "      18\n",
-       "      FC Augsburg\n",
+       "      58\n",
+       "      SV 07 Elversberg\n",
+       "      Bundesliga\n",
+       "      David Mokwa\n",
+       "      F\n",
+       "      2\n",
+       "      7.60\n",
+       "    \n",
+       "    \n",
+       "      59\n",
+       "      SV 07 Elversberg\n",
+       "      Bundesliga\n",
+       "      Lukas Petkov\n",
+       "      M\n",
+       "      2\n",
+       "      7.50\n",
+       "    \n",
+       "    \n",
+       "      60\n",
+       "      SV 07 Elversberg\n",
+       "      Bundesliga\n",
+       "      Maurice Krattenmacher\n",
+       "      M\n",
+       "      2\n",
+       "      7.50\n",
+       "    \n",
+       "    \n",
+       "      22\n",
+       "      FC Bayern München\n",
        "      Bundesliga\n",
-       "      Arthur Chaves\n",
+       "      Kim Min-jae\n",
        "      D\n",
        "      3\n",
-       "      7.20\n",
+       "      7.47\n",
+       "    \n",
+       "    \n",
+       "      61\n",
+       "      SV 07 Elversberg\n",
+       "      Bundesliga\n",
+       "      Nicolas Kristof\n",
+       "      G\n",
+       "      2\n",
+       "      7.40\n",
+       "    \n",
+       "    \n",
+       "      62\n",
+       "      SV 07 Elversberg\n",
+       "      Bundesliga\n",
+       "      Łukasz Poręba\n",
+       "      M\n",
+       "      2\n",
+       "      7.05\n",
        "    \n",
        "    \n",
        "      0\n",
-       "      FC Augsburg\n",
+       "      FC Bayern München\n",
        "      Overall\n",
-       "      Finn Dahmen\n",
-       "      G\n",
-       "      1\n",
+       "      Dayot Upamecano\n",
+       "      D\n",
+       "      3\n",
        "      7.90\n",
        "    \n",
        "    \n",
        "      1\n",
-       "      FC Augsburg\n",
+       "      FC Bayern München\n",
        "      Overall\n",
-       "      Kristijan Jakić\n",
+       "      Joshua Kimmich\n",
        "      M\n",
-       "      1\n",
-       "      7.70\n",
+       "      4\n",
+       "      7.90\n",
        "    \n",
        "    \n",
-       "      36\n",
-       "      FC Schalke 04\n",
+       "      2\n",
+       "      FC Bayern München\n",
        "      Overall\n",
-       "      Edin Džeko\n",
-       "      F\n",
-       "      2\n",
-       "      7.65\n",
+       "      Michael Olise\n",
+       "      M\n",
+       "      5\n",
+       "      7.86\n",
        "    \n",
        "    \n",
-       "      2\n",
-       "      FC Augsburg\n",
+       "      39\n",
+       "      SV 07 Elversberg\n",
        "      Overall\n",
-       "      Noahkai Banks\n",
-       "      D\n",
-       "      1\n",
-       "      7.50\n",
+       "      Francis Onyeka\n",
+       "      M\n",
+       "      3\n",
+       "      7.53\n",
        "    \n",
        "    \n",
-       "      3\n",
-       "      FC Augsburg\n",
+       "      40\n",
+       "      SV 07 Elversberg\n",
        "      Overall\n",
-       "      Han-Noah Massengo\n",
+       "      Maurice Krattenmacher\n",
        "      M\n",
-       "      1\n",
-       "      7.40\n",
+       "      2\n",
+       "      7.50\n",
        "    \n",
        "    \n",
-       "      37\n",
-       "      FC Schalke 04\n",
+       "      3\n",
+       "      FC Bayern München\n",
        "      Overall\n",
-       "      Dejan Ljubičić\n",
-       "      F\n",
-       "      2\n",
-       "      7.20\n",
+       "      Jonathan Tah\n",
+       "      D\n",
+       "      5\n",
+       "      7.30\n",
        "    \n",
        "    \n",
-       "      38\n",
-       "      FC Schalke 04\n",
+       "      4\n",
+       "      FC Bayern München\n",
        "      Overall\n",
-       "      Moussa Sylla\n",
-       "      F\n",
-       "      2\n",
-       "      7.20\n",
+       "      Aleksandar Pavlović\n",
+       "      M\n",
+       "      5\n",
+       "      7.26\n",
        "    \n",
        "    \n",
-       "      39\n",
-       "      FC Schalke 04\n",
+       "      41\n",
+       "      SV 07 Elversberg\n",
        "      Overall\n",
-       "      Soufiane El-Faouzi\n",
+       "      Lukas Petkov\n",
        "      M\n",
-       "      2\n",
-       "      7.20\n",
+       "      3\n",
+       "      7.23\n",
        "    \n",
        "    \n",
-       "      4\n",
-       "      FC Augsburg\n",
+       "      42\n",
+       "      SV 07 Elversberg\n",
        "      Overall\n",
-       "      Anton Kade\n",
-       "      F\n",
-       "      1\n",
-       "      7.00\n",
+       "      Nicolas Kristof\n",
+       "      G\n",
+       "      3\n",
+       "      7.20\n",
        "    \n",
        "    \n",
-       "      40\n",
-       "      FC Schalke 04\n",
+       "      43\n",
+       "      SV 07 Elversberg\n",
        "      Overall\n",
-       "      Hasan Kuruçay\n",
-       "      D\n",
-       "      2\n",
-       "      6.85\n",
+       "      David Mokwa\n",
+       "      F\n",
+       "      3\n",
+       "      7.10\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "             team    category         player_name position  rating_count  \\\n",
-       "14    FC Augsburg  Bundesliga       Fabian Rieder        M             5   \n",
-       "15    FC Augsburg  Bundesliga          Anton Kade        F             5   \n",
-       "16    FC Augsburg  Bundesliga         Finn Dahmen        G             5   \n",
-       "17    FC Augsburg  Bundesliga       Noahkai Banks        D             1   \n",
-       "18    FC Augsburg  Bundesliga       Arthur Chaves        D             3   \n",
-       "0     FC Augsburg     Overall         Finn Dahmen        G             1   \n",
-       "1     FC Augsburg     Overall     Kristijan Jakić        M             1   \n",
-       "36  FC Schalke 04     Overall          Edin Džeko        F             2   \n",
-       "2     FC Augsburg     Overall       Noahkai Banks        D             1   \n",
-       "3     FC Augsburg     Overall   Han-Noah Massengo        M             1   \n",
-       "37  FC Schalke 04     Overall      Dejan Ljubičić        F             2   \n",
-       "38  FC Schalke 04     Overall        Moussa Sylla        F             2   \n",
-       "39  FC Schalke 04     Overall  Soufiane El-Faouzi        M             2   \n",
-       "4     FC Augsburg     Overall          Anton Kade        F             1   \n",
-       "40  FC Schalke 04     Overall       Hasan Kuruçay        D             2   \n",
+       "                 team    category            player_name position  \\\n",
+       "18  FC Bayern München  Bundesliga          Michael Olise        M   \n",
+       "19  FC Bayern München  Bundesliga         Joshua Kimmich        M   \n",
+       "20  FC Bayern München  Bundesliga        Dayot Upamecano        D   \n",
+       "21  FC Bayern München  Bundesliga          Leon Goretzka        M   \n",
+       "58   SV 07 Elversberg  Bundesliga            David Mokwa        F   \n",
+       "59   SV 07 Elversberg  Bundesliga           Lukas Petkov        M   \n",
+       "60   SV 07 Elversberg  Bundesliga  Maurice Krattenmacher        M   \n",
+       "22  FC Bayern München  Bundesliga            Kim Min-jae        D   \n",
+       "61   SV 07 Elversberg  Bundesliga        Nicolas Kristof        G   \n",
+       "62   SV 07 Elversberg  Bundesliga          Łukasz Poręba        M   \n",
+       "0   FC Bayern München     Overall        Dayot Upamecano        D   \n",
+       "1   FC Bayern München     Overall         Joshua Kimmich        M   \n",
+       "2   FC Bayern München     Overall          Michael Olise        M   \n",
+       "39   SV 07 Elversberg     Overall         Francis Onyeka        M   \n",
+       "40   SV 07 Elversberg     Overall  Maurice Krattenmacher        M   \n",
+       "3   FC Bayern München     Overall           Jonathan Tah        D   \n",
+       "4   FC Bayern München     Overall    Aleksandar Pavlović        M   \n",
+       "41   SV 07 Elversberg     Overall           Lukas Petkov        M   \n",
+       "42   SV 07 Elversberg     Overall        Nicolas Kristof        G   \n",
+       "43   SV 07 Elversberg     Overall            David Mokwa        F   \n",
        "\n",
-       "    average_rating  \n",
-       "14            7.52  \n",
-       "15            7.46  \n",
-       "16            7.44  \n",
-       "17            7.40  \n",
-       "18            7.20  \n",
-       "0             7.90  \n",
-       "1             7.70  \n",
-       "36            7.65  \n",
-       "2             7.50  \n",
-       "3             7.40  \n",
-       "37            7.20  \n",
-       "38            7.20  \n",
-       "39            7.20  \n",
-       "4             7.00  \n",
-       "40            6.85  "
+       "    rating_count  average_rating  \n",
+       "18             5            8.16  \n",
+       "19             5            8.04  \n",
+       "20             4            7.75  \n",
+       "21             3            7.63  \n",
+       "58             2            7.60  \n",
+       "59             2            7.50  \n",
+       "60             2            7.50  \n",
+       "22             3            7.47  \n",
+       "61             2            7.40  \n",
+       "62             2            7.05  \n",
+       "0              3            7.90  \n",
+       "1              4            7.90  \n",
+       "2              5            7.86  \n",
+       "39             3            7.53  \n",
+       "40             2            7.50  \n",
+       "3              5            7.30  \n",
+       "4              5            7.26  \n",
+       "41             3            7.23  \n",
+       "42             3            7.20  \n",
+       "43             3            7.10  "
       ]
      },
      "metadata": {},
@@ -11672,7 +12563,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Augsburg** — formation **3-4-3**"
+       "**SV 07 Elversberg** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -11684,7 +12575,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Schalke 04** — formation **3-4-3**"
+       "**Bayern München** — formation **4-3-3**"
       ],
       "text/plain": [
        ""
@@ -11708,7 +12599,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Augsburg** — formation **3-4-2-1**"
+       "**SV 07 Elversberg** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -11720,7 +12611,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Schalke 04** — formation **3-4-2-1**"
+       "**FC Bayern München** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -11744,7 +12635,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Augsburg** — formation **3-4-2-1**"
+       "**SV Elversberg** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -11756,7 +12647,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Schalke 04** — formation **3-4-2-1**"
+       "**Bayern München** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -11780,7 +12671,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Augsburg** — formation **3-4-2-1**"
+       "**SV 07 Elversberg** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -11792,7 +12683,7 @@
     {
      "data": {
       "text/markdown": [
-       "**FC Schalke 04** — formation **3-4-2-1**"
+       "**Bayern Munich** — formation **4-2-3-1**"
       ],
       "text/plain": [
        ""
@@ -11804,7 +12695,7 @@
     {
      "data": {
       "text/markdown": [
-       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_01_09_fc-augsburg-vs-fc-schalke-04.html`"
+       "Charts opened in one browser tab: `C:\\Users\\sidth\\AppData\\Local\\Temp\\kickbase_matchday_reports\\matchday_03_09_sv-07-elversberg-vs-fc-bayern-m-nchen.html`"
       ],
       "text/plain": [
        ""
diff --git a/notebooks/09_reflection/01_sofascore_overall_score_reflection.ipynb b/notebooks/09_reflection/01_sofascore_overall_score_reflection.ipynb
index 149b847..19654c8 100644
--- a/notebooks/09_reflection/01_sofascore_overall_score_reflection.ipynb
+++ b/notebooks/09_reflection/01_sofascore_overall_score_reflection.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 6,
    "id": "211ce9c9",
    "metadata": {},
    "outputs": [],
@@ -62,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 7,
    "id": "d19e2270",
    "metadata": {},
    "outputs": [],
@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 8,
    "id": "retrieval-date-selection",
    "metadata": {},
    "outputs": [
@@ -91,7 +91,7 @@
      "name": "stdin",
      "output_type": "stream",
      "text": [
-      "Expected-points retrieval date (YYYY-MM-DD; press Enter for latest available):  2026-08-28\n",
+      "Expected-points retrieval date (YYYY-MM-DD; press Enter for latest available):  2026-09-04\n",
       "KBStats retrieval date (YYYY-MM-DD; press Enter for latest available):  \n"
      ]
     },
@@ -99,7 +99,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Selection: expected-points = 2026-08-28; KBStats = latest available\n"
+      "Selection: expected-points = 2026-09-04; KBStats = latest available\n"
      ]
     }
    ],
@@ -125,7 +125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 9,
    "id": "6587bf24",
    "metadata": {},
    "outputs": [
@@ -162,13 +162,13 @@
        "  \n",
        "    \n",
        "      0\n",
-       "      2026-08-28\n",
+       "      2026-09-04\n",
        "      latest available\n",
-       "      expected_points_20260828_120706_+0200_sofascor...\n",
-       "      kbstats_players_20260831_111715_+0200.csv\n",
+       "      expected_points_20260904_104843_+0200_sofascor...\n",
+       "      kbstats_players_20260909_122135_+0200.csv\n",
        "      data\\reference\\kbstats_player_match_baseline.csv\n",
-       "      0\n",
-       "      ligainsider_bundesliga_lineups_20260828_120913...\n",
+       "      469\n",
+       "      ligainsider_bundesliga_lineups_20260904_173905...\n",
        "    \n",
        "  \n",
        "\n",
@@ -176,19 +176,19 @@
       ],
       "text/plain": [
        "  expected-points selection KBStats selection  \\\n",
-       "0                2026-08-28  latest available   \n",
+       "0                2026-09-04  latest available   \n",
        "\n",
        "                                 expected_score_file  \\\n",
-       "0  expected_points_20260828_120706_+0200_sofascor...   \n",
+       "0  expected_points_20260904_104843_+0200_sofascor...   \n",
        "\n",
        "                     post_match_kbstats_file  \\\n",
-       "0  kbstats_players_20260831_111715_+0200.csv   \n",
+       "0  kbstats_players_20260909_122135_+0200.csv   \n",
        "\n",
        "                                      baseline_file  baseline_rows  \\\n",
-       "0  data\\reference\\kbstats_player_match_baseline.csv              0   \n",
+       "0  data\\reference\\kbstats_player_match_baseline.csv            469   \n",
        "\n",
        "                                    lineup_snapshots  \n",
-       "0  ligainsider_bundesliga_lineups_20260828_120913...  "
+       "0  ligainsider_bundesliga_lineups_20260904_173905...  "
       ]
      },
      "metadata": {},
@@ -227,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 10,
    "id": "7168db2f",
    "metadata": {},
    "outputs": [
@@ -259,16 +259,40 @@
        "  \n",
        "    \n",
        "      0\n",
+       "      baseline\n",
+       "      292\n",
+       "    \n",
+       "    \n",
+       "      1\n",
+       "      history_points\n",
+       "      144\n",
+       "    \n",
+       "    \n",
+       "      2\n",
        "      no_baseline\n",
-       "      469\n",
+       "      19\n",
+       "    \n",
+       "    \n",
+       "      3\n",
+       "      counter_reset\n",
+       "      5\n",
+       "    \n",
+       "    \n",
+       "      4\n",
+       "      history_nonappearance\n",
+       "      2\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "  outcome_status  players\n",
-       "0    no_baseline      469"
+       "          outcome_status  players\n",
+       "0               baseline      292\n",
+       "1         history_points      144\n",
+       "2            no_baseline       19\n",
+       "3          counter_reset        5\n",
+       "4  history_nonappearance        2"
       ]
      },
      "metadata": {},
@@ -304,24 +328,24 @@
        "  \n",
        "    \n",
        "      count\n",
-       "      469.000\n",
-       "      469.000\n",
-       "      469.000\n",
-       "      469.000\n",
+       "      462.000\n",
+       "      462.000\n",
+       "      462.000\n",
+       "      462.000\n",
        "    \n",
        "    \n",
        "      mean\n",
-       "      46.239\n",
-       "      40.867\n",
-       "      0.608\n",
-       "      0.422\n",
+       "      49.989\n",
+       "      41.616\n",
+       "      0.606\n",
+       "      0.435\n",
        "    \n",
        "    \n",
        "      sum\n",
-       "      21686.000\n",
-       "      19166.650\n",
-       "      285.000\n",
-       "      198.000\n",
+       "      23095.000\n",
+       "      19226.417\n",
+       "      280.000\n",
+       "      201.000\n",
        "    \n",
        "  \n",
        "\n",
@@ -329,9 +353,9 @@
       ],
       "text/plain": [
        "       actual_points  minutes_played   played  started\n",
-       "count        469.000         469.000  469.000  469.000\n",
-       "mean          46.239          40.867    0.608    0.422\n",
-       "sum        21686.000       19166.650  285.000  198.000"
+       "count        462.000         462.000  462.000  462.000\n",
+       "mean          49.989          41.616    0.606    0.435\n",
+       "sum        23095.000       19226.417  280.000  201.000"
       ]
      },
      "metadata": {},
@@ -356,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 11,
    "id": "2f07368b",
    "metadata": {},
    "outputs": [
@@ -391,10 +415,10 @@
        "  \n",
        "    \n",
        "      current score\n",
-       "      45.518\n",
-       "      79.15\n",
-       "      -0.271\n",
-       "      0.659\n",
+       "      33.453\n",
+       "      55.818\n",
+       "      0.405\n",
+       "      0.644\n",
        "      0.383\n",
        "    \n",
        "  \n",
@@ -402,8 +426,8 @@
        ""
       ],
       "text/plain": [
-       "                  mae   rmse     r2  spearman_correlation  \\\n",
-       "current score  45.518  79.15 -0.271                 0.659   \n",
+       "                  mae    rmse     r2  spearman_correlation  \\\n",
+       "current score  33.453  55.818  0.405                 0.644   \n",
        "\n",
        "               top_decile_precision  \n",
        "current score                 0.383  "
@@ -415,7 +439,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "20c2014e8aeb433ea66f1c1a219e283a",
+       "model_id": "e84e47aced6146568d25a3f60a2ec5fa",
        "version_major": 2,
        "version_minor": 0
       },
@@ -506,7 +530,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 12,
    "id": "score-rating-odds-plot",
    "metadata": {},
    "outputs": [
@@ -516,9 +540,9 @@
        "data": [
         {
          "customdata": {
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           "dtype": "f8",
-          "shape": "138, 7"
+          "shape": "131, 7"
          },
          "hovertemplate": "%{text}
SofaScore average rating: %{x:.2f}
Actual post-match points: %{y:.2f}
Expected match points (odds): %{customdata[0]:.2f}
Raw pre-match score: %{customdata[1]:.2f}
Starting chance: %{customdata[2]:.2f}
LigaInsider chance: %{customdata[3]:.2f}
Kickbase chance: %{customdata[4]:.2f}
Kicker chance: %{customdata[5]:.2f}
RotoWire chance: %{customdata[6]:.2f}",
          "marker": {
@@ -528,40 +552,9 @@
          },
          "mode": "markers",
          "text": [
-          "Maximilian Mittelstädt",
-          "Grischa Prömel",
-          "Dan-Axel Zagadou",
-          "Nikolas Nartey",
-          "Chris Führich",
-          "Josha Vagnoman",
-          "Atakan Karazor",
-          "Fabian Bredlow",
-          "Marius Funk",
-          "Angelo Stiller",
-          "Ermedin Demirović",
-          "Jamie Leweling",
-          "Jeff Chabot",
-          "Tiago Tomás",
-          "Dzenan Pejcinovic",
-          "Justin Diehl",
-          "Dennis Seimen",
-          "Deniz Undav",
-          "Leonidas Stergiou",
-          "Finn Jeltsch",
-          "Leo Sauer",
-          "Ramon Hendriks",
-          "Ameen Al Dakhil",
-          "Chema Andrés",
-          "Luca Jaquez",
-          "Lorenz Assignon",
-          "Lazar Jovanovic",
-          "Badredine Bouanani",
-          "Bilal El Khannouss",
-          "Jeremy Arévalo",
           "Jan Gyamerah",
           "Amara Condé",
           "Tim Boss",
-          "Jason Ceka",
           "Lukas Emanuel Petkov",
           "Lasse Günther",
           "Luca Pfeiffer",
@@ -584,96 +577,120 @@
           "David Mokwa",
           "Nicholas Mickelson",
           "Raif Adam",
+          "Ron-Robert Zieler",
+          "Luca Waldschmidt",
+          "Marvin Schwäbe",
+          "Timo Hübers",
+          "Linton Maina",
+          "Borna Sosa",
+          "Tom Krauß",
+          "Matthias Köbbing",
+          "Marius Bülter",
+          "Ellyes Skhiri",
+          "Jan Thielmann",
+          "Ragnar Ache",
+          "Ísak Jóhannesson",
+          "Luka Lochoshvili",
+          "Said El Mala",
+          "Joël Schmied",
+          "Sebastian Sebulonsen",
+          "Rav van den Berg",
+          "Alessio Castro-Montes",
+          "Jahmai Simpson-Pusey",
+          "Gideon Mensah",
+          "Paul Okon-Engstler",
+          "Reigan Heskey",
+          "Thijs Dallinga",
+          "Mikey Moore",
+          "Rani Khedira",
+          "Marvin Friedrich",
+          "Janik Haberer",
+          "Oliver Burke",
           "Felix Uduokhai",
-          "Jeremiaha Maluze",
-          "Sven Michel",
-          "Felix Götze",
-          "Raphael Obermair",
-          "Oliver Batista Meier",
-          "Markus Schubert",
-          "Tom Baack",
-          "Steffen Tigges",
-          "Nahuel Noll",
-          "Marvin Pieringer",
-          "Gabriel Vidović",
-          "Stefano Marino",
-          "Sebastian Klaas",
-          "Marcel Hoffmeier",
-          "Laurin Ulrich",
-          "Laurin Curda",
-          "Nick Bätzner",
-          "Mattes Hansen",
-          "Florian Pruhs",
-          "Tjark Scheller",
-          "Jano ter Horst",
-          "Santiago Castañeda",
-          "Jonah Sticker",
-          "Nyamekye Awortwie-Grant",
-          "Deniz Zeitler",
-          "Luka Duric",
-          "Ruben Müller",
-          "Albert Frank Millgramm",
-          "Kennedy Okpala",
-          "Clemens Lippmann",
-          "Timur Gayret",
-          "Daniel Batz",
-          "Kevin Stöger",
-          "Tim Kleindienst",
-          "Moritz Nicolas",
-          "Robin Hack",
-          "Florian Neuhaus",
-          "Philipp Sander",
-          "Jan Olschowsky",
-          "Jens Castrop",
-          "Joseph Scally",
-          "Fabio Chiarodia",
-          "Ko Itakura",
-          "Enzo Leopold",
-          "David Herold",
-          "Lukas Ullrich",
-          "Shuto Machino",
-          "Franck Honorat",
-          "Yukhym Konoplia",
-          "Isac Lidberg",
-          "Kevin Diks",
-          "Wael Mohya",
-          "Hugo Bolin",
-          "Jan Leszczynski",
-          "Zento Uno",
-          "Daiki Hashioka",
-          "Mathieu Nguefack",
-          "Daniel Heuer Fernandes",
-          "Yussuf Poulsen",
-          "Bakery Jatta",
-          "Jordan Torunarigha",
-          "Sebastiaan Bornauw",
-          "Miro Muheim",
-          "Daniel Elfadli",
-          "Nicolai Remberg",
-          "Rayan Philippe",
-          "Otto Stange",
-          "Kofi Amoako",
-          "Albert Sambi Lokonga",
-          "Albert Grønbæk",
-          "Alexander Røssing-Lelesiit",
-          "Nicolás Capaldo",
-          "Warmed Omari",
-          "Shafiq Nandja",
-          "Sander Tangvik",
-          "Louis Lemke",
-          "Martin Adeline",
-          "Patson Daka",
-          "Bilal Nadir",
-          "Terem Moffi",
-          "Young-Woo Seol"
+          "Frederik Rönnow",
+          "Woo-Yeong Jeong",
+          "Christopher Trimmel",
+          "Tim Skarke",
+          "Robert Skov",
+          "Tom Rothe",
+          "András Schäfer",
+          "Carl Klaus",
+          "Matheo Raab",
+          "Derrick Köhn",
+          "Stanley Nsoki",
+          "Aljoscha Kemlein",
+          "Josip Juranović",
+          "Michel Aebischer",
+          "Leopold Querfeld",
+          "Livan Burcu",
+          "Andrej Ilic",
+          "Marin Ljubičić",
+          "Emmanuel Latte Lath",
+          "Linus Güther",
+          "Zeno Van den Bosch",
+          "Kastriot Imeri",
+          "Mitchell Weiser",
+          "Niklas Stark",
+          "Niclas Füllkrug",
+          "Marco Friedl",
+          "Amos Pieper",
+          "Felix Agu",
+          "Eren Sami Dinkçi",
+          "Cédric Itten",
+          "Keke Topp",
+          "Justin Njinmah",
+          "Ludovit Reis",
+          "Markus Kolke",
+          "Jens Stage",
+          "Arthur",
+          "Senne Lynen",
+          "Olivier Deman",
+          "Marco Grüll",
+          "Chuki",
+          "Karl Hein",
+          "Alexander Schlager",
+          "Dariusz Stalmach",
+          "Mick Schmetgens",
+          "Salim Amani Musah",
+          "Moussa Ndiaye",
+          "Kenny Quetant",
+          "Darwin Soylu",
+          "Oskar Wójcik",
+          "Paul Erevbenagie",
+          "Youri Regeer",
+          "Loris Karius",
+          "Kenan Karaman",
+          "Kevin Müller",
+          "Edin Džeko",
+          "Finn Porath",
+          "Hee-Chan Hwang",
+          "Timo Becker",
+          "Ron Schallenberg",
+          "Soufiane El-Faouzi",
+          "Dejan Ljubičić",
+          "Janik Bachmann",
+          "Éric Dina Ebimbe",
+          "Hasan Kuruçay",
+          "Junior Adamu",
+          "Maximilian Wöber",
+          "Robin Gosens",
+          "Moussa Sylla",
+          "Adrian Gantenbein",
+          "Vitalie Becker",
+          "Mert Can Ayhan",
+          "Nikola Katic",
+          "Luca Vozar",
+          "Satoshi Tanaka",
+          "Johannes Simon Siebeking",
+          "Adil Aouchiche"
          ],
          "type": "scatter",
          "x": {
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          },
          "y": {
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         }
@@ -1449,12 +1466,12 @@
          }
         },
         "title": {
-         "text": "Actual points versus SofaScore rating — expected-points pack: -0.00 to 0.79"
+         "text": "Actual points versus SofaScore rating — expected-points pack: 0.29 to 0.99"
         },
         "xaxis": {
          "range": [
-          -0.5,
-          10.5
+          -0.435,
+          9.135
          ],
          "title": {
           "text": "Pre-match SofaScore average rating"
@@ -1462,8 +1479,8 @@
         },
         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
          ],
          "title": {
           "text": "Actual post-match Kickbase points"
@@ -1471,7 +1488,7 @@
         }
        }
       },
-      "image/png": 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"
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      "metadata": {},
      "output_type": "display_data"
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          },
          "y": {
-          "bdata": "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",
+          "bdata": "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",
           "dtype": "f8"
          }
         }
@@ -2381,12 +2396,12 @@
          }
         },
         "title": {
-         "text": "Actual points versus SofaScore rating — expected-points pack: 0.79 to 1.34"
+         "text": "Actual points versus SofaScore rating — expected-points pack: 0.99 to 1.34"
         },
         "xaxis": {
          "range": [
-          -0.5,
-          10.5
+          -0.435,
+          9.135
          ],
          "title": {
           "text": "Pre-match SofaScore average rating"
@@ -2394,8 +2409,8 @@
         },
         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
          ],
          "title": {
           "text": "Actual post-match Kickbase points"
@@ -2403,7 +2418,7 @@
         }
        }
       },
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -2414,9 +2429,9 @@
        "data": [
         {
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           "dtype": "f8",
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          "hovertemplate": "%{text}
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Actual post-match points: %{y:.2f}
Expected match points (odds): %{customdata[0]:.2f}
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Starting chance: %{customdata[2]:.2f}
LigaInsider chance: %{customdata[3]:.2f}
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RotoWire chance: %{customdata[6]:.2f}",
          "marker": {
@@ -2426,36 +2441,9 @@
          },
          "mode": "markers",
          "text": [
-          "Oliver Baumann",
-          "Andrej Kramarić",
-          "Bernardo",
-          "Ozan Kabak",
-          "Tim Lemperle",
-          "Luca Philipp",
-          "Patrick Wimmer",
-          "Fisnik Asllani",
-          "Bambasé Conté",
-          "Adam Hložek",
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-          "Albian Hajdari",
-          "Alexander Prass",
-          "Vladimír Coufal",
-          "Robin Hranác",
-          "Lúkas Petersson",
-          "Valentin Gendrey",
-          "Arthur Chaves",
-          "Koki Machida",
-          "Leon Avdullahu",
-          "Cajetan Lenz",
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-          "Adam Daghim",
-          "Alessandro Vogt",
-          "Mats Rots",
-          "Nathan De Cat",
           "Jens Grahl",
           "Timothy Chandler",
           "Mario Götze",
-          "Michael Zetterer",
           "Robin Koch",
           "Jonathan Burkardt",
           "Ansgar Knauff",
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           "Ritsu Dōan",
           "Noah Atubolu",
           "Can Uzun",
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           "Kauã Santos",
           "Farès Chaïbi",
           "Elias Baum",
           "Noël Aséko",
-          "Jean-Mattéo Bahoya",
-          "Arthur Theate",
           "Oscar Højlund",
           "Younes Ebnoutalib",
+          "Jeremiaha Maluze",
           "Keita Kosugi",
           "Love Arrhov",
           "Ayoube Amaimouni",
           "Malik Pimpong",
           "Otávio",
           "Raphael Onyedika",
+          "Lilian Brassier",
           "Dominik Kohr",
           "Stefan Bell",
           "Alexander Schwolow",
@@ -2493,17 +2480,70 @@
           "Eric Martel",
           "Silas",
           "Paul Nebel",
-          "Silvan Dominic Widmer",
+          "Silvan Widmer",
           "Ransford Königsdörffer",
           "Anthony Caci",
-          "Andreas Hanche-Olsen",
           "Benedict Hollerbach",
           "Kaishu Sano",
           "Fabio Gruber",
           "Sota Kawasaki",
           "Kacper Potulski",
+          "Maximilian Kinzig",
           "Otto Ruoppi",
           "Rael-Tshimbela Nakuzola",
+          "Daniel Batz",
+          "Kevin Stöger",
+          "Tim Kleindienst",
+          "Moritz Nicolas",
+          "Robin Hack",
+          "Nicolas Kühn",
+          "Florian Neuhaus",
+          "Philipp Sander",
+          "Jan Olschowsky",
+          "Jens Castrop",
+          "Joseph Scally",
+          "Fabio Chiarodia",
+          "Ko Itakura",
+          "Enzo Leopold",
+          "David Herold",
+          "Lukas Ullrich",
+          "Shuto Machino",
+          "Franck Honorat",
+          "Yukhym Konoplia",
+          "Isac Lidberg",
+          "Kevin Diks",
+          "Wael Mohya",
+          "Hugo Bolin",
+          "Jan Leszczynski",
+          "Zento Uno",
+          "Daiki Hashioka",
+          "Mathieu Nguefack",
+          "Emre Can",
+          "Patrick Drewes",
+          "Waldemar Anton",
+          "Marcel Sabitzer",
+          "Gregor Kobel",
+          "Serhou Guirassy",
+          "Alexander Meyer",
+          "Nico Schlotterbeck",
+          "Julian Ryerson",
+          "Maximilian Beier",
+          "Ramy Bensebaini",
+          "Felix Nmecha",
+          "Joey Veerman",
+          "Filippo Mane",
+          "Fábio Silva",
+          "Carney Chukwuemeka",
+          "Daniel Svensson",
+          "Jobe Bellingham",
+          "Samuele Inácio",
+          "Luca Reggiani",
+          "Justin Lerma",
+          "Kauã Prates",
+          "Joane Gadou",
+          "Konstantinos Karetsas",
+          "Giannis Konstantelias",
+          "Ethan Nwaneri",
           "Matthias Ginter",
           "Christian Günter",
           "Vincenzo Grifo",
@@ -2528,36 +2568,15 @@
           "Yuito Suzuki",
           "Cyriaque Irié",
           "Keisuke Goto",
-          "Rihito Yamamoto",
-          "Michael Gregoritsch",
-          "Marius Wolf",
-          "Jeffrey Gouweleeuw",
-          "Finn Dahmen",
-          "Yannik Keitel",
-          "Kristijan Jakić",
-          "Anton Kade",
-          "Mert Kömür",
-          "Robin Fellhauer",
-          "Calvin Brackelmann",
-          "Sima Suso",
-          "Fabian Rieder",
-          "Nediljko Labrović",
-          "Noahkai Banks",
-          "Chrislain Matsima",
-          "Alexis Claude-Maurice",
-          "Faik Sakar",
-          "Hennes Behrens",
-          "Han-Noah Massengo",
-          "Rodrigo Ribeiro",
-          "Uchenna Ogundu"
+          "Rihito Yamamoto"
          ],
          "type": "scatter",
          "x": {
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           "dtype": "f8"
          },
          "y": {
-          "bdata": "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",
+          "bdata": "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",
           "dtype": "f8"
          }
         }
@@ -3333,12 +3352,12 @@
          }
         },
         "title": {
-         "text": "Actual points versus SofaScore rating — expected-points pack: 1.34 to 1.98"
+         "text": "Actual points versus SofaScore rating — expected-points pack: 1.34 to 1.76"
         },
         "xaxis": {
          "range": [
-          -0.5,
-          10.5
+          -0.435,
+          9.135
          ],
          "title": {
           "text": "Pre-match SofaScore average rating"
@@ -3346,8 +3365,8 @@
         },
         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
          ],
          "title": {
           "text": "Actual post-match Kickbase points"
@@ -3355,7 +3374,7 @@
         }
        }
       },
-      "image/png": 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"
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      },
      "metadata": {},
      "output_type": "display_data"
@@ -3366,9 +3385,9 @@
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           "dtype": "f8",
-          "shape": "103, 7"
+          "shape": "101, 7"
          },
          "hovertemplate": "%{text}
SofaScore average rating: %{x:.2f}
Actual post-match points: %{y:.2f}
Expected match points (odds): %{customdata[0]:.2f}
Raw pre-match score: %{customdata[1]:.2f}
Starting chance: %{customdata[2]:.2f}
LigaInsider chance: %{customdata[3]:.2f}
Kickbase chance: %{customdata[4]:.2f}
Kicker chance: %{customdata[5]:.2f}
RotoWire chance: %{customdata[6]:.2f}",
          "marker": {
@@ -3391,7 +3410,6 @@
           "Jonas Urbig",
           "Hiroki Ito",
           "Tom Bischof",
-          "Arijon Ibrahimović",
           "Nathaniel Brown",
           "Aleksandar Pavlović",
           "Kim Minjae",
@@ -3402,10 +3420,37 @@
           "Bara Sapoko Ndiaye",
           "Ismael Saibari",
           "Tim Binder",
+          "Maximilian Mittelstädt",
+          "Grischa Prömel",
+          "Dan-Axel Zagadou",
+          "Nikolas Nartey",
+          "Chris Führich",
+          "Josha Vagnoman",
+          "Atakan Karazor",
+          "Fabian Bredlow",
+          "Marius Funk",
+          "Angelo Stiller",
+          "Ermedin Demirović",
+          "Jamie Leweling",
+          "Jeff Chabot",
+          "Tiago Tomás",
+          "Dzenan Pejčinović",
+          "Justin Diehl",
+          "Dennis Seimen",
+          "Deniz Undav",
+          "Leonidas Stergiou",
+          "Finn Jeltsch",
+          "Leo Sauer",
+          "Ramon Hendriks",
+          "Ameen Al Dakhil",
+          "Luca Jaquez",
+          "Lorenz Assignon",
+          "Bilal El Khannouss",
           "Janis Blaswich",
           "Mark Flekken",
           "Jonas Hofmann",
           "Robert Andrich",
+          "Moussa Diaby",
           "Patrik Schick",
           "Edmond Tapsoba",
           "Malik Tillman",
@@ -3415,18 +3460,16 @@
           "Tim Oermann",
           "Loïc Badé",
           "Ibrahim Maza",
-          "Arthur",
           "Victor Boniface",
           "Nathan Tella",
           "Jarell Quansah",
-          "Jeanuël Belocian",
           "Martin Terrier",
-          "Axel Tape",
           "Christian Kofane",
           "Kennet Eichhorn",
           "Montrell Culbreath",
           "Ezequiél Fernández",
           "Eliesse Ben Seghir",
+          "Guéla Doué",
           "Facundo Medina",
           "Afonso Moreira",
           "Leopold Zingerle",
@@ -3440,55 +3483,29 @@
           "Christopher Nkunku",
           "Rocco Reitz",
           "Brajan Gruda",
+          "Marc Guiu",
           "Nicolas Seiwald",
           "Assan Ouédraogo",
-          "El Chadaille Bitshiabu",
           "Lukeba Castello Jr.",
           "Max Finkgräfe",
-          "Arthur Vermeeren",
           "Johan Bakayoko",
           "Maarten Vandevoordt",
           "Antonio Nusa",
           "Andrija Maksimovic",
           "Tidiam Gomis",
-          "Conrad Harder",
           "Ezechiel Banzuzi",
           "Rômulo",
+          "Neil El Aynaoui",
           "Abdoul Koné",
-          "Maxime Estève",
-          "Emre Can",
-          "Patrick Drewes",
-          "Waldemar Anton",
-          "Marcel Sabitzer",
-          "Gregor Kobel",
-          "Serhou Guirassy",
-          "Alexander Meyer",
-          "Nico Schlotterbeck",
-          "Julian Ryerson",
-          "Maximilian Beier",
-          "Ramy Bensebaini",
-          "Felix Nmecha",
-          "Joey Veerman",
-          "Filippo Mane",
-          "Fábio Silva",
-          "Carney Chukwuemeka",
-          "Daniel Svensson",
-          "Jobe Bellingham",
-          "Samuele Inácio",
-          "Luca Reggiani",
-          "Justin Lerma",
-          "Kauã Prates",
-          "Joane Gadou",
-          "Konstantinos Karetsas",
-          "Giannis Konstantelias"
+          "Maxime Estève"
          ],
          "type": "scatter",
          "x": {
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           "dtype": "f8"
          },
          "y": {
-          "bdata": "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",
+          "bdata": "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",
           "dtype": "f8"
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         }
@@ -4264,12 +4281,12 @@
          }
         },
         "title": {
-         "text": "Actual points versus SofaScore rating — expected-points pack: 1.98 to 2.50"
+         "text": "Actual points versus SofaScore rating — expected-points pack: 1.76 to 2.61"
         },
         "xaxis": {
          "range": [
-          -0.5,
-          10.5
+          -0.435,
+          9.135
          ],
          "title": {
           "text": "Pre-match SofaScore average rating"
@@ -4277,8 +4294,8 @@
         },
         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
          ],
          "title": {
           "text": "Actual post-match Kickbase points"
@@ -4286,7 +4303,7 @@
         }
        }
       },
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -4360,7 +4377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 13,
    "id": "expected-points-by-position-plot",
    "metadata": {},
    "outputs": [
@@ -4368,7 +4385,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Excluded 169 expected non-appearances from the position charts.\n"
+      "Excluded 159 expected non-appearances from the position charts.\n"
      ]
     },
     {
@@ -4378,84 +4395,76 @@
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+          [
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+           true,
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          ],
          "hovertemplate": "%{text}
Position: GK
Expected match points: %{x:.2f}
Actual points: %{y:.2f}
Raw score: %{customdata[0]:.2f}
SofaScore average rating: %{customdata[1]:.2f}
Starting chance: %{customdata[2]:.2f}
Played: %{customdata[3]}
Started: %{customdata[4]}
Minutes played: %{customdata[5]:.2f}",
@@ -4545,9 +4570,10 @@
           "Mark Flekken",
           "Marvin Schwäbe",
           "Oliver Baumann",
+          "Frederik Rönnow",
           "Matheo Raab",
           "Noah Atubolu",
-          "Kauã Santos",
+          "Alexander Schwolow",
           "Robin Zentner",
           "Nahuel Noll",
           "Maarten Vandevoordt",
@@ -4561,11 +4587,11 @@
          ],
          "type": "scatter",
          "x": {
-          "bdata": "0WNEXrIDBECeBM+gikLYPyVLXJKcGOg/1DA6wchTAEBCLoprIOTyP1WO0A9Q5fg/hgTPiv9g9T9mEbGIdUr7P6qCn8CtaPY/r4DG3Tqv/z9qaWlpaWnpP1HOVRE2YgBAmIb3jhPZ5z8OZszDudgCQPUc98rsvt4/ZhGxiHVK+z+EmSxOwX/wP4wV1uFtXfk/0EEQ14Js8j8=",
+          "bdata": "TW9605veBEA5bRPjUkABQLKG8ftkvu8/ZBJJz3WxAUAXqpazYCDlPwjQhchYuvM/sQEhDBpm4z+xASEMGmbjP5dxjWavp/s/qoKfwK1o9j+qgp/ArWj2P4SZLE7Bf/A//+c67JnR/T+WILMBqjz8P4/l6Px0Rfg/hgTPiv9g9T9mEbGIdUr7P4IjEPCyxew/nw3+LkZX8D/Fxcs2QJ/SPw==",
           "dtype": "f8"
          },
          "y": {
-          "bdata": "AAAAAAAgYkAAAAAAAMBbQAAAAAAAwFRAAAAAAACAR0AAAAAAAKBmQAAAAAAAIGBAAAAAAAAAKkAAAAAAAABcQAAAAAAAAAAAAAAAAAAAWkAAAAAAAIBfQAAAAAAAgGVAAAAAAABAaEAAAAAAAABnQAAAAAAAQFhAAAAAAAAATEAAAAAAAAAoQAAAAAAAAGxAAAAAAAAAaEA=",
+          "bdata": "AAAAAABAWEAAAAAAAOBiQAAAAAAAQFpAAAAAAACAXUAAAAAAAEBbQAAAAAAAgFJAAAAAAACAVkAAAAAAAAAAAAAAAAAAAEJAAAAAAADgYkAAAAAAAAAAAAAAAAAAQFxAAAAAAAAAP0AAAAAAAGBgQAAAAAAAAGNAAAAAAAAAR0AAAAAAAGBhQAAAAAAAwGFAAAAAAAAAZkAAAAAAAMBeQA==",
           "dtype": "f8"
          }
         }
@@ -5346,8 +5372,8 @@
         },
         "xaxis": {
          "range": [
-          -0.12509025270758126,
-          2.6268953068592062
+          0.17508361204013367,
+          2.7245819397993305
          ],
          "title": {
           "text": "Pre-match expected match points"
@@ -5355,8 +5381,8 @@
         },
         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
          ],
          "title": {
           "text": "Actual Kickbase points"
@@ -5364,7 +5390,7 @@
         }
        }
       },
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"
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      "metadata": {},
      "output_type": "display_data"
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          "hovertemplate": "%{text}
Position: DEF
Expected match points: %{x:.2f}
Actual points: %{y:.2f}
Raw score: %{customdata[0]:.2f}
SofaScore average rating: %{customdata[1]:.2f}
Starting chance: %{customdata[2]:.2f}
Played: %{customdata[3]}
Started: %{customdata[4]}
Minutes played: %{customdata[5]:.2f}",
@@ -6222,12 +6320,12 @@
           "Konrad Laimer",
           "Josip Stanišić",
           "Alphonso Davies",
+          "Hiroki Ito",
           "Nathaniel Brown",
           "Kim Minjae",
           "Maximilian Mittelstädt",
           "Josha Vagnoman",
           "Jeff Chabot",
-          "Leonidas Stergiou",
           "Finn Jeltsch",
           "Ramon Hendriks",
           "Jan Gyamerah",
@@ -6235,8 +6333,9 @@
           "Maximilian Rohr",
           "Felix Keidel",
           "Lukas Pinckert",
-          "Florian Le Joncour",
           "Luca Sirch",
+          "Nicholas Mickelson",
+          "Robert Andrich",
           "Edmond Tapsoba",
           "Lucas Vázquez",
           "Miguel Gutiérrez",
@@ -6244,7 +6343,6 @@
           "Jarell Quansah",
           "Facundo Medina",
           "Luka Lochoshvili",
-          "Joël Schmied",
           "Jahmai Simpson-Pusey",
           "Gideon Mensah",
           "Bernardo",
@@ -6253,51 +6351,57 @@
           "Vladimír Coufal",
           "Robin Hranác",
           "Mats Rots",
+          "Felix Uduokhai",
+          "Christopher Trimmel",
           "Tom Rothe",
-          "Derrick Köhn",
           "Josip Juranović",
           "Leopold Querfeld",
           "Zeno Van den Bosch",
+          "Timothy Chandler",
           "Robin Koch",
           "Elias Baum",
+          "Jeremiaha Maluze",
           "Keita Kosugi",
-          "Otávio",
-          "Dominik Kohr",
+          "Lilian Brassier",
           "Danny Da Costa",
+          "Stefan Posch",
           "Philipp Mwene",
-          "Silvan Dominic Widmer",
           "Anthony Caci",
           "Fabio Gruber",
           "Kacper Potulski",
+          "Rael-Tshimbela Nakuzola",
+          "Marcel Hoffmeier",
           "Laurin Curda",
           "Mattes Hansen",
           "Tjark Scheller",
           "Jano ter Horst",
           "Jonah Sticker",
-          "Clemens Lippmann",
           "Willi Orban",
           "Benjamin Henrichs",
           "Ridle  Baku",
           "David Raum",
           "Lukeba Castello Jr.",
+          "Maxime Estève",
           "Joseph Scally",
           "Ko Itakura",
           "David Herold",
           "Lukas Ullrich",
           "Kevin Diks",
           "Jan Leszczynski",
-          "Daiki Hashioka",
           "Waldemar Anton",
           "Julian Ryerson",
           "Ramy Bensebaini",
           "Filippo Mane",
           "Daniel Svensson",
-          "Kauã Prates",
+          "Luca Reggiani",
           "Joane Gadou",
           "Jordan Torunarigha",
           "Sebastiaan Bornauw",
           "Nicolás Capaldo",
+          "Shafiq Nandja",
           "Louis Lemke",
+          "Zakaria El Ouahdi",
+          "David Møller Wolfe",
           "Matthias Ginter",
           "Christian Günter",
           "Lukas Kübler",
@@ -6305,8 +6409,10 @@
           "Philipp Treu",
           "Jordy Makengo",
           "Max Rosenfelder",
+          "Berkay Yilmaz",
           "Marco Friedl",
           "Amos Pieper",
+          "Arthur",
           "Olivier Deman",
           "Mick Schmetgens",
           "Jeffrey Gouweleeuw",
@@ -6314,6 +6420,7 @@
           "Noahkai Banks",
           "Chrislain Matsima",
           "Hennes Behrens",
+          "Young-Woo Seol",
           "Timo Becker",
           "Hasan Kuruçay",
           "Maximilian Wöber",
@@ -6324,11 +6431,11 @@
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          "y": {
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@@ -7109,8 +7216,8 @@
         },
         "xaxis": {
          "range": [
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-          2.6268953068592062
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          "title": {
           "text": "Pre-match expected match points"
@@ -7118,8 +7225,8 @@
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         "yaxis": {
          "range": [
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-          418.6
+          -54.900000000000006,
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          "title": {
           "text": "Actual Kickbase points"
@@ -7127,7 +7234,7 @@
         }
        }
       },
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RQYAOBpSnAfl0q42Xp3xNChJ4Bzk6yFIZlfcs9FhTHfgqKKH0WE/qry7xD+ynDmxvX3KNO7Bp4PplogFpA521rVRG/ZWNjNRPTaozcNupXDSmwPV769G2Uvu8+rVtdPuFHjGsMpr0XmnK88oN9lVPI9JVAtp/tA7vILBnuvL0lKGe7Qy3fi8ooH1BA6P2LKv+/vmR291kb//RevR+SGFBt/3eLRTkRyTt1H6q7aiDUtWtdQTbR7QvKUCpW6pURpPKK0ik22JUj9eEnq9atj/7oRy1f2kdmrTfaf/ztq1sQu2rPfus37mr/8+F7lU2ge3SrUGqU3VrHZqUr995vQ5mSpd9OJyRrjwLtJWvPi/1mfjsg7cGHesp2DJaTlPPvwfh1k0eAggggAACCCCAQPIIpHQARAdBOhjyxggI9qqDGB0Q6UuwJr0P3Dw6MNFyOugOTNeBidK9KdiyKq/6lOeV815Vr/K9KVi5nmU07y3vjSHiLa9+eHnea88yPT2Ur+XUPtXtthIQ9wAAEABJREFU1RXqVQd63jKBZfqT3rOfWvfsYyebXnu2QW3z+qJXzXvrVVmleZOWV93K16vme24zr//aJ/ReZfuaIt3OnoHXHjkpLbB+tblnutqotqrNfZVVm9V2bx16rzRNeu+l6zWgzsBqQ77X+rWMJr0PVjDYerQu9cErH6yPXl6w5YOtT+tXuurWpPfB9hH5ylNlvCmwLd56g71Gug4t27Os1qV+Ks+btG8q3Zs0r7yefVZ79XQeba+ebVWd3vJ61bwm9V9tUH161XzPZZUXakqlfdjb5vKTbag+B6bLUJ7BJm87BZbX+3DLqB7PX21QWzTpvZZlQgABBBBAAAEEEEhegZQOgCQvOy2LnwBrQgABBBBAAAEEEEAAAQQQQMCMAEiq7wX0DwEEEEAAAQQQQAABBBBAAAEEUj8AEu1t7F2CrUuko1039SWPANs5ebYFLRmYAPvwwNxYCgEEEEAAAQQQQMC/An21nCtA+hIiHwEEEEAAAQQQQAABBBBAAIHkF6CFfQgQAOkDiGwEEEAAAQQQQAABBBBAAAE/CNBGBMILEAAJ70MuAggggAACCCCAAAIIIOAPAVqJAAJhBQiAhOUhEwEEEEAAAQQQQAABBPwiQDsRQACBcAIEQMLpkIcAAggggAACCCCAgH8EaCkCCCCAQBgBAiBhcMhCAAEEEEAAAQQQ8JMAbUUAAQQQQCC0AAGQ0DbkIIAAAggggAAC/hKgtQgggAACCCAQUoAASEgaMhBAAAEEEEDAbwK0FwEEEEAAAQQQCCVAACSUDOkIIIAAAgj4T4AWI4AAAggggAACCIQQIAASAoZkBBBAAAE/CtBmBBBAAAEEEEAAAQSCCxAACe5CKgIIIOBPAVqNAAIIIIAAAggggAACQQUIgARlIREBBPwqQLsRQAABBBBAAAEEEEAAgWACBECCqZCGgH8FaDkCCCCAAAIIIIAAAggggEAQAQIgQVBI8rMAbUcAAQQQQAABBBBAAAEEEECgtwABkN4m/k6h9QgggAACCCCAAAIIIIAAAggg0Esg5QIgvXpIAgIIIIAAAggggAACCCCAAAIIpJxAfztEAKS/YpRHAAEEEEAAAQQQQAABBBBAIPECtKCfAgRA+glGcQQQQAABBBBAAAEEEEAAgWQQoA0I9E+AAEj/vCiNAAIIIIAAAggggAACCCSHAK1AAIF+CRAA6RcXhRFAAAEEEEAAAQQQQCBZBGgHAggg0B8BAiD90aIsAggggAACCCCAAALJI0BLEEAAAQT6IUAApB9YFEUAAQQQQAABBBBIJgHaggACCCCAQOQCBEAit6IkAggggAACCCCQXAK0BgEEEEAAAQQiFiAAEoZqd1Wj+Wnq6DzSmb0H/dVuPxnT1vjtW5U1Tdba3umr30H2j/jtH3607nQ+o/f47O+KH5xpY2J+75pbO6zqcDOf0fxOp8Q+cLih1Wob21KiL3wmJuYzMZncDxxqtpa2Dl/uz0eOZmP7kwBIbH2pHQEEEEAAgVgKUDcCCCCAAAIIIIBAhAIEQCKEohgCCCCAQDIK0CYEEEAAAQQQQAABBCITIAASmROlEEAAgeQUoFUIIIAAAggggAACCCAQkQABkIiYKIQAAskqQLsQQAABBBBAAAEEEEAAgUgECIBEokQZBJJXgJYhgAACCCCAAAIIIIAAAghEIJBSAZDFN99r51x2o+2vqunqut4rbc7CK0zTS6++25WnN7956Gk3XXlfvv4Wa2hsUjKTbwRoKAIIIIAAAggggAACCCCAAAJ9C6RMAETBj8efW96txwpmLLrpHrv4/IW2etn99vA9S+ynv3zQVq+vcMspGPLIk8ts2aN3uPmjy4fbTXc84Ob55gcNRQABBBBAAAEEEEAAAQQQQACBPgV8HwBRD3UVh17vWvoNvXRNW7fvtdr6RrvgrAVu2pSJo23c6BH2+oo17vwLL7/tBkdGlpW482d+7CRbsWpjtytI3Ax+IIAAAggggAACCCCAAAIIIIBAQgUGu3LfB0AU/Fj+5ir73nWX97KorKq22rqGrvTCgnzTVR6bK3a5t7rsrTzYlac35WWl1tnZaZUHPriFRulMCCCAAAIIIIAAAggggAACCCRYgNUPUsDXARDdwqLgh678UHAjmMXYUWVWVJgfLMtNmzppjPsa7EdhXpb5aco42okCn7XbT8a0NX6/E/m5WZbh7NSYx88c69ha6yMa49ga4xs/30znG2ReTqavviexf8Rv//CbdU5WhmnyW7vTs73sx31td302Z/r0O7S+K8V6cv58xXoVsat/y7Y99sa7a+3kT13tDmR67eJf2I7dlXb515d23caye1+V1TeEHthUdYRqYU52pvlpMmdHN+dfTlamr9rtJ2PaGsd9y/kyog8ozONo7rPPPL/tG+b8y8aYv08psg9kOl86svm+wf6cIvtzlrMvZzpHjL74u5Ii5lhnxvTzIyPDCer5cF+xOPzLjMM6YraKr1x6rjt4qQY41aQrQSaMLbcHfrnYNK6HbmkpHlLYtX4NiqrbXqZNHme6YkS3w3RlOm90y0xGRoaVjzgyJsih+lbz09TZ6XTC+f9wg7/a7Sdj2hq/fau2sc3anX0a8/iZYx1ba+fj2Q777O8K+0Rs9wk/+7Z1dFp9U5uvvif52Zu2f/C7GAuLppZ2a27tYH/mb1RK7AN1+g7tfEbH4ncl1nXqu1KsJ18HQPrC0aCnxUUF9sTzr7pFNSjqrr0H7CPzZ7vzGvRUT4HZX1XjzmtQ1PnzprvBEzeBHwgggAACCCCAAAIIJI8ALUEAAQQQGIRASgdAdJXHLd+7yhTkmLPwCrvkqiX2na9fZnNmTHbJzlhwgvsUmIWfvc7mOPm6OiTYYKpuYX4ggAACCCCAAAIIJFiA1SOAAAIIIDBwgZQKgCig8eyDt3a7gkO3wiht9bL73dtlVCaQK/A2mvt+vsi9NSYwn/cIIIAAAggggEDSCNAQBBBAAAEEEBiwQEoFQAaswIIIIIAAAggg4AsBGokAAggggAACCAxUgADIQOVYDgEEEEAAgfgLsEYEEEAAAQQQQACBAQoQABkgHIshgAACCCRCgHUigAACCCCAAAIIIDAwAQIgA3NjKQQQQCAxAqwVAQQQQAABBBBAAAEEBiRAAGRAbCyEAAKJEmC9CCCAAAIIIIAAAggggMBABAiADESNZRBInABrRgABBBBAAAEEEEAAAQQQGIAAAZABoLFIIgVYNwIIIIAAAggggAACCCCAAAL9FyAA0n+zxC7B2hFAAAEEEEAAAQQQQAABBBBAoN8CvguA9LuHLIAAAggggAACCCCAAAIIIIAAAr4TiHaDCYBEW5T6EEAAAQQQQAABBBBAAAEEEBi8ADVEWYAASJRBqQ4BBBBAAAEEEEAAAQQQQCAaAtSBQHQFCIBE15PaEEAAAQQQQAABBBBAAIHoCFALAghEVYAASFQ5qQwBBBBAAAEEEEAAAQSiJUA9CCCAQDQFCIBEU5O6EEAAAQQQQAABBBCIngA1IYAAAghEUYAASBQxqQoBBBBAAAEEEEAgmgLUhQACCCCAQPQECIBEz5KaEEAAAQQQQACB6ApQGwIIIIAAAghETYAASNQoqQgBBBBAAAEEoi1AfQgggAACCCCAQLQECIBES5J6EEAAAQQQiL4ANSKAAAIIIIAAAghESYAASJQgqQYBBBBAIBYC1IkAAggggAACCCCAQHQECIBEx5FaEEAAgdgIUCsCCCCAAAIIIIAAAghERYAASFQYqQQBBGIlQL0IIIAAAggggAACCCCAQDQECIBEQ5E6EIidADUjgAACCCCAAAIIIIAAAghEQYAASBQQqSKWAtSNAAIIIIAAAggggAACCCCAwOAFCIAM3jC2NVA7AggggAACCCCAAAIIIIAAAggMWiDpAyCD7iEVIIAAAggggAACCCCAAAIIIIBA0gvEuoEEQGItTP0IIIAAAggggAACCCCAAAII9C1AiRgLEACJMTDVI4AAAggggAACCCCAAAIIRCJAGQRiK0AAJLa+1I4AAggggAACCCCAAAIIRCZAKQQQiKkAAZCY8lI5AggggAACCCCAAAIIRCpAOQQQQCCWAgRAYqlL3QgggAACCCCAAAIIRC5ASQQQQACBGAoQAIkhLlUjgAACCCCAAAII9EeAsggggAACCMROgABI7GypGQEEEEAAAQQQ6J8ApRFAAAEEEEAgZgIEQGJGS8UIIIAAAggg0F8ByiOAAAIIIIAAArESIAASK1nqRQABBBBAoP8CLIEAAggggAACCCAQIwECIDGCpVoEEEAAgYEIsAwCCCCAAAIIIIAAArERIAASG1dqRQABBAYmwFIIIIAAAggggAACCCAQEwECIDFhpVIEEBioAMshgAACCCCAAAIIIIAAArEQIAASC1XqRGDgAiyJAAIIIIAAAggggAACCCAQAwECIDFApcrBCLAsAggggAACCCCAAAIIIIAAAtEXIAASfdPB1cjSCCCAAAIIIIAAAggggAACCCAQdYGkC4BEvYdUiAACCCCAAAIIIIAAAggggAACSScQ7wYRAIm3OOtDAAEEEEAAAQQQQAABBBBAwAyDOAsQAIkzOKtDAAEEEEAAAQQQQAABBBCQABMC8RUgABJfb9aGAAIIIIAAAggggAACCBwR4CcCCMRVgABIXLlZGQIIIIAAAggggAACCHgCvCKAAALxFCAAEk9t1oUAAggggAACCCCAwAcCvEMAAQQQiKMAAZA4YrMqBBBAAAEEEEAAgUAB3iOAAAIIIBA/AQIg8bNmTQgggAACCCCAQHcB5hBAAAEEEEAgbgIEQOJGzYoQQAABBBBAoKcA8wgggAACCCCAQLwECIDES5r1IIAAAggg0FuAFAQQQAABBBBAAIE4Cfg+APKbh562OQuv6Jo0H2i3v6rGzrnsxq78l159NzDbVN5b/svX32INjU3d8plBAAEEEIilAHUjgAACCCCAAAIIIBAfAV8HQBSs2Fyxy5Y9eoetXna/+/rIk8vMC3Iof9FN99jF5y908x++Z4n99JcP2ur1Fa6uyqm8t/zo8uF20x0PuHn8QAABBOIiwEoQQAABBBBAAAEEEEAgLgK+DoAUFuTb0u9eaSPLSlysosJ8GzuqzLZs2+POb92+12rrG+2Csxa481MmjrZxo0fY6yvWuPMvvPy2Gxzxlj/zYyfZilUbTVeNuAX4gQACMRdgBQgggAACCCCAAAIIIIBAPAR8HQDpCaSAx9qN22zqpDFuVmVVtdXWNbjv9UMBE13loatGdHXI3sqDSu6aystKrbOz0yoP1HSl8QaBGAtQPQIIIIAAAggggAACCCCAQBwEUiIAois2NM7HJVctsa9+8Tw7Y8EJXXS6IkRXhnQl9HjjBUt6JLuzw4tzzU9TZobbbCsZ4qd201Y/7WPxbOuwohzLcj6h4rlO1sXvYyz3AX1Cl/rs70osPajb379vOVkZVlyY46vvSexz/gzqddMAABAASURBVN7nYrn9CvKyrCA302K5Dupm/4vXPjC0MNuynQPDeK0vmuvRd6VYT87hRaxXEfv6dQvLsw/eam898ytb/uYqd2BTb62791VZfUPogU2922W88oGv9U1tFvMpiuvo7DzS+oZmf7XbT8a0NX77VmNzu3V0mK9+B9k/4rd/+NFan9ANUfzM96MBbU6d35G2jk5r4vsGf6NS5DOttbXDWto62Z4psj3T/W9NY0uHtTsHhn500HelWE8JD4BEs4O6xeW0U+aZbnFRvbqlpXhIod66k3fby7TJ40xldTuMm3H0h26ZycjIsPIRR8YUaXY+DP00HY1/WIvP2u0nY9raYfEyaGnrMO3T8Vof64nftk1Xa/2pSde+0+/U+/1yvltba3tn3P4msA+l3j6UTNtUAb12J6iXTG2iLezzA90HWvUd2vkSPdDlY71cuPr1XSnWk68DILr1ZfHN95oCG4LSvJ7qogCH5jXoaXFRgT3x/KuaNY0RsmvvAfvI/NnuvAY9VXktpwQNijp/3vSuQVWVxoQAAggggAACCCCAAAIIIIBAFASoIsECvg6A6NYX+Z38qattzsIrbOFnr3Of6vKVS89VsnuVxy3fu8oU5FC+xgj5ztcvszkzJrv5Zyw4wS2v5eYsvMI0KOr3rrvczeMHAggggAACCCCAAAIIIIBANAWoC4HECvg6ACK6pd+90lYvu79r8oIfytOkIInGB/HKKOihdG9SeS/vvp8vcoMmXh6vCCCAAAIIIIAAAggggEDUBKgIAQQSKuD7AEhC9Vg5AggggAACCCCAAAIIRCxAQQQQQCCRAhEHQDTWxpevv8Udb0Njbui9bhs59bxrbPX6CuMfAggggAACCCCAAAIIhBUgEwEEEEAggQIRBUA0SOiKVRvt8ovPcm8ReePdtW6T33rmV7Z08ZV226/+4AZG3ER+IIAAAggggAACCCAQVIBEBBBAAAEEEicQUQBEzdPjZPVYWb3X01L0CFk9SlZptfWNVt/QpCwmBBBAAAEEEEAAgVACpCOAAAIIIIBAwgQiCoAUFeabHidbWVVt3tUgeoSsWq202roGvWVCAAEEEEAAAQTCCpCJAAIIIIAAAggkSiCiAIiu9Ljh6s/b4qX3uo+anT9vuulpKgqG3HLXQ6Z5PW0lUZ1gvQgggAACCPhEgGYigAACCCCAAAIxEahpaLHH/r7Lbn9hg927fKs9t2avNbW2x2Rdfq00ogCIOjdnxmR77am73cfN6tGzSlPQQ4+Y9eaVxoQAAggggEBoAXIQQAABBBBAAAEEoi3w1raDdtMza+3Z1Xvt3e01tnJHjT353h67+bn1tnl/XbRX59v6IgqA6EqPi7+2JOjTXl569V3TE2H0ZBjfKtBwBBBAIF4CrAcBBBBAAAEEEEAAgSgKNLd12J/+vtuaWjt61VpV12xPrtrTKz1dEyIKgITDYRDUcDrkIYBATwHmEUAAAQQQQAABBBBAIHoC7+2qsUONrSEr3FRZZ3sP89ASAQ06APL6ijXuAKkaKFUVMiGAQFgBMhFAAAEEEEAAAQQQQACBqAlsq+r7oSQ7qvsuE7UGJXFFYQMgq9dX2KnnXeMOfLpmQ4VdctUSm7Pwim7Tr3/3lGmAVA2UmsT9pGlJI0BDEEAAAQQQQAABBBBAAAEEoiVQXJDdZ1WFuX2X6bOSFCgQNgDiDXy67NE7bPaxk+3he5a4g6CuXnZ/16sGRlW5FLCITxdYCwIIIIAAAggggAACCCCAAAJREpg5qjhsTbnZmTZleGHYMumSGTYA4iHoaS+P/OcSi0agw6uTVwQQQAABBBBAAAEEEEAAAQQQGJzApOFFdtq0spCVfOZD46wwLzFXgIRsVIIyIgqAJKhtrBYBBBBAAAEEEEAAAQQQQAABvwrErd0XnzjBzpo1yjIzMrrWmZudaV84eYKdfsyIrrR0fxNxAGR/VY2dc9mN3cb/8MYDUbry0x2T/iOAAAIIIIAAAggggAACCHgCvMZLIDszwy44fqz9/OLj7UcXzLZ//dQsu+Uz8+wfphH8CNwGEQdAfv6fj9j8edO7xv4IHAfk2QdvNd0mE1gx7xFAAAEEEEAAgXQQaGptt5U7a+yFtfts+ab9tvsQjxpMh+1OHxGISIBCCMRZID8ny6aOHGJjhuVbTlbEh/uWLv8iEtHVHRu37rIvXnRmurjQTwQQQAABBBBAoE+Biqp6W/rsOrv3b1vt8ZW77aG3d9rNzvwTzvuW9o4+l6cAAqkuQP8QQACBZBKIKACSTA2mLQgggAACCCCAQDIINLd1uIGPg/Ut3ZrT2dlpz6/dZ29sPdgtnZm0FKDTCCCAAAJJJBBRAES3t0yfMs5eX7EmiZpOUxBAAAEEEEAAgcQJ/HXjfjvU2BqyAX96b7d1OMGQkAXSIoNOIoAAAgggkDwCEQVA1Fzd/rJyzSZraOS+VnkwIYAAAggggEB6C+w42BAWoLml3Sprm8OWIRMBBBBAAAEE4icQUQBEY4Dc8KO77c+vrLCTP3V1ryfB8BSY+G0w1oQAAggggICfBGgrAggggAACCCCQLAIRBUB0C4ye9BL45JfA98pTmWTpFO1AAAEEEEAgSQRoRgoLTBheGLZ3Q/KyrLw4L2wZMhFAAAEEEEAgfgIRBUDi1xzWhAACCCCQWgL0BoHUFTj9mBE2obQgZAf/nw9PtsyMjJD5ZCCAAAIIIIBAfAUIgMTXm7UhgEC6CdBfBBBIWYH8nCz7+sJj7MSJJd36OKwgx67+6DSbO3Zot3RmEEAAAQQQQCCxAmEDIBr7Q+N7/OHxv5he5yy8otf4H0pTnsomtiusHQEEklGANiGAAAKpLFCYl21fWjDFfvDp2XbJSRPcwMeS82YT/EjljU7fEEAAAQR8KxA2AKJxPTS+x+cv/LjpNXDcj8D3ylNZ3yrQcARiJ0DNCCCAAAJpIKCxPj56zAg38JGTlZkGPaaLCCCAAAII+E+gX3+hX3r13V5XgCjNf92mxfETYE0IIIAAAggggAACCCCAAAIIJF4g4gCIAh233PWQLXv0DvOu/nj4niW2eOm99puHnk58T5K1BbQLAQQQQAABBBBAAAEEEEAAAQQSLhBRAKShsckeeOR5W3TtpRZ4q8ucGZNt6eIrbfmbq0xlgvWGNAQQQAABBBBAAAEEEEAAAQQQSH2BZO9hRAGQ+oYmq61vtPKy0l79UZryVKZXJgkIIIAAAggggAACCCCAQAoLdHSa7a9rtq0H6q2huS2Fe0rXIhCgSJILRBQAKSrMt+KiAqusqu7VHaUpT2V6ZZKAAAIIIIAAAggggAACCKSowIZ9tfb9J963Hz21xm57cYPd+Ngqu+eVLXa4sTVFe9xXt8hHILkFIgqAFBbk22mnzDONAbK/qqarR6vXV7hjgChPZboyeIMAAggggAACCCCAAAIIpLDA5v11dueyTXYoMNjh9HfVrkN291+3mK4McWb5HwEEkkggogCI2vuVS891xwBZ+Nnrup4Ec8lVS9wxQJSnMkwIIIAAAggggAACCCCQvgLp1POHV+wy6wze453VDfbXjfuDZ5KKAAIJE4g4AKIWnrHghK4nwHhPglGa8pgQQAABBBBAAAEEEEhzAbqfJgK6xWVXTUPY3m7ZXxc2n0wEEIi/QL8CIPFvHmtEAAEEEEAAAQQQ8I8ALUUgPQR21DSGvPrDE9h5qMl7yysCCCSJQL8CIL956Omu21/mLLzCTj3vGtM4IMY/BBBAAAEEEEAAATMMEEAgLQRmjS62vJyssH2d7ZQJW4BMBBCIu0DEARAFPx55cpkte/SOrttgfn3bjfbVG261l159N+4NZ4UIIIAAAgggkHwCtAgBBBBIB4HMjAw7fVpZyK5mZWbYR6aEzg+5IBkIIBBTgYgCIHryi4Ifi6691EaWlXQ1aM6Mye4gqA888rw1NHKJVxcMbxBAAAEE0lWAfiOAAAIIpInAp+eNsZHFeUF7e+680Ta+tCBoHokIIJA4gYgCIGpe8ZBCKy8r1dtuk9Jq6xutvoEASDcYZhBAAIG0FKDTCCCAAAIIpIdATlam/eDc2fb5kybYyZNLbdbooXb69JH27bOOtbNnjU4PBHqJgM8EIgqAFBXmW3FRgVVWVfusezQXAQQQiLMAq0MAAQQQQACBtBHIyDA7/ZgR9k8fmWz/vHCaff7E8TZpeFHa9J+OIuA3gYgCIIUF+Xb5xWdZsFtdXl+xxqZPGdft1hi/IdBeBBCIngA1IYAAAggggAACCCCAAALJKBBRAERjgNxy10P2xrtr7eRPXW16Aow33X7Pw/b4c8u70s657EZT+WTsLG1CIA4CrAIBBBBAAAEEEEAAAQQQQCAJBSIKgGjg02cfvLXr6S+rl90f8r3KqXwS9pUmxUWAlSCAAAIIIJB+Ag3Nbba1qt721TZbR2f69Z8eI4AAAggg4AeBiAIgfuhI0rSRhiCAAAIIIIBA2ggo2PHQWzvsxsdW2W0vbLAf/+8a+5Ez7a5pTBsDOooAAggggIBfBKIeAPFLx2knAggggAACCCAwGIGm1na7a9kmW775QLdqquqa7fY/b7Q1ew93S2cGAQQQQACBVBPwW38IgPhti9FeBBBAAAEEEEgKgW1V9bZhX23Qtig48pd1+4PmkYgAAgggkDICdMRnAgRAfLbBaC4CCCCAAAIIJIfAGxUHwzZk3b7DdrixNWwZMhFAAAF/C9B6BPwlQADEX9uL1iKAAAIIIIBAkghUHOxjnI9Osx2MBZIkW4tmIBAjAapFAAFfCRAA8dXmorEIIIAAAgggkCwCx40dGrYpOVmZNmt0cdgyZCLgdwHajwACCPhJIOIASENjk335+ltszsIr7NTzrrHV6yvMS/vNQ08b/xBAAAEEEEAAgXQSOHXaCMvNDv1V6pTJpZaZkZFOJOnYV/qMAAIIIOAjgdB/tXt04qY7HrDTTplnbz3zKzv5hJlubmFBvl1+8Vm2/M1VbjDETYzzj8U33+sGZRSY0dQzGLO/qsbOuezGrjIvvfputxaqvJbTpACPgjrdCjCDAAIIIIAAAggEERhVnGfnzRsTJMdsxJA8u+iE8UHzUiuR3iCQ3gKHm1rtvuVb7XtPvG/XPfJ3u/m5dfbndZXW2ZneLvQegWQViCgAoiDCxq277CPzZ/fqR3lZqdXWN1p9Q1OvvFgneMGKZY/eYauX3W8P37PEfv27p8wLcih/0U332MXnL+zK/+kvH3SvXlHbVO6RJ5eZt/zo8uGmQI/ymBBAAAEEEEAAgb4EPj6j3BafM9MWHjvSZo8ZaidOKrVLThxvP/j0LMsLc3WI8a9LoLmtw3ZUN7hTaztHjV0wvEl6gRXbq23pM2ttxY4aq2lotTZn/91V3WiP/X2X3blso5PWkvR9oIEIpJtARAGQcCiVVdVWXFRgRYX54YrFJE9XoCz97pU2sqzErX/KxNE2a/ok27Jtjzu/dfteNzhzwVkL3HnljxvzZtYWAAAQAElEQVQ9wl5fscadf+Hlt03BEW/5Mz92kq1YtdEU8HEL8AMBBBBAAAEEwgqQaTa2pMA+N3+8XfOxafalUyfbR6eP5NaXCHeMtyoO2o1/fM9ueW69Oy167D37u3MwGeHiFEMgoQJvbqu2uub2oG3YuK/Otvc1UHLQJUlEAIFYCkQUAFGA4JwzTrHbfvWHbld6KFBwy10PubfGKBgRy4ZGUreuQtm9r8qmTjpyOaqCM7V1DV2Lqo26ymNzxS73lp29ld0fX6erWTo7O63yQE3XMrxBAAEEEEAgjABZCCAwAAHn65Y9sXK3/fb1bdbe0dlVQ0tbh/16+VZbtmF/VxpvEEhGAV259P7uQ2GbtnpP+PywC5OJAAIxEYgoAKI1f+XSc93xPhZ+9jr78ysr7JKrlpjeL7r2UlOeyiR6+vl/PmLz5023Mxac0NWUsaPKwl6d4gVLuhYIeDNmeL75aco8Os7aqFJ/tdtPxrQ1fvvWyGF5pqvHMY+f+cCsU7N9Y8sKLNqTxsIcE4N6o91O6ov+tk9F07ycTCsbmjfg35PiITn29o5qy3XqCTb9bcsBKy3OHVD9fJbl++r7azJsr+KCbBuSn9Uvt9bODtMgyMH2Xy+tpqm1X3UmgwVt8P/vT9nQXMvJyvDlvhdwKB6zt5n9qVmBhdXL7nfH0/BeldafOmJVVoOh6oqO7113ebdV6IoQXRnSLTFgxrtdJiCp6+2eg03mp8k7gbKv2l/t9pMxbY3fvrX/ULM5JwKT/3fQZ58T7MOR7cO7qxot2pPOeO+JQb3Rbif1RX/bp6Jpc2uHVR1uHvDvyQur9trBuhZrceoJNu2tabJlaysHVD+fc5F9zuH0gVNtY5vVNbX36ztHTkam6YqlYPuvl1aSn9OvOtkmH2wTLAZuUXW4xTSekh8Nuw7EY/imXwGQGLZjUFV7wY+7ln7DdJuLV1l5WakVDyn0Zrtue5k2eZxbTrfDdGU6byqrqi0jI8PKRxwZU8RJ4n8EEOhDgGwEEEAAAQT6K1BRVd/nIlsP9F2mz0oogECMBDTI8dyxw8LW3ld+2IXJRACBmAhEHABRkMF7TKyerqL3enTsqedd0/VUFUvAP7VLq73v54vcoIbee5MGPdUArU88/6qbpEFRd+090PU0Gw16qqfAaCwTFdCgqLqFZmQZARB5MEUkQCEE0lJAVzO8uqXK7n+9wv592Wb7w9s7jIOVtNwV6DQCAxI4bnzf37WOj6DMgFbOQghESeALJ463orysoLXNn1Bi88aFD5AEXZBEBBCIqUBEARAFCPR0lMsvPssNMrzx7lq3UW898ytbuvhKd3BUBUXcxDj+8Nr1+HPLTcEYb1JwRu3R1SC3fO8qU5BDeRq35Dtfv8zmzJjstlK37+gpMBrLRPnBbqFxC/IjjABZCCCQbgI1DS1250sb7cE3t9vbFdW2du9he2XTAbv9zxvdQQ3bvPvx0g2G/iIQA4HOTnN/x/68rtIdGHRDZW0M1hL/Ko8tH2Iji/NCrnhcaaFNKisMmU8GAskgUFKYa/96ziw7cWKJlRZp3IVMG1NSYJ/50Dj70oIpydBE2oAAAj0EIgqAaBndSqJbSvReV0ro9hEFGJRWW9/Y7ekwKhOPSVdqPPvgreaNR+K9Bl4N0rOMgh6BbdMArsGWCywT9j2ZCCCAQJoJLN9cZRsr63r1Wk/ResE5SNtd09grjwQEEOi/wIG6ZjfYqKusHvv7LvufFTvtzr9ssnte2WKHG1v7X2ESLZGTlWmXnjTBvfW4Z7OyMjPs8lMm+vpRwhv21dq/vbDebvjje6ZH+965bJNtP/jBkwl79pl5/woMLchxgx0/Pn+O/fzi452AyEz7xMxyZ9/2b59oOQKpLBBRAKSoMN90K4nGyPCuutDtI4JRWm0dH+iyYEIAAQTSQUBPZwjVTwVBlm8+ECqbdAQQ6IfAw+/sDBpsXLXrkP1p5a5+1JScRY8dVWw/uWCOnTV7lHurwPETSuzcuaPt5gvn2vjSguRsdB+t0qNRtd3ufGmTbatqsOaWdqtvbrcNe2vtZy9usGfX7DUukusDkWwEEEhqAb83LqIAiK70uOHqz9vipfeabhfROBm6kkLBkFvuesg0ryst/I5B+xFAAAEEwgvojLRGyw9XahdXgITjIQ+BiAR0a9maPYdDln2zotr2HW4Kme+XDJ09v+C4sXbV6VPtytOmOAGQMVaYl+2X5vdqZ31zq71RcbBXuhI6nMiHbhds6+jQLBMCCPhTgFb7XCCiAIj6qHEzXnvqbvd2k6XfvVJJpqCHbkHx5t1EfiCAAAIIpKxAcX6OWYaF/ZefE3xAuLALkYkAAt0Etlf3fXVtJGW6VcpMzAVW76m15tb2kOs51NBqu6q5TTAkEBk+EKCJCPhbIOIAiL+7SesRQAABBKIhoMf+TS8fEraq2WOGhs0nEwEEEEhVgZ0RBK52cpWcvzc/rUcAAV8LEADx9eaj8QgggED8Bf6fkydacX7wS9QV/Fh47Mj4N4o1IpBiApNL+34CysThRSnWa/93Z3wE2218iT/HN/G2Dq8IIICAnwUiDoCsXl9hp553jc1ZeEWv6ZzLbjSNB+JnCNqOAAIIIBCZQNmQPPvu2TPt5Mmlpic5aKnigmzTY/+u/ug0Xz+5QX1hQiAZBGaMHmqnOL9jodryyZnlNirMY2RDLUf6oAXCVjB7dLHlZof+ej2sIMfG+XSA17AdJxMBBBDwiUDoT+iADjQ0Ntltv/qDffWL59nD9yyxT5w+39565lfueCAXnn2aLbr2UtN4IMY/BBBAAIG0ENDAhf/0kcn208/Ms8XnzLSlF8xzH/uX2cf4IGmBQycRiJLAZadMsvOOG2OZAb9Y2VkZdtEJ4+zC48dFaS39rYby4QQUIFYwOFSZS0+eaLlZEX39DlUF6QgggAACgxCI6BO4vqHJausb7SPzZ7ur2rPvoClNM2d+7CR74JHnTUESzTMhgAACCKSPgMYEGVtSYBkEPtJno6d7T+PY/2wn8HHO7NH2kwvn2mWnTLArFkx23398Rjm/c3HcDv1d1enHjLCvL5xmk0cUWl5ulhXlZdn0UUPsxrNm2NyxQ/tbHeURQAABBKIoEFEAJHB95SNKrLiooCupvKzUDY54AZGuDN4ggAACCCCAQMoJ0KH4CxTnZduCqSPspImlVpQbfPyd+LeKNYYT0C1M3/rkDLvtouPsls8cZ984Y7pNHF4YbhHyEEAAAQTiIBBRAKSoMN8Nery+Yo17q8vo8uH2xPOvus1TmgIiKuMm8AMBBBBAAIHUFaBnCCCAAAIIdBPo6DTbX9dsWw/UW0NzW7c8ZhBAILkEIgqAFBbk230/X2RfufRct/XXf+1ie+TJZe5gqL/+3VN2w9WfN5Ux/iGAAAIIpLgA3UMAAQQQQAABT2DDvlr7/hPv24+eWmO3vbjBbnxsld3zyhY73NjqFeEVAQSSSCCiAEjP9mrA02cfvNUdBPW1p+62OTMm9yzCPAIIIJCaAvQKAQQQQAABBBBwBDbvr7M7l22yQz2CHat2HbK7/7rFdGWIU4z/EUAgiQQGFABJovbTFAQQiLMAq0MAAQQQQAABBBAwe3jFLrPO4BI7qxvsrxv3B88kNSkEmlrb7bevV9j3nnjfrnvk73bzc+vs3R01SdE2GhE7gX4FQH7z0NPubS9zFl7hvp563jW2en2F8Q+BNBKgqwgggAACCCCAAAJpLqBbXHbVNIRV2LK/Lmw+mYkTqGlosTv+ssneqqi2moZWa2vvtF3Vjfab5VvthbX7Etcw1hxzgYgDIAp+aNyPZY/e4d76snrZ/fbr2260r95wq7306rsxbygrSBYB2oEAAggggAACCCCAQHoL7KhpDHn1hyez81CT95bXJBN4cV2l6SqdYM16atUe21fbHCyLtBQQiCgAsr+qxh30dNG1l7pPgfH6rbE/li6+0h545HlraEyTX3Cv87wigAACCCCAAAIIIIBAWgrMGl1seTlZYfs+2ykTtgCZCRFoae+wv20+YB2dnbb3cJNtqaq3jfvrbNvBBqttbrP2jk57hduXErJt4rHSiAIgakjxkEIrLys1vQ+clFZb32j1DQRAAl14jwACCCCAAAIIIIAAAqkpkJmRYadPKwvZuazMDPvIlND5IRckI+YCutVF43/sqG60w01t7u0vTizEmts6bM+hJjvY0GIVTlAk5g3xyQpSrZkRBUCKCvOtuKjAKquqU63/9AcBBBBAAAEEEEAAAQQQ6LfAp+eNsZHFeUGXO3feaBtfWhA0j8TECowtKXCCHK1uwCNYS6rqW2xoQY6XxWuKCUQUACksyLfLLz4r6K0ur69YY9OnjLORZSUpRkN3EEAAAQQQQAABBBBAAIHgAjlZmfaDc2fb50+aYCdPLrVZo4fa6dNH2rfPOtbOnjU6+EK+S029BmdkmLV3dITsmK4GaW0LnR9ywSTI2H6wwW55fp1d+cA7tuix9+zulzdbTUNLErQseZoQMgCicT/OuexG92kveurLtYt/YW+8u9ZO/tTVXWlKv/2eh23Fqo2m8snTLVqCAAIIIIAAAggggAACCAxSIILFO50j5k6nXKd1WpZzcO285f8kFtAtMCOK8izD2V7Bmjk0L8saW9uDZSV12t931Ngdf9loW/bXW1NLu9U3t9uaPYft317cYAqMJHXj49i4kAEQXdHx7IO3dj3xRU99CTWpnMrHsd2sCgEEEEAAAQQQQCCNBA41ttrb2w7ac2v32hsVB+1gPU9piMfmZx2hBQ7UNdudL220h9/ZaW9XVNu6vbW2bMN+u+3Fjfbsmr3WoahI6MXJSZCAboHJyc60KWVFVuwEO7IzMywjo9NyszOsvDjXRg0tsHEl/rp9SeOXPLJip7UEuXLlUEOr/fHvuxKknXyrDRkACWyqru546sXXApO6vVeeynRLZAYBBBBAAAEEEEAAgSgIrNhebT9+eo3d/9o2e3LlHnvg9W120zPrbPmm/VGoPWwVZPpcQGe+f/biervhj+9F/ZaAv206YBsr63oJdTiRj2fe32s7qxt65ZGQeIG87EybO3aYZWdl2phhBTZ1RJFNH1lsk4cXWUlBrhMMMZs/oSTxDe1HC/QZqSBxqEU2OfvpDvZHlyeiAIhK3nXfY/bSq+/qbbdp8c33mvK6JTKDAAIIIIAAAgggkAICie/CzupG+60T8Ghq7ejWGJ3p/P07u2zDvtpu6cwg4Am8t/OQe0tAxYEGa47yLQEdnZ328sYD3qp6vbY7QZDlm0Pn91qAhLgKfOHE8ZbrBEKCrfSUyaU2Y/TQYFlJm7axsu/PwYoqAnLagJn60dek21tu++E1tnjpvd2CIAp+vLT8XVOeyvRVD/kIIIAAAggggICvBGhswgVeWLvXdDAZrCEae+HZtfuCZZGW5gK6JeAP7+yI2S0BlbXN1trePSjXk3xXTWPPJOaTRKCkMNeWfHq2nTixxIYV1vVLOgAAEABJREFU5lh2VoaNKy2wL5w8wS7/8OQkaWXkzZgyYkifhcf77LaePjs0wAIRBUBU95wZk23p4ivdIMjq9RXmBT9+fduNpjyVYUIAAQQQSA+Bw02t9t9vbLPvPfG+Xf/ISvvJM2vtz+squd85BTc/XUIg0QJbD4Y/a7nNOaups/GJbifrTy6BWN8SUOocQFtG+D4PV5nwRchNoMDQghz70oIp9pML5todF3/Ivnv2TPuHaSNMT4lJYLMGtOrZo4tDXtGiCkcMybPxToBH79N9ijgAIqgzFpzgBkEuuWqJ++SXJ367lOCHYJgQQACBNBJ4f/dhW+oEPN7cetBqGlrdM2B7DjXZY3/fZT//8wbbX5dSAxOm0Zalqwgkp0B25gdfVxvb2qymvtXqm9vMe4plrnPmNjlbTqsSKVBRVd/n6gdzS4DGkRhXUhh2HdNHFYfNJxOBaAmUOQGO8+aNCVnd5R+eaDlZH3yWhiyYBhn9VlAQ5K6l37Cxo8qsqDA/DYjoIgIIIJDOAr37vmJHtdU1B3883NYD9barmkt+e6uRggACAxWY4Jy1bHECH2v21tr6vXVWUV1vG/fX2drKw9bU1mHjnYPQTD+esh0oCMtFJDC+NHxwQpUM9paAz35orGVkBL8MZJyz/tOmlWk1TAjEReDjM8rtqtOn2tSRRe7VIMUF2TZjdLF95+yZNm3kkLi0wQ8rCRkA0VNdzrnsRpuz8Ipe07WLf2FvvLvWTv7U1W6eyqm8HzpMGxFAAIF+CVC4m4AuM393e023tJ4zuuy4ZxrzCCCAQDABDWB6+5832LceXelOv3hpo212ghuBZWeOGWrrK+usubXdOjrNmTqdydyxHTY46TNHFwUW5z0CrkA8bgk4dlSxXfuxqe4YEu5Kj/6YN26Y/fNHpxqBuaMgvMRNQPveorNm2m/+6SS7+cJ59vWFxxi3vnTnDxkA0aCmzz54q61edn+fk8qpfPeqmUMAgVQQoA8IBApEMujbzkNNgYvwHgEEEOgl0NLeYQ+/s9PufGmTbdlfb02tHe60cV+d3fGXTfbEyt3WpmiHs+Sf1+wzp7h1Ov+ZOzmJzqsGQO3o6LAX1u1XAhMC3QTidUuAnhby4/Pn2g/Pm23fOvNYW/qPc92z8BpfoluDmEEAgaQQCBkA6dk6DXr65etvsYbGD77Y6r3SfvPQ0z2LM49AqgjQDwQQCBAoL86zvJysgJTeb8cPy++dSAoCCAxIoLPTbO3ew+4gw8s27LcNETzqcEArivNCekLH29sOBl2rAhtvOHltbUeesPFGRbVbTmfTNWVkZLhn1vXenH9/3xn+qjSnCP+nqYBuCfj6wmk2eUSh5eVmWVFeVkxuCcjMMBs5JM8mlxXZ0PycNNWm2wj4QyCiAIgCHXsrD9rlF59lhQUffLHVe6Utf3NVt8CIP7pOKyMToBQCCCDwgUCmc+Bx/Phh7pnZvYebbEtVvXsvfsXBBqtuaHHOyZrNn1j6wQK8QwCBAQscqGu2O1/aaP++bLM7yPD/rNhpd/5lk93zyhY73Ng64HqTYcF1TlCnoSX4WEJq36GGVtvsfL7ovZ46pVdvco41vbfua0Nzu+1g7CHXgh+9BXSFxrc+OcNuu+g4u+Uzx3FLQG+itE7RIO7LNx+w59butZVOMLWpNfTnUlpDpVDnIwqA1Dc0WW19o5WX9f5SqzTlqUwKuXzQFd4hgAACCHQTmDlqqO2qabDDTW3W1t5pnc4Z6pa2Dttf12L64jCutKBbeWYQQGBgArpFZGNlXa+FV+06ZH9auatXup8SIhkseafzOaM+5fbxlJfszAzT1Wkqy4RAMAH9bdruBNR21zS6Ty4LVoa09BN4q+Kg/fS5dfbQWzvsyZV77N6/bTXdllfb3JZ+GGnU4z4DILLQ016KiwqssurIJYhK8yalKU9lvDReEUAAAQRSV2DdvsM2bliBDc3PNh146GysHgc4sijX8rOzeApM6m56ehZHAd32smbP4ZBrfLOi2vYd/uC25JAFkzQjkkDp+JJCt/XHjAw/yOm40kLTZ5BbmB8I9BB4ZdMB+/YfV9mtL2ywpc+us+/+6X1bszf071aPxZlNUQENtvzbN7ZZ+9Gxhrxubj/Y4F511yPZy06L11TvZGYkHfRudVm89F5bvb6iaxG9V9ppp8zrdmtMVwHeIIAAAgiklID3FJjsrEwbPTTfpo4osunlQ2zS8EIrdQIgGU40hKfApNQmpzMJEthe3dDnmiMp02clCSowc/RQdzyGUKsfVpBj05zPF+V/bv4EK8zJ0ttek4KuXzhpfK/0RCfo6Tb/9sJ6u+GP79mix96zO5dtMh1YJbpd6bR+HcDqzP7v395hdc2t7m2a1Y1HXv/j5S2mMXXSyYO+dhf4/Ts7PxhTuXuW7XQ+f1/bcqBHKrOpIpAZaUfOWHCC/fq2G+2rN9xqcxZe4U6XXLXEli6+0r5y6bmRVkM5BBBAAAEfC/AUGB9vPJqOQBIJFOdl2z8ePy5kiy45cbzlHw16nDGj3D4+c5T7KMchznJ52Vlu8GTMsAL7h2NG2FmzRoWsJ94ZGtxVty7pMvptVQ3W3NJu9c3ttmFvrf3sxQ327Jq97iN8492udFxfTUOzvbntoO0+1Gi7aprc2zT31za748Xsr2uyZRv3cztM0B0j9RM1vtKemsawHV21m6uEwgL5ODPiAIj6OGfGZHvtqbtt9bL7u6YznMCI8pgQQAABBFJfQPfZ5x09KAnVW54CE0qGdAQiF5hceuT2j3BLTBxeFC476fNOnVpmX184zaaOLOp6Qsf0UUPs+k9Mt+PHl3S1PzPD3MeLfvHkiaZl5o0bZh+ZMsI+f9J4+87ZMywnK7OrbKLf1De32hsVwZ9u09HRabodo63jyNNtEt3WVF//33cecs/kKwDVs68H61ttY2WtbT1Q3zPLjJSUF0imz4yUx07CDibPX4wkxKFJCCCAAALdBTIzMpwDk2HdE3vM8RSYHiDMIjAAAT254pTJvQef96r65MxyG1Wc58369lX9/OYnju16Qsc3zphu00YO6dUfjTd0/nFj7Yefnm13XHy8/ei82fa5Ez64SsSS5N/qPbXWHOYpEocaWpN+nKQkoRx0M1buqLFDjW0h66mqa7H1+zjLHxIohTN0i52mcF2cWubvAHO4vqV7HgGQdN8D6D8CCCDQT4GLPjTOvfw82GLzJ5TYh5wpWB5pCCDQP4HLTplk5x03xjIzM7oWzM7KsItOGGcXhrl9pKswbwYiMKhlNHZAXxXs7OPS+76WJz8ygZw+rgzq6DTnb1lOZJVRKuUEzps3JmSfFBxZMK0sZD4Z/hYIGwDZX1Vj51x2o/3h8b+4r3OOjv3R81VlVNbfFLQeAQQQQCASAd2D/6/nzLIPTxnuDnyqL5ljSgrsM05g5IoFUyKpgjIIIBCBgK56OGf2aPvJhXPtslMm2BULJrvvPz6j3DIyIqhgQEVYaDAC4yO4dWm883k5mHWwbGQCk0cWuk8qC1U6PyfTivOzQ2WTnuICup1u7tihQXt56ckTTd91gmaS6HuBsAGQkWUl9uyDt9rnL/y4+xo49kfge5VRWd9r0AEEEEAAgYgEhhbk2OUfnmQ/Pn+O/fzi4+1fz5lpn5hZbgEnqiOqh0IIJJ1AEjZIA4YumDrCTppYakW5HLAl4SbqatLs0cWWmx3667XOLI8rLegqz5vYCUwbMcRGhrhNTH+rRjt53pOGBtKK1vYOW7XrkL2wdp8t37TfHW9kIPWwTOIErv7oNFv8qVl26Unj7fzjx9iV/zDFfvbZ4yxUYCRxLWXN0RQI/QkdzbVQFwIIIIAAAgj4QoBGIoDAwAXKhuS5V8OFqkFnlnP7uDUj1LKk909g1uihdsKEEptSVmjDC3OsKC/LOaufZWVFuTZ1RJHp6ULDiwY2jk5dc5vpST/3vLLFHl+52x56e6fd8vyGkAPgGv+SVmDssHw77ZiRdvas0abBl/NzspK2rTQsOgJhAyC6reWpF1/rc00qo7J9FqQAAggggAACyS1A6xBAAIFBCZx+zAj36TaTRxR2e7rNjWfN4MzyoGT7v7ACTkV52TbCCUyNG1ZgY51JAZDy4ny76ITx/a/w6BL/+bct1vMJMp2dnfbA69vcq0KOFuMFAQSSUCBsAETtveu+x+w3Dz2tt0GnxTffayoTNJNEBBBAAIGkFjjc2GpvVhy059butbec15qGlqRuL43zp0BTa7u9s73anl+zz17dUmX7Djf7syO0GoEIBfR0m299cka3p9tMHF4Y4dIUi5aAnpT0s88eb9csnOZemfO5+ePt+k9MtyXnzba8MLcqhVv/W9sO2pb99SGL/OGdHdbhBENCFiADAQQSKhA2AKJxPW774TX26989FTQIouDHS8vfNZVR2YT2hJUjgAAC0RBIozq2H2ywW55fb//tnLF6cuUe+63zevNz60zpacRAV2MsUNPQ4l4q/l+vVtgT7+22B9/c7ux36+zvO2pivGaqRwABBMwdm2r26KHuOFULjx1p00YOGRTL2j3hH51b09BqlbUEeQeFzMKDEtBJh63762x3TaNprJpBVZaCC4cNgKi/c2ZMtl/fdqMbBHnp1XeVZA2NTfbl628xBT+UpzJuBj8QQMD3AnQgPQR0//JdyzbZocbWbh2ub263f395k9U4B63dMphBYAAC+uL1H69s7RVUa2nrsN84ARGCbQNAZREEEEioQFt7Z0LXz8oRCCXQ1tFpT6zcbdc/stJ+8MQaW/rsOlv02Cp3kN5Qy6Rjep8BEKEowKFAx+Kl97qPxL3oKz+w3fuq7InfLjXlqQwTAikiQDcQSAuBJ50z8Q0t7UH7qiDIY84f0KCZJCLQD4GXN+y3XdUNQZfQ/fK/f3tH0DwSEUAAgWQVmNLHFSS52ZlWXjywwVWTtc+0yx8Cj7yzw55bu89qm9usqr7Zqp2TXDrRpUF6X9l0wB+diEMrIwqAqB0KdCgIcse9/6NZe+CXi43bXlyKFPtBdxBAIB0E1u6rDdvNDZXh88MuTCYCRwXW9bGfbXeCIxqH5mhxXhBAAIGkFzh1yvCQj9dV48+bN8YyMzL0lgmBuAnoisqXnJMOO5y/qzurG92xtvbXNtsO5/2ew0326Ls7rcEJjMStQUm8oogDIOqDFwTRWZvKAyl67646yoQAAgikuIBuTUjxLtI9Pwh0mjn/+6GltBEBBBBwBfJzsuzSkya473v+mDqyyDTOSM905hGItcCavYecoEeTNbV29FpVbVOb7apptK0Hg1+R2WuBFE/oFQAJ7O/+qho757Ibbc7CK7qmS65aYjv37De9eukqo7KBy/IeAQQQQCB5BaaOCD8I3MRSnlaQvFvPPy2b1MdTL4YX5dqwghz/dIiWIhChwIZ9tfZvL6y3G/74ni167D27c9mmXmPhRFgVxZJQ4NhRxXb7xcfbVadPtQuPH+sERMbborNn2Dc/cSxXf+UTUHYAABAASURBVCTh9kqHJr27/ZA1Bgl+eH0/1NhmG0Nc3euVSZfXsAEQ3eLy7IO32upl94edVEZlE4n2m4eeNj2VpmcbFJhRgMYL1ngDuXrltJyXp4FdNcCrl8crAgggkKoCZ88aZVmZGcG75ySfP29s8DxSEeiHwBkzyq0oLyvkEucfNyZkHhkI+FGgua3DHn5np/vko21VDdbc0m4aV2nD3lr72Ysb7Nk1e62Dy578uGl7tTk3K9PmjRtmZzp/T087ZqRN4MRBLyOfJKREMwtywh7Wu33USQf3TZr/6FsqyYEU0Jiz8Aq7/Z6He7VUwYxFN91jF5+/0A3gPHzPEvvpLx+01esr3LJa9pEnl9myR+9w80eXD7eb7njAzeMHAgggkMoCE50z82c5X9qC9fGTzkHr+NKCYFmkIdAvgSF52fa5+eODLjPXOXA4edLwoHkkIuBXgfrmVnuj4mDQ5nc4kQ8NRNjW0fsS9aALkIhAXARYSSoITC4rsuxQJ7acDuY7AZJh+TnOO/73fQDkjAUnuMGLb151Sa+tuXX7Xqutb7QLzlrg5k2ZONrGjR5hr69Y486/8PLbbnDEu3rlzI+dZCtWbTRdNeIW4AcCCCCQwgKfnjfGfnLhXPunj0yy848fY//Hef1/z59t//ihcSnca7oWbwEFOf7tonn25QWT7YLjxtqlJ0+w7587264+fWq8m8L6EIi5wOo9tdbcGvwJW1r5oYZW21XdqLdMySJAOxBIAYFpI4eEHJxXcZHRxXk2ZURRCvR08F3IHHwVyVtDZVW11dZ9MNhLYUG+6SqPzRW7TFeH7K3sHqEvLys1BnhN3u1JyxBAIPoCGn/h5MnD7exZo+0U53V4UV70V0KNaS9QkJtt8yeW2lmzR9lp00bYqKHsZ2m/U6QowM7qD753hurizprkCoCEaifpCCDgH4E5Y4fZCRNKbEpZoQ0vyrEhzt/d4vxsKyvKtalO4EO3pA7lChDTv5QOgKiDY0eVWVFhvt4GnaZOCn3/cV5Opvlpyjjaw1yftdtPxrQ1M26/E7nZmaanyGEeP3OsY2utj2iMY2uMb/x8dUYxx/mcTgHzqP5d0xnWjEyzcJMORnCL374aiXV2VoY7LlYkZSmTXNuO7XFkexTkZtoVp06ywtwsKy/Ot4lOIGRsSb6NKM610cMK7NJTJkb1sy5W7haHf5lxWEdCV7F7X5XVNzSFbMOWbXtC5g0pcKJnPpoyMo50pciJ7vmt7bTXX/taPLZXoRO1znJ26nisi3Ww/8VjH3B2Zyvy0d+UeJiwjmT43RtYG7KyMq3A+aLNNuzu95FjRtjwojznYDoz6DShtNBmjhtquOUklUFudpZ7cMh2Sa7twvbo3/aYNqrY7v/yh+27586wL354onvr6ZLz59gvvvAhKyvOS6rfuVDb1uLwL6UDILqlpXhIYRejd9vLtMnjrLDgyO0wXZnOG90yk5GRYeUjSpw5s6rDzb6aOo6OKl5d6692+82Z9sZn/6qpa7E2Z6fGOz7eOMfeudP5jD7os78rabFfsE0G9F2nta3DDje0DmjZVN6vrL3TvnjSBKtrarUt++ts3Z7Dtn7vYdt6oN46nb9p//ThyVZbj1uy7QMNzW3W0NzO/sznoe/3AR0HTiopsnPmjrYTxpdaWUGur/pkcfgXMgCigUADHx87Z+EVFmpSOZWPQ3v7tQoNelpcVGBPPP+qu5wGRd2194B9ZP5sd16DnuopMF7bNSjq/HnTzRsU1S3EDwQQQAABBFJYgK4hgEB0BZpaO6wwJ8vys7MsMzPDspwpPzvTvTS9uS30AKnGPwQQQACBmAtkhlqDggDPPnir+4SV1cvuD/uqciofqq5YputRtgrM6DG4jz+33A3SKE3r1FUet3zvKlOQQ2UuuWqJfefrl9mcGZOVbXqCjB6Ru/Cz17nLaVDU7113uZvHDwQQQCAdBA41ttqbFQftubV77S3n9WB9czp0O7CPvI+xgK58+fO6SvvJs+vs+kdW2vefXG3/9epWO+zsezFeNdUjEHeB5rYO++Pfd1lHp1l5cZ5NLSuyycOLbOSQPKttanPz4t6oNF/h+7sP27+9sN5u+ON7tuix9+yuZZtt+8G+B6tNcza6j0DKCoQMgPilxwpi9AzQKM1rvwIzCtB4ZQLzVOYrl57bFdy57+eL3FtjlM6EAAIIpLqAAh8/fnqN/ffr2+zJlXvst87rTc+ss+Wb9qd61+lfnARqGlrszmUb7THngHBPTaO1tndYdX2LvbO9xm5+bp2t2nUoTi1hNQjER2DF9mo7UBc6kLypss69HSY+rUnvtSgY9bs3t9uv/rrZtlU1WHNLu9U3t9u6vYftZy9usGfX7HUDVemtRO8RSD8B3wdA0m+T0WMEEIiqQJpWtrO60fTFUJdqBxK0OGcvf//OLs6OBaLwfsACFc5Bx8Z9dUGX19nwV7dWBc0jEQG/ClRU1ffZ9K0RlOmzEgr0KVDf3GordtQELdfR0WlvbD1o7R0dQfNJRACB1BWIOACyen2FnXreNe6tInN6jAeSrGOApO5mo2cIRE+AmtJT4H9X73G++HUG7XxnZ6f97/uhn5AVdCESEQgioLPhQZK7kjY4wZEOZ3/rSuANAj4XGF9a2GcPppQV9VmGAoMXWL2n1ppbQ4+5sr+22XQyYPBrogYEEPCTQEQBED095bZf/cG++sXz7OF7ltgnTp9vbz3zK/fWkQvPPs0WXXspA4ca/3wqQLMRSEuBvs5Sbq/m/ui03DGi3Omdh5rC1qiDk0rnICRsITIR8JHA7NHFlpsd+uv1sIIcG1da4KMe+bepOyP4O7azptG/HaTlURHocM4F7a9rdm9Na2hui0qdVJLcAqE/oQPaXd/QZLX1jV1PT9mz76ApTUX0JJUHHnneFCTRPJPfBGgvAggggAACsREYPyw/bMU5WZnuQJFhC5GJgI8Eyobk2Wc+NC5kiy89eaLlOvt9yAJkRE0gkqtxxpcURG19VOQ/AQ2Q+/0n3rcfPbXGbntxg9342CoG6fbfZux3iyMKgATWWj6ixPRoWS+tvKzUDY54AREv3TevNBQBBBBIQ4GpI4aE7fXECC7jDlsBmQg4AqdMLTPLsJD/TphYYpkZYQqEXJIMBJJX4PRjRtjXF06zySMKLS83y4rysmz6qCF241kzbO7Yocnb8BRrmazzc7JC9qp8aL6N52qckD6pnrF5f5396pXNpqfhBfZVg3Tf/dctDJAbiJJi7zMj6U9RYb4b9Hh9xRrTU1VGlw+3J55/1V1UaQqIqIybwA8EEEAAgaQXOHvWKMvKDHHg6SSfP29s0vchFRu4Zu9hu+W5dfbN/1lpix9fZfct32qNLaHvYU+0QVtHp+073Gwa1LEpyL32c8cMtU/NHh20mTo7+/kTJwTNIxEBvwvMGD3UvvXJGXbbRcfZLZ85zr5xxnSbOLzQ793yVftLC3Ptn06dbMGCsPlOYOSqf5hqugrN+JeWAr9/Z6dZZ/Cu6/ap17YcCJ6ZAqnp3oWIrgApLMi3+36+yL5y6bmu1/Vfu9geeXKZOyDqr3/3lN1w9edNZYx/CCCQtAK6r1EHKftqm4lqJ+1Wil/D9EX8LCcIUt/SZvtqm0z3Qeu1trnNPjmjnLNi8dsUXWt6o+Kg3fmXTe5TC7YeqLf1++rszxv2289eXG+6P7mrYJK80QCn33nsPfvx02vsthc22Lcefc/+Z8VO6xkI+fS8Mfbts461+RNK3DPhU0YU2aUnTbBFztnwvDBjJSRJN2kGAgj4WGDe2KH27U8eayUFOXawocUONbXauJJ8+8G5s2zU0Dwf94ymD0LAvepjTx/jv6zfWzuYVbBsEgtEFADp2X5dBfLsg7e6g6C+9tTdNmfG5J5FmEcAgSQRcE7Q2sNOlFv3Neog5cf/u8Z+5Ey7+/jgT5Lm04wYCSggVtPYanlZWVaQ7Uw5mVbgnBHLdw5Iq50vicqP0aqpNohAdX2L3fvKFtPgtNUNrVbf0m56TKyeUvBmRbU9/PaOIEslLumtbQftvlcrnGBH90dILnMCNve/vq1XwyYNL7IvnzbFPRN+g3MwctoxI4w7X3oxkYAAAlEWUKD2l8s2mf7eDS/MtWH5Obarpslu+/NG0y0QUV6dT6qjmTrp05dCX4N497U8+ckrMKAASPJ2h5YhgECggM7E3v3yJvvrxv2ByVZV12y3O3/8N+2v65bOTPoIrN572F7bUmXZWRk21DkzVlaUZ0OdL4Y5WZmm+1+Vb/yLm8CL6ypt16HGoFdnNbd12EvO7/BhJ2AVtwaFWVFLe4d7pUeoIu/vOmTr9hwOlZ2S6S872+fmo7cu/esT77uD6NU4gcSU7CydQsAnAvrsfPTdXb0Ctea0X9+Dnly1x3nH/+koMGt0seU5J33C9f24sUPDZZPnY4GIAiD7q2rsnMtudG95mbPwil6vylMZHzvQdARSUmBbVb2t21trTW3tVukEPXbVNNqew03umZDG1nbTQVdKdpxO9SnwqhP8CFfoZedMfrh88qIr8HpFlTlxhZCVHm5ssy3O73PIAnHM2FXdaPXN7WHXuG5felw6rCDH3S9vtkfe2WlyaXGCVYcaWt0g4k3PrDVdKRMWikwEEiCQLqt8b1eNe6tDqP5uqqyzvc53olD5pKeuQGZGhn382JEhO5jvBEc+On1EyHwy/C0QUQAk8JaX1cvud2990etbz/zKPnH6fLvth9eYyvibgtYjkHoCr289aFXOWcgd1Y1W43wp9y6rr6xtth3VDfbujmpLlrPKqaef3D3acbAxbAP3HNZYMSFGBwu7JJkDEci0jD4Xy4qgTJ+VRKFARJcOO8HWKKwq6avY5xw8rQlxtUtTa4e9sbU66fuQhg2ky2kioKBkX13Vd6G+ypCfmgKfmjva5owJcpWH8+f4ilMn2/CivNTsOL2yzMEYaODT42cfY7/74wuDqYZlEUAgRgIb9tfZwfoW6wxyHKsv5xprYEeaHKjEiNi31eq2lw5nx9Dgmhocd+P+WvdJHpV1TaZ0PbZRZ0h820GfNXxyWfinQxQ4Z6NGJsmAfceNG9an7vHjS/oskwoFVuyoCduNdfsOW3Nb93FSwi4Ql0xWgkB6CBTkZfXZ0cLc7D7LUCA1BfQd5/9+bJp95+wZ9smZ5Xb8hBK79OQJ9rOLjrO53P6Smhv9aK8GFQBRHR+ZP9s2bt1l3AIjDSYEkksgJzMjaPDDa6UGWZwxaog3y2saCYwakmfbDzaagmAa00G3X+i1pqHNSW+w0oKcsBpO7MR0G839r1fYvy/bbH94e4fpySVhFyIzpMCpU8uspCA7aL7zW2zHlhdZeXFynI0a5uwbp00rs1D/Sgpz7KSJpaGyE58exRbotsKw1TnB591RCDJrPKftVfWmulrbnUrDrpRMBBCQwMxRxXoJOeVmZ9qU4eGDzyEXJiNlBMaXFto/fmicXXnaFDtt2gjLd044+L1/m/jaAAAQAElEQVRz+pux1TkJeuRvRoffuxP19g86ABL1FlEhAghETaDAObOhg6dQFRY7Z0cO1LWEyiY9hQV0MN3W0eGcnW63xpZ20x9LvTa3tVtbR6fpC0Go7tc0tNidL220B9/cbm9XVNvavYftlU0H3IF1n1i5210+1LKkBxeY7wQMPj6j3EY7QY4850u5E7u0LOcvdFFulk0qK7J/OnWKZWZkBF+4n6nRKH7xiRNsQmlBr6o0iO7X/mGqFTjt7pWZggnjSnobdOums8nG9lWm2wK9Z96qOGiLHltlt76wwZY+u855/56tcX7nepckBQEEAgX09KlwwdrPOAe9hXnBA8+B9fAeAT8J6Gls1z+y0n7wxBr3b8Z3//Q+fzN6bEDn61WPlH7O6vaX6VPGGWOA9BOO4gjEQWBkUa4Nd6Zgq8rJyrARQ/LcR58GyycttQVW7zlkGRm9w2OdOrnspP99Z+hL+5dvrrKNlb2fINTpLPzCukr3LHUS6yVt03TP8dlzRtkk54zkMSOH2LQRQ0xXaF19+tSkuxw3OzPDFp09067/xHT7+Mxymz+hxK44dZL922ePs4lO+5MWOcoNU79VZbUTFKw4WG96staWA/W251CjtbZ32LHOGei87IF91XJ+nUwBxd++vs3anaCk1qNJA63+x8tbTF9yNe/3acO+Wid4usG+9ehKd/qFE1zd7Jy59Hu/aH9yCChYe9asUe7fO69Fuc7v5BdOnmD/4Jzt99J4RcDvAvqb8fA7O92ntOlWZq8/OsGlvxlvOMF0Ly3dXyP6q6zbW/SklzlBngCzt/Kgfe+6y9Pdkf4jkJQCM0YXmx5vOnF4gZUUZFuhc1a2OC/byofk2mTnIGVcaaHpcvakbDyNipHAkWo3VNa7B1X52VluECw/54PXDudga8uBOgs1dsHfthw4UkmQnwqCLN8cOj/IIiQdFdA2+OIpThDhonl2w5nH2vfPnW0/uXCe6eqQo0WS7mXayCF2kXMW9cunTbGTJg23bCcwknSNjGGDRg3Nd8fM2V/XYi1tnc57c6+Aqm1utx01jTbb+Qwe6OoPNbbYy5uC/y7p9+yFdfusqSX803gGuu54LKdb7vRl/c6XNtmW/fWmcak0bdxXZ3f8ZZMb/NHVaPFoC+tIXQF9Jl1w/Fj7N+dz9Ubnc3XxOTPtls/Mc4MfTqw/dTtOz9JOoLqh2UIFOfQ349nVe93AfNrBBOlwRAEQLVc8pNAevmeJrQ54CozeX37xWXbt4l9YQ2OTijEhgEASCZw6dYQdUz7EdJBbXpxv40sKbMywfCspzLUM50DlCyeOt7T7R4ddgTbn7LT7xvmRkZHh3l6RkZFh3r9W57gq2JnrA3XNVtvY5hUL+trnuAhBlyLREyjIzbYpZUU2amieZTm/p8a/pBXQU2Aynd+bcmdb5WVnOr9HZtlZGaZA88TSAlu3t/eVUpF2Zu3eWmvWL2KIBQ41tNrmqvoQucmfrADr29sOBm2ovqy/4eS1MYBsUB8S+y+gAPNE53NVt6TlZGX2vwKWQCDJBf6+81DYvxn7a5sZq+3oNhz0J0B5WanV1jdafQMBkKOmvCCQNAKZzvHs15wzsydOLOlqk97oqo+rT59mOnureab0E8jUzhGm29nOQdzhxtZeJYrzc8yc/crC/NMXzTDZZCGQMgLeU2BKnN+LScMLTbcuTXUOshRozs7MtHWDeArMxsraPp0qDvg3ALJu72FrOHoFS0NLm+k2Ik16r477PcCjPjAhgAAC8RKI5O/B1oP+/ZsRTcdBB0BeX7HGiosKrKgwP5rtoi4EYiWQdvVqgK8vLZhit35m3pHL6j892358wdyEjymge9r3KRrtnMFsaA5/RUHabbQ4dPjkSSWWF+IsWK5zJvuEcUNtaIET7OjRFp3lnjqiqEdq99m+Rt7vXpq5dBE43NRqFc7v+/66ZvdWkVTod59XO3XagMfEmTVmaJ9EsyMo02clCSqwq7rR2Q86bc+hJttZ02S6jUiT3lc6fxt0P/vOmoYEtY7VIoAAAv4SmDd+WJ8NPn5c9xOifS6QogXCBkBWr6+wU8+7xhZ+9jpbs6HCLrlqic3pMQ7Ir3/3lN1w9eetsIAAiD/2EVqZrgIKhLiX1RfnuZdpJ9Lh/d2H7V8fX2U//t81dtsLG+zGx1bZf7261QiExG+rLDy23CYML7DhhTmWk5VhGRmd7mtJYbbp0v2Pzxxlof597oTxTvmMoNkaV+Zjx44MmkdiegroSqJ7Xtlii//0vv3M+X3/0VNr7PtPvm/r9x72Pci4koLwfXB+Tcb2VSZEDfPGDrORzud1iGybOrLIJpX59xGe40oLrKq+xWqDBMBrGlvtYEOzjS/xb/9CbTfSEUAAgVgI6G/GMOc7Xai69Tdj9FCO1+UTNgAyZ8Zke+2pu23Zo3fY7GMnW7AxQJSvcqrMFxONRACBhApodP9f/XWz1TW3d2vHO9tr7D+Xb3XOCHZLZiZGAsePL7GTJpaangSkwNj0kcXuuBPlQ/LtOCfv5EnDQ65ZT/m47uPHWNmQvG5l5o0bZv/80alOICXsn5ZuyzCT2gJ6Esq//3WLrdp1qFtHdXvDXS9vse0HG7ql+23GewpMqHYP5ikw+TlZdulJE4JWnZWZYZd/eJITzHYiLEFLJH+inlB2yAl0hGrpoaY2KyvMDZVNOgIJF9Dnmz7bXli7z5Zv2m87q/39eZZwUBowKAH9zfjCicH/ZuTlZLl/Mwa1Aj8v3KPtEX1LHVlWYo/85xIj0NFDj1kEEOi3wANvbA+5zKbKOntja1XIfDKiK6And/zfj02zBdPKbOboYjt16nD76mlT7OrTp/a5Io0f88NPz7IfnjfbvnXmsbb0H+faVc5ywW6b6bMyCqSswCubDtiuEAcFGujy92/v8HXfZ4weaqdMLg3aB33hDBXACLpAkEQFUJZeONfOmj3KFGA8fkKJnTt3tPsUi5E9ApBBFk/qpG1VDRbuCpdyp387ajigTOqNmMaNq2tuMz3BSFe3Pb5ytz309k675fkNIZ/CkcZUdD2OAvo7cdMFc+ycOaPt+PHDbP7EEjvvuDGmvyN+/5sRTcaIAiDRXCF1IYBA+grobJ+eIhJOoKKqPlw2eVEWmDNmqF128kS7duExpkewfsg5wIp0FZkZGaY/qJPLimxofk6ki1EujQT6GpRtuxMc0dNA/Ezyfz4y2b5w8gTTLR0aP0eXIOvKkO9/aqb7+zHYvimoeMFxY90A45VOgPLcuWNMZ/oGW28yLD/M+dwYX5JvBTmZlul8I81ypoLcLJtQWmBD8rKtrb0zGZpJGxDoJfCff9vS64kaCuo+8Pq2Xle89VqYhHgLpNX6Sgpz7TMfGmffOnuGfXnBFDtn9mjLy3Y+XNNKIXxnI9ZYfPO99uXrb7GGxg+e9qL3SvvNQ0+HXwu5CCCAgCOws6bR+Rn+/10RlAlfA7kIIJAsAhVOgCNsW5zj290p8Dv/D9NG2HfPnmm3f+54+8kFc01XV+lLaNi+p3mmghwi6LQM6zzyxjTwaYZ+uAlmU0cMUQ4TAkkl8Na2g7Zlf+iTNX94Z4d1aD9OmlbTEAQQCBSIKACiQMfeyoN2+cVndRvsVAOfKm35m6u6BUYCV8B7BBBAwBPQIyKd77rebNBXt0zQHBIRQMBvArNGFYdtcnF+tq8H8gzbOTLDCkwqK7KszAzbWdNgTa0dzgGjuVOD836HExQrzMmysiGMARIWkczIBKJcau2ew2FrrGloNT3JKGwhMhGIoUBTa7tt3V/nPoVMY9XEcFW+rDqiAEh9Q5PV1jdaeVlpr04qTXkq0yuTBAQQQCBAQJfgnTa1LCCl+9s85wvvaceM6J7IHAII+FbgtGkj3IPcUB348OThvh7IM1S/SO9bQLc+ZWZkWJYzWY9/2ZkZluFMbW0dPXKYHYgAy0RXgFuzoutJbdETaOvotCdW7rbrH1lpP3hijS19dp0temyVO0hv9Nbi/5oiCoAUFeZbcVGBVVZV9+qx0pSnMr0ySUAAAQR6COi+RN0j3yPZnf303NGmMSXcGX4ggIDvBfTEoLNmBX+k8rjSQvv0vDG+7yMdGJjAur2HTWcmNaDyuJJ857M/1zQo6vjSAps6osjqm9tsc3TGhBpYA1kKgRACU0YOCZFzJDk3O9PKi/OOzPATgTgKPPLODnt+7T4LvAWrxQkka5BeDUoex6Yk9aoyI2mdd6vL4qX32ur1FV2L6L3STjtlXrdbY7oK8AYBBJJGoMH5MrnV+TK5r7bZ+WBMXLM0eN+Pz59rn50/3k6cVGqzxwy1hceOtMXnzLSPzyhPXMNYMwIIxERAQY5vn3WsnX7MCJs1eqidNLnULj15gn3nrBk8Mtni8S8517Gr+siYUBlO84pys620MNdKC3JMt77Y0X+6PeboW1++NLW223bn767GuVGwx5edoNG9BE6dMtwN1vXKOJpw3rwxXNl21IKX+AlsP9hgyzeHfpLin1buNh0LxK9FybumiAIgav4ZC06wX992o331hlttzsIr3OmSq5bY0sVX2lcuPVdFmBBAIAkF9GH3X69utRsfW2W3vbDBfvy/a+z7T76f0FHKM51vvGc4QY8vnTrZrvnYNPucEwwZW1KQhHo0CQEEoiEwaXiRff6kCfbPC6fZFR+ZbLo1JsP5HIhG3X3WQYGkFBhX2vdn/viSwqRse1+N0mXof/r7Lvv2H1fZrc7fXV2G/u0/vmd/WV/pDvTa1/LkJ7dAfk6WXep8ngVr5dSRRaaTOsHySEMglgJr94Ufm6bZCchudYIksWyDX+qOOACiDs2ZMdlee+puW73sfnda9ugddstdD9k5l91o+6tqVIQJAQSSSECXwP3qb1vsz86XroqD9bZpf51tOVBv6/YctruWbbIN+2qTqLU0BQEEYiFAnQgko8DM0UOtKC8rZNOGFeTYtBFFIfOTOUOXob+4TsGOo4+zcRqrcSP++O4ue2lDpTPH/34XOHZUsd1+8fF21elT7cLjxzoBkfG26OwZ9s1PHMvVH37fuD5t/66DR66q06dOfUu7VdU3W3VjqzU6gQ+vSztrGry3af3arwCIJ/XSq++argJZ+Nnr7NDhOrvth9fYyLISL5tXBBBIEoEX1u4z3fNXWdtiLW2d7q0vOjNV29xu25wo8N1/3ZwkLaUZ8RTYUd1g/7Nip9398mb7r9cq3H2kQ38x49mI+K2LNSGAQBIKFOdl2z8ePy5kyy45cbzlO2faQxZI0oyd1Y1hL0P/3/f3Wm1zW5K2nmb1RyA3K9PmjRtmn5w5ytqdv6E62aSTS/r7us056dSfuiibGAGdKPzrxv12/+sV7olBbTt9R0pMawa31nnjh1lLe4ep/foc2ne42fbXNjvzjbbncJOzj3ba8eM4XpdyvwIgi2++1w18XLv4F1rW7lr6DfeKEF0Z4ibwAwEEkkrg7ztqrN4JdnR2drofis1t7c5ru7V1yuC0OwAAEABJREFUdLjBkG1VDXbIiQ4nVaNpTJQFPqhOQY5n1+y1f3thgy3bsN/W7Dls72yrtj+8vcN+/ucNtr+u+YPCvEMAAQRiLHDq1DL7+sJpptsG8nKz3CtCpo8aYtd/YrodP96fX9Q3VIa/srLZORure/VjTEv1cRI44PzdvPOljfbwOzvt7YpqW7e31v37etuLG01/b/V3N05NYTX9FNC2u/3FDb22nb4j+XHbzR0z1KobWqyptffTs2qb2kzHAqOH5vdTKTWL9xkA0a0tusVlzsIr7PHnlts3r7rEdOvLhLEMVpiauwS9SiWBdftqnUBHpzU5gY82Jyrc7vwlbnNOU7S0dbiBkLqWNtPAqKnU5159IaFLQJdDPuOcfexw9oOuxKNvth6ot5edoMjRWV4QQACBuAjMGD3UvW3gtouOs1s+c5x944zppifDxGXlMVhJhfNZqmobFOiobrBNB+psszPtrGl0/xYrbyeXoYvB95POtusEwhsVB92TSfqu5XVKf2f193answ94abwml4BOBFU4JwJ7tsrbdn47KbRpf70V5mb37I47r7H31K/DTa3ufLr/CBsAUfDj8q8vdW9zefieJe64Hwx4mu67DP33k0BeVqY1O8GOzs7erVYgpKPDTJch984lJRUFlm86YAqC6fLrioP1XWPC7D3U6KR32GtbD7oBs1TsO31CAAEE4iEw0zkLW1nbbDurG90zsfo765x/sIaWdvdS9CrnDO2sUUPj0RTWcVRAV9z89Lm19n9/v8K+8fC79suXNlqNsx2OZg/opaKq3m5+dp098d4eO1DXYnrC3vaDjVZZ12wdduRLl/7eLt98YED1s1BsBXTry/IwT0zRtnvNZ9tu8/469zv9lLJCG16UY0OcYEhxfraVFeXa1BFFlpud5X4GxVbWH7WHDYB4XZg1fZJNmTjam+UVAT8JpHVbhxY6keBg0Y+jKp3On+mxPH3lqEbqv+x0zkBW1bfYbifg0RIwJszh5nbbeajZ6pwzA/rinvoS9BABBBCIjcCUsgJrbGsPWrn+HLc50ZDyoXlB80mMvsC722vsu39aZX9Zf8A2V9bb2r119tSqPbbISdsW5Ox/JC3QiaX7X9vmBLkajoY6PliqpqHVvRrES9nl/N313vOaPAL6rtPXo6n1nSl5Wtx3S3KyjhzW63XkkDyb6ARCxgzNdwMgmUcfu6bPn75rSv0SR6RC9FMDmz7wy8W2e1+Vnfypq+3U866x1esrjH9+EqCt6SxQlJtj2VkZQQn0YTgsP7fbH+qgBUlMGQHd/3mwvtkynP96dqq5td29d7QgJ6tnFvMIIIAAAhEKbNrfYCMLc4OWzswwKy3IsT01TUHzSYyugAIVt/9F41u1dKu40/kbuPVAg925bGO39EhnXt1cZRo/Isc94OzstVhVXUtXYGR4iH2h10IkxFUgku86hT77PjRxeN+PDZ8ywp9P1or2zhE2AKKVKQjy7IO3ure/nHHaCXbJVUtMT3/ZsbtS2ck/0UIE0lhgQkmBacCjfOdDPNsJhGQ5376ynSk3O9N0WZzyIvkjkMaEKdX1plZdmOt8Aw/Rq+a2Tl8+dSFEd3yZvGbvYbvluXX2zf9ZaYsfX2X3Ld9qjS3BzyYnuoN1zW32q1e2uO1Ue299fr17W1Wi25WI9b+7o8ZuPrrd/vWJ9+2/X6+wJieomIi2sM7ECuysbrDCvGyb6px9HV6Y4w7sOiQvy70kfWpZkXsZut/OLJtP/2kgSz0JI1TzV+8+bBv2HQ6VHTJ964E6Ny/TOauen937pEGHExPxri6YMbrYLcuP5BLQY7bHlRaGbdSsMf66VW3O2GF2TPmQkH06bVqZDc3PCZmfUhl9dKbPAEjg8ku/e6UbCNHTX5Sup8FogFSNFaJ5JgQQSC4B/eEtK8qzyc4XsbLCPFM0e2hBjumSuMlOpHi8M+mPQHK1mtbESsD5ruYGvoLVn+nERUYNzbPdXK4bjCcuaRpI7z9e3uLeo9vS1mGHG9tshXNgfVsSPqFn7+Em94Bfjw9cv7fWthyot3e2HbTbXlhv6kdcwJJkJTrI+o0TqNpV3WjabocaWu3Nimq786VNgx5nIEm6mDTNWL3nsD301g73cZX/35vbTE86S5rGHW3I+KMHVdlZmTZiSJ6NG1ZgY51phPO3OFMftE658c7JCeeF/2MssGJ7ddg1KFDx1raasGX6ytSJpEz9cQ1ScP6EEjtt2oggOSQlg8CXTp0U8qSPtp2eUpUM7Yy0DZnO97hLT55oWZkZ1nMZfRZddML4nslpO585kJ6fseAENxCip8FoeQ2UShBEEkwIJJfAqVNHuNFgnaEYMyzfHVl/ovPlrLQw1zKcT8ovnMiHYXJtsdi2ZpzzpVvBL91/np3l/KV0V9dpOc57BcKa29qtIGdAfxbcmvgxcIGahhZ7dMVO9zF1PWvZe6jJnnl/T8/khM7/9xvbbeWOQ6bB/2qb290BHqudgI0CIfe+stl0dUhgAxtb2uwd52Dk+TX77NUtVbbH6VNgvl/f6ykBL6wNfkXs9oMN9uK64Hl+7W+i2t3sBAR/9+Z2+4+XN9vyzQfcR42+vuWg/doJPP3Xq1utobktUU3rtd65Y4eGDDSrcPnQfBtXWqC3TLEW6Ox7BZ1dN6v0XdYrMWXkkbPshxpbbY8TDO7s6DBd8dHi/A3VraY52Rl2yfzx9qUFU7xFeI2vQERrU/DqB+fOshOcQJUXNBhWmGNfOHmCb7fdqOI8+/nFH7J/+fgxbj8ucb7nX/+J6bbkvNmWl833O2/HGJSEd3uMbpHRe69SXhFAIDkEnBiHfe20KXbixJJuDdLB7tWnT3MDIt0ymElpAZ3RUAdL8nNMl2KXFeVaZkaG88Wt06qds9aHnQPYW1/YYMs37VcxpjgKLN9c5QYRQq3yzW3Vdtj5sh0qP57pB+qaTaPj6xGQPdfbaRm2ywlu6MoQL2/93sP20+c32H+9WmFPvLfbHnQOZHW7iK6caNMpWK+gD1/16OjmMLe6LNu433Tw7sOuJVWT1zn70GtO4CxYo97ZXmMrdx0KlpWQNJ1g+NKpk835VbCe//Jzsuyqf5hquVmD+vrds1rmQwh8dPoI529ciEwnOccJ/n9s+kjnXf/+nzum2A46QWs9+UW/353O39EcZ5vmZGe5m/3CeWPtk7NGmZPcv4qjVpqKIhXQVdFfcb4n33rRcfbds2faTy6Ya/8wbYSvt12mc35rzphh9unjxthHnf172tGAXaQm6VCOT+B02Mr0Ma0FdC+yzkLc+pl5dsOZx9r3Pz3bfux8wOssVVrDpGHnZ4weaqdMLrVDTS22sbLOtlc3uGfqdeWHvqiVO2cOdAn/79/ZZTp7nYZECevy1qr68OvuNNuRJLcnvb/7kNWHGZekvcPsja0H3f7oSpDfOIGPKido4iYc/dHhBD6eem+PvVVxpNzRZN+9VESw3bb1VcZ3vY5/g1/ZdCDsSpdvDp8fduEYZB47qtiWOn9nTz9mhJU6gWZddffJmeV20wVzTLcaxmCVVBkocPS9bj+ZMLzw6Fzvl5MmldqE0tD5vZc4klLjBKMVzDoy98FP57jTCnKzwn4+flCad8kg0NHZaQrYP/T2dnts5S77nxU7bYfz3SgZ2kYbYidAACR2ttSMQFIJKBAypazIdHmcosPGv7QTaHMOTPfWNtvumiara2lzb7dwjkOtrb3Tmls7TJfvCkWX8P5vBLdc7DvcZDrw0G0Nutc6mS5DVz/8NI0v6fuS+EjKxKPP3jgGWle7swO1Hb38u81578RplGx29NvFS+srw17ZosdRHlnAnz/H9bXdMswmOZ+7/uxd8rR616HGsI3Zc7jZdCATtlCcM3Vm+fMnTbAfnz/HfnDubPvHD40LOd5AtJtGfUcEFKT4l4XH2PiSfMc+0zIzzbKcqdAJUkwvH2LXOnlHSvbv5+rdh90x1Y4pL7KxTt0jhuS6360mDi9wAyqb99fxhL3+kSaktK5mvP3FDfbwOzvt7Ypq99a6ZRv227+9sMF0haLzJy0h7WKlsRdwPgZivxLWgAACCCCQeIFN+w/bn9dVOl8AnS+CGRmW6U7mXurZ5hzE6nJeO/pPV4ccfdvrpc35VvC0EyD5ybPr3AEJdVvDfc5Z/p88t850u0OvBUjoU+BDE0qc7ZARspxGdtetayELxDFDgzrqEn5dLaSrh/Tq3f+u20F0IDqtbIjbom0HG9zXUD8OOWdSNYXKT/Z077ayUO3UlQDcdx1KJ/L0gpzssIVzszPczzM78o+fCHQJzBs3zG7/3PH2lQWT7TPHjzMNBHn1R6e6aSOH5HWV68+bnUevxsu0DBuSm23DC3NNn88ab82rxyvjzfOafAIKdlRU9f4bpSsUn3l/r2mMp+RrNS2KhkBmNCqhDgQQQACB5Bf4/Vs7rLPrFH3v9tY1t1uHEwjpndM95d0d1fa08+WgwwmEBObo6Rf3vVbh3lYTmM77vgUmlxXZx6aPCFowKzPDvnjKxKB5iUicMLzQhuRnWVuQfUXBjwznoGD++GGJaFrc1+ndVhZsxXk5WXbpSROCZcU4LfWqn1E+JGynji0vDptPZnoLlDgBigud4MdVp0+1K0+bYufMHj2oASHH93Xll8MdSRmnGP8nSEB/q5Zvrgq5dl3dqLGuQhYgw9cCBEB8vfloPAIIIBC5QOBVHc4xdbcFFRfRF4JDR5+moKcFdSsQMPPUqr0Bc93f1jtBFN320D2VuUgEPjd/vP3TqZNsQmmB5WZn2tCCbDtufIl9/9xZNnKAZyojWW9/yyiIlue0r8A5wFdwJiPDCXlkmGU6O1VedpYNzc+2+qMDg05ygiXh6h9elOueOQ1Xpt95cV7g/3xksjva/rij201PEdCVId//1Myk2m5xZonq6j49b4zJNVilhblZzpn9scGySEMgJgInTip1P+9CVT5n7FDff66F6luqpFfWNpuuXAzXH67iCafj7zwCIP7efrQeAQQQiFigMDu7q2xO1pGPfwU9NGncD73uO9RsNY0tdv684AcUul2h54CWXZUefdPXbQ9Hi/ESRODkScNt0dkz3cuzl144z772D1NsRD+DH0GqjWrStqp6K87LsTEl+aYgyJEp2/Kzs0xPFtIgj1sOHBnU9YwZ5VaUl2Wh/p1/3JhQWb5K11MD9AQBXWqvpwh82TnLrLPOvupEEjd2SF62Xffx6TZlRFG3Vo4vLXTHccC6GwszMRbQwKkXOwHrYKspKcyxK5ygaLA80pJHQH+3+mpNYU7ov119LUt+cgsc+Qac3G2kdQgggAACURD40MTutyXoqo/AajMyMtyzWm3tZgqGmD//0eoYC+QcDZ4NdYIgerze5LJCmzC8wI4ZWWR6klCmsx/Z0X86cNWVLUdnu73MHTfMFPDplsgMAiEEdBXUDZ881n2Syjc/Od1+dN5sW3TWDJs4vDDEEiQjEDsBPeHnXz81y8vOERgAABAASURBVD48ZbgNcYK8k5zPwc98aJwtOW+O+ySY2K2ZmqMhoDFbxvRxK9OM0dxaFw3rZKyDAEgybhXahAACCAxYIPSCV5w61cYMy3cKdFpLe4fzapaRkeFOlmFWXpTnnGEttBFDci3UU2D0paFsSJ6F+9fXbQ/hliUv+QXGOl8aszKdHcZpqn7mZmVaQXZWt0EopwacqVeQ498ummdfXjDZLjhurF168gT7/rmz7erTpzo18H9fArrlaO3eIwMYa9C+DZW1fS2S0vklhbk2dcQQ0+eQ8/GV0n2lc8ktoL+nl394kv30M8fZt8+cYZ+YWW7ZRz8bk7vltE4CF58wzjIy9FdMc92nqSOL7NSpZd0TmUsZgcyU6QkdQQABXwlogCk9dWRrVb1F9fGpvlKIb2OznU/8r39smuU4B6xt7Z2m217cyYmFlOTlurc05GQ6hZxmBY4X4sx2+/+8eaO7zQfO6H583fYQmMb71BLIy860s2aNCtmpcaWFNn9iabf8gtxsN+2s2aPstGkjTLfJdCvATFABPabxzpc22r8v22yP/X2X/c+KnXbnXzbZPa9sscONrUGXIREBBBBAoG8BPaXr2o9N7TW+0IkTS+yrC6Z0C+r3XRsl/CRw5Juun1pMWxFAIKyAHzLf23XIvvb/vWPXPLjCrn9kpV3x32/ZL/6ygUBIjDdeXXObPbZyt00pK3LHZcjNzrL8nCwrzM+2ts7OiA+odEZ/zthhVuMcgO053GQ7qxttn/Pa2NJuF5843nTbQ4y7QvUJFlAgQ+Mv9GxGlnP28/JTJrpBtp55zPdf4OF3dtrGyrpeC65yPkP/tHJXr3QSEEAAAQQiF9CTvH58/lz7/qdn2w2fPNZu/cw8+5IT/BhakBN5JZT0nUDaB0B+89DTNmfhFe705etvsYbGJt9tRBrcTYCZJBd4c+tB+97j79uOmkardQ7IG5yD5prGNnt69V77/lOrra0jyTvg4+a9urnKNIhpR0en5WVlmnvhZ6e5V4KoW1UNLV3vwz0FpsYp19LWboW5TvBEU57zmpftBlP21DQ529Cp1Pg3EAHdmqSD2xfW7rO/bT5gO6obBlJNzJfJcfaf75w9w7515rHuE1AuPH6sXfXRaXbb54638aUFMV9/OqxAt72s2XM4ZFffrKh2A48hC5CRUAGNo7Ta2X5/XldpunVp0/7egayENpCVI4CAK7DXOYGzqbLWNuyvtY3O72nT0aeYuZn8SEmBzJTsVYSdeunVd+2RJ5fZskfvsNXL7rfR5cPtpjseiHDpZC1GuxBIboG7/7rZmoJEOTo7M+x956zmC2v2JncHfNy6LVX1pqs0Kqob3W3Q1tHhjgXS3Nphrc42cf535xUZOT/EU2DU/eVOIEVnpXOdg+Bh+Tk2vDDXip0AiG6lfcH5sr/bCW4Z//otsP1gg93y3Hr39obHV+6237+1w53XbQ8KjPS7wjgsMLmsyPQElDNnjbJ5Y4dy/3sUzcPdhuatJpIyXlle4yegW5duf3GD/cfLm827demOP2+0/3p1a8RX2sWvtawJgfQUaHNOBv3p77vs5mfX2UPO39snV+6xe/+21W52/g5vdgIh6amSHr1OvQBIP7bbCy+/bRefv9BGlpW4S535sZNsxaqNtr+qxp3nBwIIRFdgf22z7T7UGLLSTufI+2+b94fMJ2NwAp3OH/vdzpmOtvYOU7AiKzPjaIWd1uoEQ46kZ9gnZ5SHPYv/ty0Hji7X+0VjiizfHDq/9xKkSKDV2Sb3vVoR9Iy+zh6/tKFSxZgQQMAHAv/9xjarqOp99dY722tCDjDtg27RRARSSuC1LVX2onPSRt9bAjtWVdds971WYbptODCd90ks0M+mpW0ARLe67K082I2rvKzUvfy78gABkG4wzCAQJYG/79TvlnfQHbxSjScRPIfUwQo0tLabBp/V1QS6EqStvbOryuysDMvNybSlF86xf/zQuK70nm90ZrO2sa1ncrf5XVwB0s0jkpk3t1aZbEOVfW71PmvWJTqhCpCecgLhbkPzOjtxeJH3ltckEdCtS1v214dszfLNVbbfOcAKWYAMBBCIi8DT7+8JuZ5DDa32143+OSEXsiNkBBXIDJqaRolTJ40J2duxZQXmp8k7mTt6uL/a7Sdj2jq4feuc48aYHjKifTXUdMyoIe7vXXlJvuU4B+WYD8480K+kKMfaOjqcIMiRK0B0FYg3tXeYlRXmWtmwfNc/cLnA9zPGDbW83Ew3WKKASbBpxNC8sHUE1pdO72U9JsTflZqWtrCmlmHWZp24hvBLxf3oE3NG2UemDQ+5X3xydrmdMLkkYftEnhMwLeN3vZd/bWv432V9ZtY5ZVJxn/Vzn4YW5lhxQXav7RmuT5uq6uyXL2+y7z6+ym56dq39fsUOy8/P6lcd4eonL+LvP/02z3a+xzQ7X3z0+xhqqqxv7ne9ybLNRgzLs9zsTF+2P+SBeRQz0j4AsmXbnihyUhUCySlQUVVvv321wn76zDr75V822Qtr9llHZ/zbqkdf6gkkodasWzLOmRs6KBlqOdIjE2hqaQ/5WLcs56+BbsPI0Zsw1eU5f1D16LgwRWzeuGHhsslLIYE254Nkd02TaUyYptb2FOpZcnTlq6dPNf3O9WxNqROsvPzUyT2TmUcAgTgIaDBxfZ+6e9lm23qg3r0672B9i2mQ9289stKWbzoQh1YEroL3/RXI7eO7jurr6/uQyjD5U8D5yuvPhg+21YUF+e6gp4H1VFZVW0ZGhpWPODImyO6qRvPT5HwPdbuz96C/2u0nY7+1deeBRrvvla32rYffs8ff3W1vbjloL62ttP94abN9++GVtnJbTdz38evOmG4FOVluAEb7rDcpHnPipFI7cXyJ26ZK56Cqtb3Tfe8392Rtr0Y6z3Q+4+SvP/7ZzhcA/YHPy86y3Kwsq2tut4OHmvs0/9Ss0dba1mktrR29ppFD8u24McP6rCNZjWLZrk5nJ98T4u9KSW52L8tAX3OWzbaMpHJ9Zd1++9J9b9q1v1thix55zy77zzfst3+rSKo2xnJ7xqPupqZ2W3rBPPvagin26Tlj7IJ5Y+1qJyjy/U/Nstr61oRaNzu//1WH+/68iIdTMq2jOCf873JLW4cNdX7fk6nNvm9LiM/V/vTrcEOr6fbOSJb5e0W1+30q8DPae1/j/F7q+1Yk9VAmcccrDY1tVuB89/G2W7DX8qK8hH7GDmb/OOB8l9NnzWDqSNSyFod/aRsAka0GPX3kyWVdg55qUNT586Z3DYqqMkwI+Fmgqr7Znnl/r+mxpz37obMWL2+I//2NM0YX2/97/hyb5byW6pLTvGzTlSGfOX6sfefMGSGvUOjZfub7L5DhHEDnZetjP8OyMjMtx5mynUlBEXOOsEcV57mPJ7Y+/k0cXmjXffwYKxuS162krvz4549OtRwnsNItg5k+BT48dYQdUz4kZLnLTpkY9EqAkAvEOOOtioN250ubrN4JmgWuSk+v0QCQre0dgcm8H4SAE7O0mWOG2idmltvCY0faseXFg6iNRWMtMGv0UFMwP9R6PjV7tJU5B1ah8geSzjLxFVi9+3DYFW6qrDNdJRK2EJkJF/jCyRPN+Vpkwf6NLy20j04fGSyLtBQQ0DfhFOjGwLpwxoIT7OLzF9rCz15ncxZeYRoU9XvXXT6wylgKgSQU0GWYGvQyVNNe23rQOnRaOlSBGKXrQPn2zx1vd37+BPvZ546zey6db1d/dJoVOsGQGK2Sah2B+RNKbHxJvhXnZTlzH/yflZlhY4cVWGlhrhuY+iAn9LtpI4fYDz89y3543mz71pnH2tJ/nGtXnT7VhhbkhF6InJAC2c420Jn9U6cO71ZmiLOtvrxgsp00sbRbeiJn9Jnx4vpKC/XZ8s62ajtQ15LIJrJunwlogN8d1Q2mqbW9s7+tT7ryl394kp01a5RlZGR0tS07K8MuOmGcnTuX2zy7UHz6ZmcEA31HUsan3U+ZZs8bO9S+/rFpNsw5GRfYqRMnltg1zsmcIyeMAnN4nyoCaR0A0Ub8yqXn2upl97vTfT9fZLo1RulMCKSCQF9/gJtb262ytjkhXdVBt6440JggBD7iswlOnTbCcrOzbIwT7Jg8vNDKi/OcwEe+TSkrtCF52XbatLJ+XYGT6Xy5HzkkzyaXFdnQfAIfg92K+TlZ9sVTJtmPzp9tnz9pghtQ+tH5c21+EgU/1Ec95WdXdejHWSswsmJ7tYoyxUXAvyvRGDJ6EsO3//ie3fLcenf69h9X2l+cAFsCYvNRg1RA84Ljx9pPLpxjl50ywa5YMNl5P9c+PqPcCYpEbTVUlCCB8SUFfa45kjJ9VkKBmAvMGD3Ulnx6tnsS7rPzx9sPnPdfWjDFOJkTc/qEriDtAyAJ1WflCMRYoNA5oOprFQURlOmrDvL9IaCA07nzRruNzc3OtJKCHDfwoUDGCCeQcf5xY908fiRWQJfHn37MCHcw2WQ8A1VR1dAn0Naq+j7LRK0AFflW4Kn3dtvTPW7TbGvvtD++u8ueX7fXt/3yGq7A8IKpI9wruIpys71kXn0u8KEJJWF7oNsZhzl/X8MWIjNpBHKyMm3u2KF2xrEj3RNDSdMwGhIzgcyY1UzFCCCQcAGNtxGuEWOcsxj8kQ4nlHp5Z88abYvOnuGOJTB7zFD3XvVLThzvnPWYlVRjTKSefOx6FO+aj4vgKT/Hjw9/gBDvNrO+5BPYd7jJXlxXGbJh/7tqr9U0cCtVSCAyEiagqx51xWSwBuQ5J5W+eMrEYFmkIYBAkggQAEmSDUEzEIiFwKnOmSediQhad4bZF5wD36B5JKa0wITSQvvc/PF2zcem2ZdOnewO9KWrQHzaaZodZwEFTeeGCYIU5mbZCRMIgMR5s/hudRsq68K2WYN3b9wfvkzYCshEIIYCl5480f7PRybZhNIC0xWVGkfieOdz7/ufmmm6NTSGq6ZqBBAYpAABkEECsjgCySyQ6QQ5vnbaFNOAToHt1AHM1adPMw1kGZjOez8K0GYE4i+g4GlRXlbQFV/sBFY1pkzQTBIROCqws7rvW6nCjTVztBpeEEiYwCmTh9uis2eaBnX/yQVz7Urn+1ZJYW7C2sOKEUAgMgECIJE5UQoB3wpogFEN6HTrZ+bZDWcea9//9Gz7sfOHWvc7+rZTgQ3nPQIIxF1AX/L1OXLevDE2o3yIjS0psNOnj7Al5822kycNj3t7WKH/BI6L4DYpbqXy33alxQgggECyCxAASfYtRPsQ6EMg0mwFQqaUFZkGwtSVIcY/BBBAYBAC7+86ZC+u22frK+tsd02jvbLxgC3bsN+aWtsHUSuLpovAsU7gbGRxXsjujisttEllhSHzyUAAAQQQQGAgAgRABqLGMskkQFsQQAABBOIs8Na2g3bfqxVOsKOj25oVALn/9W3d0phBIJiAnrxw6UkTLCMjo1d2lhOlv/yUiZYZJK9XYRIQSJDAG1s2rUIvAAAQAElEQVSr7Jbn1tk3/2el/esT79u9y7cycG+CtgWrRaA/AgRA+qOVlGVpFAIIIIAAAvETaGnvsP9ZsTPkCnVlyLo9h0Pmk4GAJ3DsqGL7yQVz7KzZo2zeuGGmQSTPnTvabr5wro0vLfCK8YpAUgkcbmq1u1/ebA+8sd12VDdaS1uHHWpotZU7auymZ9ba206AOKkaTGMQQKCbgP8DIN26wwwCCCCAAAIIxFJAA1PWN4e/zWXdvtpYNoG6U0hgaEGOXXDcWLvq9KnuIJLnzh1jumUzhbpIV1JMQI9wXhMiyNvU2mF/21yVYj2mOwgkmcAgm0MAZJCALI4AAggggEA6Ceysaeyzu5GU6bMSCiCAAAJJKLB6d/gr3DZV1tmhxtYkbDlNShUB+jE4AQIgg/NjaQQQGKBAe0en7atttq1V9dbQ3DbAWlgMAQTiLXDcuGF9rpKnd/RJRAEEEPCpQCQB3kjK+LT7ydBs2oDAoAQIgAyKj4URQGAgAu87Z0/+9fFV9uP/XWO3vbDBbnxslf3Xq1sJhAwEk2UQiLPAsIIcmxsmCFKYm2UnTCiJc6tYHQIIIBAfgfElfY9PE0mZgbeWJRFAYDACBEAGo8eyCCDQb4HN++vsV3/dbHU9xhB4Z3uN/efyrdbR2e8qWQABBOIs8IUTx1tRXlbQtV7s5A3Jyw6aRyICCCAwaIEEV/ChPgK8x5QPMQWKE9xMVo8AAiEECICEgCEZAQRiI6BR00PVrPtm9Vi5UPmkI4BAcgiUFObajy+YaxceP9ZOnFhis8cMtY/PLLcl5822kycNT45G0goEUlSAbiVWYHJZkZ02rSxoI/JysuyLp0wMmkciAggkhwABkOTYDrQCgbQQ0KBgB+qaw/a1oqo+bD6ZCCCQHAK5WZl25qxR9qUFU+yaj02ziz40zkYMyUuOxtGKVBagbwgkXODSkyfa//nIJJtQWmC52Zk2rDDHjp9QYt//1EwbyedgwrcPDUAgnAABkHA65CGAQFQFIhkUbFcET5iIaqOoDAEEEPCVAI1FAIFkEDhl8nBbdPZMu/1zx9tPLphrV542xXR1XDK0jTYggEBoAQIgoW3IQQCBKAscM3KIWYaF/eeWCVuCTAQQSGsBOo8AAggggAACCAxQgADIAOFYDAEE+i+Ql51pp00Nft+sasvLybLTjhmht0wIIBBCgGQEEEAAAQQQQACBgQkQABmYG0shgMAABT7zoXHuvbLBFv/03NHGvbPBZEgLEOAtAggggAACCCCAAAIDEiAAMiA2FkIAgYEK5Odk2Y/Pn2ufnT/eTpxU6j49YuGxI23xOTPt4zPKB1ptGi1HVxFAAAEEEEAAAQQQQGAgAgRABqLGMgggMCiBzAyzM5ygx5dOnew+PeJzTjBkbElBZHVSCgEEEEAAAQQQQAABBBAYgAABkAGgsQgCiRRg3QgggAACCCCAAAIIIIAAAv0XIADSfzOWSKwAa0cAAQQQQAABBBBAAAEEEECg3wIEQPpNlugFWD8CCCCAAAIIIIAAAggggAACCPRXwH8BkP72kPIIIIAAAggggAACCCCAAAIIIOA/gSi3mABIlEGpDgEEEEAAAQQQQAABBBBAAIFoCFBHdAUIgETXk9oQQAABBBBAAAEEEEAAAQSiI0AtCERVgABIVDmpDAEEEEAAAQQQQAABBBCIlgD1IIBANAUIgERTk7oQQAABBBBAAAEEEEAgegLUhAACCERRgABIFDGpCgEEEEAAAQQQQACBaApQFwIIIIBA9AQIgETPkpoQQAABBBBAAAEEoitAbQgggAACCERNgABI1CipCAEEEEAAAQQQiLYA9SGAAAIIIIBAtAQIgERLknoQQAABBBBAIPoC1IgAAggggAACCERJgABIlCCpBgEEEEAAgVgIUCcCCCCAAAIIIIBAdAQIgETHkVoQQAABBGIjQK0IIIAAAggggAACCERFgABIVBipBAEEEIiVAPUigAACCCCAAAIIIIBANAQIgERDkToQQCB2AtSMAAJJK1BRVW9/23zAXli7z1btPmxtHZ1J21YahgACCCCAAAIIEABhH0AgyQVoHgIIIJBsAs1tHfa7N7fbz17YYL9/a4c9vnK33fPXze78nkNNydZc2oMAAggggAACCLgCBEBcBn4ksQBNQwABBBBIMoFn3t9jr22p6tWqndUN9tvXt1lre0evPBIQQAABBBBAAIFECxAASfQW6HP9FEAAAQQQQCB5BHT1x5/XV4ZskIIgK7ZXh8wnAwEEEEAAAQQQSJRA8gdAEiXDehFAAAEEEECgl8C2qnrr7GOojy0H6nstRwICCCCAAAIIINCnQIwLEACJMTDVI4AAAgggkEoCOVl8dUil7UlfEEAAAQSSS4DWxFaAbzGx9aV2BBBAAAEEUkpgbEmBZWVmhO3TMSOHhM0nEwEEEEAAgRACJCMQUwECIDHlpXIEEEAAAQRSSyAvO9M+N398yE7NHjPUTpxUGjKfDAQQQACBcALkIYBALAUIgMRSl7oRQAABBBBIQYHTjxlh/3TqJMvP6f414qPTR9pXTptimRnhrxBJQRK6hAAC0RKgHgQQQCCGAt2/ucRwRVSNAAIIIIAAAqkjcPKk4faTC+fZVadPtc+fNMFuumCOXXLieNMVIsY/BBAYsAALIoAAAgjEToAASOxsqRkBBBBAAIGUFlCwY964YaYrQkoKc1O6r3QubgKsCAEEEEAAgZgJEACJGS0VI4AAAggggAAC/RWgPAIIIIAAAgjESoAASKxkqRcBBBBAAAEE+i/AEggggAACCCCAQIwECIDECJZqEUAAAQQQGIgAyyCAAAIIIIAAAgjERiBlAiC/eehpW3zzvb2U9lfV2DmX3WhzFl7hTi+9+m63MlrOy/vy9bdYQ2NTt3xmEEAAAQTiKsDKEEAAAQQQQAABBBCIiYDvAyAKaCiAcfs9D/cCUjBj0U332MXnL7TVy+63h+9ZYj/95YO2en2FW1bLPvLkMlv26B1u/ujy4XbTHQ+4efxAAAEEEiPAWhFAAAEEEEAAAQQQQCAWAr4PgJyx4AQ3ePHNqy7p5bN1+16rrW+0C85a4OZNmTjaxo0eYa+vWOPOv/Dy225wZGRZiTt/5sdOshWrNpquGnET+IEAAvEXYI0IIIAAAggggAACCCCAQAwEfB8ACWdSWVVttXUNXUUKC/JNV3lsrtjl3uqyt/JgV57elJeVWmdnp1UeqNEsEwIJEWClCCCAAAIIIIAAAggggAAC0RdI6QCIuMaOKrOiwny9DTpNnTQmaDqJCRNgxQgggAACCCCAAAIIIIAAAghEXSBpAyAan0NjewSb+jNY6e59VVbfEHpg0y3b9oREHVtWYPGfBr7OzIwjXRk9fOB1+Km/tDW1t3N5Sb7lZGX46neQfTK198nBbt8M5zN6jM/+rgy2zyyfur8TeTmZVjY0j89ofqdTYh8YWphjxQXZKdEXPndT93M30m07Ylie5WZn+nJ/PnI0G9ufyRcAOdpfb2wPDV7ac7rv54tMt7McLRrypbys1IqHFHbla1BU3fYybfI4d3ndDtOV6bzRLTMZGRlWPuLImCBOEv8jgAACCCCAAAIIIIAAAggggEAsBOJcZ9IGQKLhoEFPi4sK7InnX3Wr06Cou/YesI/Mn+3Oa9BTPQXGG/RUg6LOnzfdRh4dFNUtxA8EEEAAAQQQQAABBBBAAAEEYiBAlfEV8H0AxLtV5vZ7HrbHn1tuumVGaWLUVSK3fO8qU5BD6ZdctcS+8/XLbM6Myco2XWVy8fkLbeFnr3OX09Uh37vucjePHwgggAACCCCAAAIIIIAAAjEVoHIE4irg+wCIghg9b5FRmqeoqzmeffBW88oE5qnMVy49tysv0ltrtFyyTb956Gk3iKNAT3/GSEm2ftCe9BJQsFL7rKZzLrvRvKuxgikoT2VU1ptOPe8aW72+wviHgB8EFt98r+mz2g9tpY0IeALaZ7XvevOhXlXO+2z2XiNZLlR9pCMQD4HA7yHabxPzHToePWUdqSSg7776Dqx9VpO+H+t7cqg+Kk9lVNabtLzqCbVMKqf7PgCSyhsn0r7pw1tXuSx79A43mKOxTW6644FIF6ccAgkR0IfuT3/5oD18zxJ3v9XVWItuusc0Vk+4Bt219BtueQU1X3vq7q4rusItQx4CiRTwDgx1lWIi28G6EeiPgL5b6IuyrrCNdLkPnzDL3nrmV12f0Uu/e2Wki1IunQUS2Hc9DMH7XqF9V03hO7QUmJJZQONWfvWL53V91moIB75DR77FCIBEbpW0JTV2iQ4edbWLGqmxTVas2hj2bLrKMSGQSIHXV6yxE487tiuAobF5NEaPxupJZLtYNwLRFvCuNLzw7NOiXTX1IRAzgTMWnOB+uf7mVZfEbB1UfESAn4kT0Oez9nW1QLfOn3bKPNMt8X2djFF5JgQSJaB9Vvuut34d++3eV2X1DU1eEq9hBAiAhMHxQ5Y+oPVBHdhWPf2ms7PTKg/UBCbzHoGkEthcsatbe/T0pYyMDFNUu1tGj5lrF//Cvd0rnS/d60HCLAIIIJAUAm+8u9ZO/tTV7md0P25/SYq20wgEJKDvJrqSWsEQzTMh4AcBXck0dlSZFRXmh20u36GP8BAAOeLg+59TJ43xfR/oQPoJ6JHUkfZaVzgFjuejS/9u+NHdXOkUKSDlEEAgSQVSo1k6G6lbEzXpllxdiarbv1Kjd/QiHQR025f22+u/dnE6dJc+poiAbil/+ImX7IarP2+hAnd8h+6+sQmAdPfw7Zwif75tPA1PWwGdaRlo5y84a4EVDyk0rnQaqCDLIZAkAjQj5QT0ZVu35g7mMz7lUOhQUgso+LF46b122w+vMe2/Sd1YGofAUQEFP756w63dnnJ6NCvsS7p/hyYAEnb3SP5MRfp0qV5gS3ULQUZGhumWgsB03iOQTAI9r/5QIEO3bukWrmRqJ21BINYC1I8AAgggkDgBL/jx69tu7BqXLHGtYc0IRCbgBT+WLr7SNCZIZEtRSgIEQKTg80kD3+gpMHrEkbqiQVE1GjARbGkwJauABj19570NXY+x1aCo40aPsCkTR7tN1ge7xvnQFxMl6FWT3mt64vlXrbiooKu80ph8KUCjEUDAZwL6vnHOZTead4uLxiP7xa8f7XqKl/L1vUTfT3zWNZqbZgL6XnHLXQ/ZE79dSvAjzba9n7ur78jfXPLvpqBdsOCHPpv1Ga3PYvVT+7kmvdeU7t+hCYBoL/D5pB1fl5ou/Ox17sBjGhT1e9dd7vNe0fxUF5gzY7J7yd4lVy1x91t9Wb7le1eFvH9RV4bo8lQ9llFTX+X940dLU11AX0S0zz7+3HK7/Z6HTYE9fXlJ9X7TP38L6Muy9lvts9p39V5pwXqlq1H37T/YNQCqvo/oe4m+nwQrTxoCySKgk4Y7dlea9lnt45r4jE6WrUM7QgnopOHOPfvN+w6t/VZTqM9ovkN3lyQAwGpVYQAADlRJREFU0t3Dt3OBg4/d9/NFIQ8ifdtBGp6SAvpyvHrZ/aZB8zTAaeBVSwqQvPbU3V2X9XnzKqupZ/mUBKJTKSEQ+PmsfVf7tfbnlOgcnUhZgcDPZ+23mpSmDuuzWp/B2rc1r2npd690P8tVTlNgnvKZEEhGgZ77rfZdPqOTcUvRpkABfb5qX+05eZ/RytdntD6rtZy+c2i/9soH5ik/3SYCIOm2xelv0gnQIAQQQAABBBBAAAEEEEAAgdgLEACJvTFrCC9ALgIIIIAAAggggAACCCCAAAIxFyAAEnPivlZAPgIIIIAAAggggAACCCCAAAIIxFog8QGQWPeQ+hFAAAEEEEAAAQQQQAABBBBAIPECCW4BAZAEbwBWjwACCCCAAAIIIIAAAgggkB4C9DKxAgRAEuvP2hFAAAEEEEAAAQQQQACBdBGgnwgkVIAASEL5WTkCCCCAAAIIIIAAAgikjwA9RQCBRAoQAEmkPutGAAEEEEAAAQQQQCCdBOgrAgggkEABAiAJxGfVCCCAAAIIIIAAAuklQG8RQAABBBInQAAkcfasGQEEEEAAAQQQSDcB+osAAggggEDCBAiAJIyeFSOAAAIIIIBA+gnQYwQQQAABBBBIlAABkETJs14EEEAAAQTSUYA+I4AAAggggAACCRIgAJIgeFaLAAIIIJCeAvQaAQQQQAABBBBAIDECBEAS485aEUAAgXQVoN8IIIAAAggggAACCCREgABIQthZKQIIpK8APUcAAQQQQAABBBBAAIFECBAASYQ660QgnQXoOwIIJI3Abx562r58/S3W0NiUNG1Ktobsr6qxcy670V569d1ka1rQ9rBNg7KQiAACCCCAgCtAAMRl4AcC8RNgTQggkDwCOqids/AKC5x0sKuD3uRpZWQt4cD3AycFdBTYkckHqf57p/3TT/ujvPvT3lTZTv7bs2gxAgggkL4CBEDSd9snquesFwEEEEgqgaFDCu3he5bY6mX3u9P8edPt8q8vNT8GQZIKlsakncBXLj3Xnn3wVhtZVpJ2fafDCCCAAAL+ECAAEvftxAoRQAABBJJZ4IsXnWmHDtfZ++u3ukEQndF+6sXX3FtFdKWIrizQmWv1YfHN93ZdPXLqedfY6vUV1tc/nSVXHb/49aNdy2odCrgE1qcy3npUp5bT+r0pcH26UuD2ex62N95dayd/6mq3XpXXcpr03ltOr1qP0r3pL8vfdZdRXmC9Xn6w1551qg0qp36oPz3br3UqXfkqq/d61fpCrVeeXr7KqA6tI3BSmvK8Se266Y4HXAuZKF11qC4tp/Vr3UrX1LOdKhNY58LPXmc7dlcqOeSkfqjOPzz+l16Oao/Wo0lltH6vosA85Qe2U+1dvPRed91qg/LVrlDLBuapTH+2qfYzOag9qkfr0qT3qsubvHLK0xSsP6pH5TTpfc86laY81RluO2ndWoc3aV7LMCGAAAIIIDAYgfgHQAbTWpZFAAEEEEAgAQI/cQ6ob7j68+4VIvf9fJEVFuSbd0DmXTmydPGV9tUbbo0oCKJAxZCiAre+t575lY0dVWY6yJ02eVxXmrr50J/+opeu6a6l33Dztc6vfvE8u+FHd7tBmjMWnGDfvOoS+/AJs0z1KV9n47WgDkAfeXKZLXv0DndZ5Y8aObxr3A+15dW33nfztNwZp51gt/3qD135qqPnpDqXv7mqa126gkYH6woE6Oz/A79cbLv3VZnXfqWvWLXRlK581aegwgOPPG9/fuR2d92B/VG+AgDfXPLv9uvbbnTz1e69lQe73FVG20BpylPb1cf6hkb73nWXuxYyUfprT91tc2ZMdq10dc+iay9161Te6PLhdu3iX3T1N1idE8aWa3VhJ/Vn5ZrNXfXK8ZKrltjmil1dabq66Of/+Ui3ekJtU7VX+5TWrX6prUu/e6W7rPyjvU1VsQJGZ37sJLe9Wqe2mdalPAUt5CQvtUXTxecv7PNqqZ51Bu4XobaT1hm4XbV91YbA4JHmmRBAAAEEfCCQZE0kAJJkG4TmIIAAAggkTkAHeTr4nzV9knsA7bVEB6I6IPXmdXC+cesuu/5rF3tJbnkt9/qKNV1pod4oUHHpP37czVYw5bRT5rnL90xTkEFtUkEFNBTo0HtNF5y1wIqHFFrlgRrNBp10wKgDZR3we4EHre8bX/2sG8TRQmqLDkT1XpMOgHWQWt/QpNlek+p89qU3TQEh1aUCstEB/wsvv61Z9xYIrfPXv3vKHTz0lrseMs17bVAhHdjf8r2rutqh/ihdV97o9Xd/fMEuueAMN3Chea3r8ovPMh2Uqw3aBu+8t6FbO1T/v3zlsyoedHri+VdNQYhAR13xs2vvAdu6fa8bvOpZZ9CKgiSqP4H7gxyDpXntVxXJsk3VFk0KGHk2slSAw9sH5SMneamspp7bTGk9p551yl9BoZ7lAueVr0CLtrnS9argj9qkeSYEEEDATwK0NbkECIAk1/agNQgggAACcRY4XNdgOlOvS+11+4hWr7PyOujS+2BTZVW1rdlQ4V61oeU0aVldTaHyOkA/57IbTenepKsglDeYSVcnePXpihG1QW0JVaeCIwqSzJ0xJVSRfqerzp27K7vMvPY8/tzybnXpQFpBEV01oANpzXcr0GOmqDDfvRJmy7Y97tUYugJAVw949etVdXmLqd/jRo+wKRNHe0l9vurAWu1UXd6kbX+4tt5dVnVmZGRY+Yj4jWGRDNvU7XyQH1MnjXGv5FEwTDY9vRWQUEBD2yzI4gNOUvDI2076PdLv04ArY0EEEEi0AOtHIKkECIAk1eagMQgggAAC8RboOQiqd4tLX+3Q2X3dJqBbAQInndXXgaEGgwxM7ysAEG59OgDUgaCCArodQPVq3WpDuOVilTe0uMh024vaETjpLH2wdSrwECy9rzRdPRBYv97LVb59LRsq/8KzT3Nv8VBd3uTdIqNldDuSgjF6H8sp2bZpLPva37r1u6Jto0Ckbi1SsE/7v8z6WxflEUi8AC1AAIFkEiAAkkxbg7YggAACCPhCoLys1Do7O8PefhLNjuiqC13JEXjLSM/6dba+Z5quZKita3AHdO2ZN9B51ZmRkWG6IiBcHbriRbd76CD2peXvurfChCuvqwx06436oatvdAtEuMCJtoFuydCtGT3r9Zbvma4xVhRE8m4r6pmvebVBbdH7WE6RbFP1Uds9sB3yj/Y2Daw/8L2u7PACQmpLT28FJLSNtc0Cl4v0fajt5C3vBUIUbIvn75u3fl6jJEA1CCCAQBIJEABJoo1BUxBAAAEE/CGg2y50O4A3CKnXag3eqAN/bz6ar7rtxBsfQ/VqME2dHdd7b1q7cZs7loU3rysldIuCxuDQwarSdfCvJ9DoVfP9nbw6NeipxuHwlle/1X/NK135GvdDB7Ea4FTzSld+sEn90cG2xiRRvncbhFen0tQH3TKitnvbQGO2aN7Lv/M3j+qtO3njV7gzzo+PzJ9tMtLTR5xZ938tqzpVt9atNmisEDfT+aF29XR2kqPyfyTbtGcZzz+a2zRYZ7StNIaLxl1RoMLz1tgsXnnPabC3WAVuJ22Pf/n+ne54LN56KquqLSMjvrcmeeuOxit1IIAAAggkjwABkOTZFrQEAQQQQMAnAjog1K0yCi7o8nxvPAkNODrYg8FgBBpkVAOxagwMb13Hz55mgbfAKNCgMTc0poXKeIED3ZYS2E6NVbJv/8GuwUeDra+vNNWpoIa3Lq1PAQ4FGBRIUGBIbVGbVJcGd9UAsUpXvtIUVAi005UZulpEtsrXsjrzr4Nw1a9J5XUVh8poUnmVVZ+8/KLCAiW5A9Tqag7leY+XleMTv13qDqSq8pqUrwUUWFCduspG21F5mno6q2w0JrWlr22qMnL2trsCNVq3/KO9TVVv4Jgr2rZqn7aD8mQjb20nuWiSU+CTfVQuyBQ2SQPHBm4nXdFz/Oxjuo0xo33rth9e4w6uG7YyMhFAAAEEEOhDgABIH0BkI4AAAgikroAO7gLHf+jZUx0Ua8wJleuZp3kdiGqsAm9SWS2jvFCTxghR8EQHlF6ZSNLUBm89ev38hR83rU/pXj2B7VGdwdK1rMopT2V6tkX1qd5I+qG6vMlz1HJa3luH1qO+aj1KV77SFLzROCbe8spXOeV5kwIAqtcro1e12ctXeS2ndG/y8rUerU/pqkN1abnAdOVpCmxrz/xgzqoncApm9kHaBwOq9kzTvNbvTcHWpf54+YHt1HsvXa+aV5tUXiay0bwmrUcW6pvmQ009x1zRcoFlVafq1vo09awzcN1eWaUF1qF2avLS1CbVo/q87aRlNO9NXrq3DK8IIIAAAggMVIAAyEDlWA4BBBBAAAEE+hagBAIIIIAAAgggkCQCBECSZEPQDAQQQACB1BSgVwgggAACCCCAAALJIUAAJDm2A61AAAEEUlWAfiHQS0C3Vui2B93+0CuThLgLhLpdJe4NYYUIIIAAAgjEWIAASIyBqR4BBNJdgP4jgAACCCCAAAIIIIBAMggQAEmGrUAbEEhlAfqGAAIIIIAAAggggAACCCSBAAGQJNgINCG1BegdAggggAACCCCAAAIIIIBA4gUIgCR+G6R6C+gfAggggAACCCCAAAIIIIAAAgkXIAAS803AChBAAAEEEEAAAQQQQAABBBBAINECsQ+AJLqHrB8BBBBAAAEEEEAAAQQQQAABBGIvkORrIACS5BuI5iGAAAIIIIAAAggggAACCPhDgFYmtwABkOTePrQOAQQQQAABBBBAAAEEEPCLAO1EIKkFCIAk9eahcQgggAACCCCAAAIIIOAfAVqKAALJLEAAJJm3Dm1DAAEEEEAAAQQQQMBPArQVAQQQSGIBAiBJvHFoGgIIIIAAAggggIC/BGgtAggggEDyCvz/AAAA//+iVk2jAAAABklEQVQDAJpHWEAV9GcnAAAAAElFTkSuQmCC"
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-           false,
-           false,
-           0
+           1,
+           true,
+           true,
+           95.68333333333334
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           [
-           7.254399,
-           6.3,
+           17.642366,
+           6.4,
            1,
            true,
            true,
-           86.33333333333333
+           85.75
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          ],
          "hovertemplate": "%{text}
Position: MID
Expected match points: %{x:.2f}
Actual points: %{y:.2f}
Raw score: %{customdata[0]:.2f}
SofaScore average rating: %{customdata[1]:.2f}
Starting chance: %{customdata[2]:.2f}
Played: %{customdata[3]}
Started: %{customdata[4]}
Minutes played: %{customdata[5]:.2f}",
@@ -8061,6 +8160,7 @@
          "name": "MID",
          "text": [
           "Joshua Kimmich",
+          "Jamal Musiala",
           "Tom Bischof",
           "Aleksandar Pavlović",
           "Michael Olise",
@@ -8069,27 +8169,26 @@
           "Chris Führich",
           "Angelo Stiller",
           "Jamie Leweling",
-          "Chema Andrés",
+          "Leo Sauer",
           "Bilal El Khannouss",
+          "Amara Condé",
           "Lukas Emanuel Petkov",
           "Lukasz Poreba",
           "Cole Campbell",
           "Francis Onyeka",
           "Maurice Krattenmacher",
-          "Noah Darvich",
-          "Jonas Hofmann",
           "Malik Tillman",
           "Aleix García",
           "Ibrahim Maza",
-          "Nathan Tella",
           "Ezequiél Fernández",
           "Tom Krauß",
           "Ellyes Skhiri",
           "Jan Thielmann",
           "Ísak Jóhannesson",
-          "Said El Mala",
           "Alessio Castro-Montes",
           "Paul Okon-Engstler",
+          "Reigan Heskey",
+          "Mikey Moore",
           "Andrej Kramarić",
           "Patrick Wimmer",
           "Leon Avdullahu",
@@ -8108,42 +8207,43 @@
           "Can Uzun",
           "Farès Chaïbi",
           "Oscar Højlund",
-          "Love Arrhov",
           "Ayoube Amaimouni",
           "Raphael Onyedika",
           "Nadiem Amiri",
+          "Lennard Maloney",
           "Jae-Sung Lee",
           "Kaishu Sano",
           "Otto Ruoppi",
           "Raphael Obermair",
           "Oliver Batista Meier",
-          "Tom Baack",
           "Gabriel Vidović",
           "Laurin Ulrich",
           "Santiago Castañeda",
-          "Rocco Reitz",
           "Brajan Gruda",
           "Nicolas Seiwald",
-          "Arthur Vermeeren",
           "Antonio Nusa",
+          "Andrija Maksimovic",
           "Ezechiel Banzuzi",
+          "Neil El Aynaoui",
           "Kevin Stöger",
           "Robin Hack",
+          "Nicolas Kühn",
           "Philipp Sander",
           "Franck Honorat",
           "Wael Mohya",
           "Hugo Bolin",
+          "Mathieu Nguefack",
           "Marcel Sabitzer",
           "Felix Nmecha",
           "Joey Veerman",
+          "Carney Chukwuemeka",
           "Jobe Bellingham",
-          "Samuele Inácio",
           "Konstantinos Karetsas",
-          "Giannis Konstantelias",
-          "Bakery Jatta",
+          "Ethan Nwaneri",
           "Nicolai Remberg",
           "Albert Sambi Lokonga",
           "Albert Grønbæk",
+          "Fábio Vieira",
           "Martin Adeline",
           "Bilal Nadir",
           "Vincenzo Grifo",
@@ -8152,36 +8252,34 @@
           "Yannik Engelhardt",
           "Derry Scherhant",
           "Yuito Suzuki",
-          "Cyriaque Irié",
           "Eren Sami Dinkçi",
           "Ludovit Reis",
-          "Jens Stage",
           "Senne Lynen",
           "Marco Grüll",
           "Chuki",
-          "Samuel Mbangula",
-          "Patrice Covic",
           "Dariusz Stalmach",
+          "Youri Regeer",
           "Marius Wolf",
-          "Yannik Keitel",
+          "Arijon Ibrahimović",
           "Mert Kömür",
           "Robin Fellhauer",
           "Fabian Rieder",
+          "Alexis Claude-Maurice",
           "Han-Noah Massengo",
-          "Ron Schallenberg",
           "Soufiane El-Faouzi",
           "Dejan Ljubičić",
           "Éric Dina Ebimbe",
+          "Luca Vozar",
           "Satoshi Tanaka",
           "Adil Aouchiche"
          ],
          "type": "scatter",
          "x": {
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           "dtype": "f8"
          },
          "y": {
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         }
@@ -8962,8 +9060,8 @@
         },
         "xaxis": {
          "range": [
-          -0.12509025270758126,
-          2.6268953068592062
+          0.17508361204013367,
+          2.7245819397993305
          ],
          "title": {
           "text": "Pre-match expected match points"
@@ -8971,8 +9069,8 @@
         },
         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
          ],
          "title": {
           "text": "Actual Kickbase points"
@@ -8980,7 +9078,7 @@
         }
        }
       },
-      "image/png": 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"
+      "image/png": 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Position: FOR
Expected match points: %{x:.2f}
Actual points: %{y:.2f}
Raw score: %{customdata[0]:.2f}
SofaScore average rating: %{customdata[1]:.2f}
Starting chance: %{customdata[2]:.2f}
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@@ -9485,24 +9559,23 @@
           "Luis Díaz",
           "Ismael Saibari",
           "Ermedin Demirović",
-          "Tiago Tomás",
-          "Dzenan Pejcinovic",
+          "Dzenan Pejčinović",
           "Deniz Undav",
-          "Luca Schnellbacher",
+          "Noel Futkeu",
           "David Mokwa",
+          "Moussa Diaby",
           "Patrik Schick",
-          "Victor Boniface",
           "Christian Kofane",
           "Afonso Moreira",
           "Linton Maina",
           "Marius Bülter",
           "Ragnar Ache",
-          "Thijs Dallinga",
+          "Tim Lemperle",
           "Bambasé Conté",
           "Adam Hložek",
           "Max Moerstedt",
           "Adam Daghim",
-          "Marin Ljubicic",
+          "Marin Ljubičić",
           "Emmanuel Latte Lath",
           "Jonathan Burkardt",
           "Younes Ebnoutalib",
@@ -9513,42 +9586,40 @@
           "Steffen Tigges",
           "Marvin Pieringer",
           "Stefano Marino",
-          "Albert Frank Millgramm",
+          "Rayan Philippe",
           "Christopher Nkunku",
+          "Marc Guiu",
           "Johan Bakayoko",
           "Tidiam Gomis",
-          "Conrad Harder",
           "Tim Kleindienst",
           "Isac Lidberg",
           "Serhou Guirassy",
           "Maximilian Beier",
-          "Yussuf Poulsen",
-          "Rayan Philippe",
+          "Fábio Silva",
           "Otto Stange",
           "Patson Daka",
           "Terem Moffi",
-          "Lucas Höler",
           "Igor Matanović",
           "Keisuke Goto",
           "Niclas Füllkrug",
           "Cédric Itten",
-          "Justin Njinmah",
           "Salim Amani Musah",
           "Paul Erevbenagie",
           "Michael Gregoritsch",
           "Anton Kade",
           "Rodrigo Ribeiro",
+          "Kenan Karaman",
           "Edin Džeko",
           "Junior Adamu",
           "Moussa Sylla"
          ],
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+          "bdata": "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",
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@@ -10329,8 +10400,8 @@
         },
         "xaxis": {
          "range": [
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-          2.6268953068592062
+          0.17508361204013367,
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          "title": {
           "text": "Pre-match expected match points"
@@ -10338,8 +10409,8 @@
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         "yaxis": {
          "range": [
-          -100.6,
-          418.6
+          -54.900000000000006,
+          338.9
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          "title": {
           "text": "Actual Kickbase points"
@@ -10347,7 +10418,7 @@
         }
        }
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -10428,7 +10499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 14,
    "id": "expected-nonappearance-metrics",
    "metadata": {},
    "outputs": [
@@ -10463,22 +10534,22 @@
        "  \n",
        "    \n",
        "      excluding expected non-appearances\n",
-       "      71.16\n",
-       "      98.964\n",
-       "      -0.682\n",
-       "      0.487\n",
-       "      0.233\n",
+       "      51.007\n",
+       "      68.924\n",
+       "      0.206\n",
+       "      0.503\n",
+       "      0.387\n",
        "    \n",
        "  \n",
        "\n",
        ""
       ],
       "text/plain": [
-       "                                      mae    rmse     r2  \\\n",
-       "excluding expected non-appearances  71.16  98.964 -0.682   \n",
+       "                                       mae    rmse     r2  \\\n",
+       "excluding expected non-appearances  51.007  68.924  0.206   \n",
        "\n",
        "                                    spearman_correlation  top_decile_precision  \n",
-       "excluding expected non-appearances                 0.487                 0.233  "
+       "excluding expected non-appearances                 0.503                 0.387  "
       ]
      },
      "metadata": {},
@@ -10488,13 +10559,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Excluded 169 of 469 players: zero predicted starting chance and no appearance.\n"
+      "Excluded 159 of 462 players: zero predicted starting chance and no appearance.\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "89fe932059664a7ab31644efb29efba3",
+       "model_id": "d94d98bd9bcb401582a3ca0fe2622dee",
        "version_major": 2,
        "version_minor": 0
       },
@@ -10564,7 +10635,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 15,
    "id": "lineup-source-metrics",
    "metadata": {},
    "outputs": [
@@ -10617,55 +10688,55 @@
        "  \n",
        "    \n",
        "      LigaInsider\n",
-       "      469\n",
-       "      0.083\n",
-       "      0.935\n",
-       "      189\n",
-       "      0.894\n",
-       "      0.854\n",
-       "      16\n",
-       "      0.869\n",
-       "      0.841\n",
-       "      0.082\n",
+       "      462\n",
+       "      0.076\n",
+       "      0.948\n",
+       "      198\n",
+       "      0.899\n",
+       "      0.886\n",
+       "      18\n",
+       "      0.899\n",
+       "      0.855\n",
+       "      0.100\n",
        "    \n",
        "    \n",
        "      Kickbase\n",
-       "      469\n",
-       "      0.080\n",
-       "      0.932\n",
-       "      189\n",
-       "      0.910\n",
-       "      0.869\n",
-       "      16\n",
-       "      0.881\n",
-       "      0.853\n",
-       "      0.073\n",
+       "      462\n",
+       "      0.066\n",
+       "      0.960\n",
+       "      200\n",
+       "      0.905\n",
+       "      0.900\n",
+       "      18\n",
+       "      0.909\n",
+       "      0.867\n",
+       "      0.090\n",
        "    \n",
        "    \n",
        "      Kicker\n",
-       "      469\n",
-       "      0.130\n",
-       "      0.863\n",
-       "      187\n",
+       "      462\n",
+       "      0.113\n",
+       "      0.885\n",
+       "      199\n",
+       "      0.874\n",
        "      0.866\n",
-       "      0.818\n",
-       "      10\n",
-       "      0.836\n",
-       "      0.818\n",
-       "      0.092\n",
+       "      18\n",
+       "      0.874\n",
+       "      0.866\n",
+       "      0.096\n",
        "    \n",
        "    \n",
        "      RotoWire\n",
-       "      469\n",
-       "      0.109\n",
-       "      0.885\n",
-       "      189\n",
+       "      462\n",
+       "      0.101\n",
+       "      0.897\n",
+       "      198\n",
        "      0.889\n",
-       "      0.848\n",
-       "      11\n",
        "      0.876\n",
-       "      0.848\n",
-       "      0.077\n",
+       "      18\n",
+       "      0.889\n",
+       "      0.875\n",
+       "      0.084\n",
        "    \n",
        "  \n",
        "\n",
@@ -10674,38 +10745,38 @@
       "text/plain": [
        "             evaluated players  Brier score (lower better)  \\\n",
        "source                                                       \n",
-       "LigaInsider                469                       0.083   \n",
-       "Kickbase                   469                       0.080   \n",
-       "Kicker                     469                       0.130   \n",
-       "RotoWire                   469                       0.109   \n",
+       "LigaInsider                462                       0.076   \n",
+       "Kickbase                   462                       0.066   \n",
+       "Kicker                     462                       0.113   \n",
+       "RotoWire                   462                       0.101   \n",
        "\n",
        "             ROC-AUC (higher better)  predicted starters (≥ 0.50)  \\\n",
        "source                                                              \n",
-       "LigaInsider                    0.935                          189   \n",
-       "Kickbase                       0.932                          189   \n",
-       "Kicker                         0.863                          187   \n",
-       "RotoWire                       0.885                          189   \n",
+       "LigaInsider                    0.948                          198   \n",
+       "Kickbase                       0.960                          200   \n",
+       "Kicker                         0.885                          199   \n",
+       "RotoWire                       0.897                          198   \n",
        "\n",
        "             precision (≥ 0.50)  recall (≥ 0.50)  top-11 eligible teams  \\\n",
        "source                                                                    \n",
-       "LigaInsider               0.894            0.854                     16   \n",
-       "Kickbase                  0.910            0.869                     16   \n",
-       "Kicker                    0.866            0.818                     10   \n",
-       "RotoWire                  0.889            0.848                     11   \n",
+       "LigaInsider               0.899            0.886                     18   \n",
+       "Kickbase                  0.905            0.900                     18   \n",
+       "Kicker                    0.874            0.866                     18   \n",
+       "RotoWire                  0.889            0.876                     18   \n",
        "\n",
        "             top-11 hit rate  mean chance: actual starters  \\\n",
        "source                                                       \n",
-       "LigaInsider            0.869                         0.841   \n",
-       "Kickbase               0.881                         0.853   \n",
-       "Kicker                 0.836                         0.818   \n",
-       "RotoWire               0.876                         0.848   \n",
+       "LigaInsider            0.899                         0.855   \n",
+       "Kickbase               0.909                         0.867   \n",
+       "Kicker                 0.874                         0.866   \n",
+       "RotoWire               0.889                         0.875   \n",
        "\n",
        "             mean chance: actual non-starters  \n",
        "source                                         \n",
-       "LigaInsider                             0.082  \n",
-       "Kickbase                                0.073  \n",
-       "Kicker                                  0.092  \n",
-       "RotoWire                                0.077  "
+       "LigaInsider                             0.100  \n",
+       "Kickbase                                0.090  \n",
+       "Kicker                                  0.096  \n",
+       "RotoWire                                0.084  "
       ]
      },
      "metadata": {},
@@ -10779,7 +10850,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 16,
    "id": "shallow-tensorflow-fit-code",
    "metadata": {},
    "outputs": [
@@ -10823,11 +10894,11 @@
        "  \n",
        "    \n",
        "      one-layer TensorFlow holdout\n",
-       "      41.337\n",
-       "      63.757\n",
-       "      0.288\n",
-       "      0.593\n",
-       "      0.3\n",
+       "      41.856\n",
+       "      62.333\n",
+       "      0.411\n",
+       "      0.703\n",
+       "      0.4\n",
        "    \n",
        "  \n",
        "\n",
@@ -10835,10 +10906,10 @@
       ],
       "text/plain": [
        "                                 mae    rmse     r2  spearman_correlation  \\\n",
-       "one-layer TensorFlow holdout  41.337  63.757  0.288                 0.593   \n",
+       "one-layer TensorFlow holdout  41.856  62.333  0.411                 0.703   \n",
        "\n",
        "                              top_decile_precision  \n",
-       "one-layer TensorFlow holdout                   0.3  "
+       "one-layer TensorFlow holdout                   0.4  "
       ]
      },
      "metadata": {},
@@ -10877,18 +10948,18 @@
        "  \n",
        "    \n",
        "      Total lineup score\n",
-       "      36.818001\n",
-       "      0.714\n",
+       "      43.007\n",
+       "      0.734\n",
        "    \n",
        "    \n",
        "      Current form (SofaScore average rating)\n",
-       "      1.654000\n",
-       "      0.032\n",
+       "      0.000\n",
+       "      0.000\n",
        "    \n",
        "    \n",
        "      Expected match points (odds)\n",
-       "      13.083000\n",
-       "      0.254\n",
+       "      15.567\n",
+       "      0.266\n",
        "    \n",
        "  \n",
        "\n",
@@ -10897,15 +10968,15 @@
       "text/plain": [
        "                                         standardised weight  \\\n",
        "input                                                          \n",
-       "Total lineup score                                 36.818001   \n",
-       "Current form (SofaScore average rating)             1.654000   \n",
-       "Expected match points (odds)                       13.083000   \n",
+       "Total lineup score                                    43.007   \n",
+       "Current form (SofaScore average rating)                0.000   \n",
+       "Expected match points (odds)                          15.567   \n",
        "\n",
        "                                         relative importance  \n",
        "input                                                         \n",
-       "Total lineup score                                     0.714  \n",
-       "Current form (SofaScore average rating)                0.032  \n",
-       "Expected match points (odds)                           0.254  "
+       "Total lineup score                                     0.734  \n",
+       "Current form (SofaScore average rating)                0.000  \n",
+       "Expected match points (odds)                           0.266  "
       ]
      },
      "metadata": {},
@@ -10915,7 +10986,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "TensorFlow 2.21.0; one Dense layer; trained for 289 epochs; intercept: 41.108.\n"
+      "TensorFlow 2.21.0; one Dense layer; trained for 400 epochs; intercept: 46.900.\n"
      ]
     }
    ],
@@ -11005,7 +11076,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 17,
    "id": "tensorflow-expected-points-chart",
    "metadata": {},
    "outputs": [
@@ -11040,18 +11111,18 @@
        "  \n",
        "    \n",
        "      TensorFlow expected-points metric (all valid rows)\n",
-       "      36.337\n",
-       "      56.272\n",
-       "      0.358\n",
-       "      0.644\n",
-       "      0.404\n",
+       "      35.902\n",
+       "      55.017\n",
+       "      0.422\n",
+       "      0.648\n",
+       "      0.298\n",
        "    \n",
        "    \n",
        "      n × lineup × form × odds (all valid rows)\n",
-       "      32.619\n",
-       "      55.274\n",
-       "      0.380\n",
-       "      0.659\n",
+       "      33.780\n",
+       "      55.389\n",
+       "      0.414\n",
+       "      0.644\n",
        "      0.383\n",
        "    \n",
        "  \n",
@@ -11060,15 +11131,15 @@
       ],
       "text/plain": [
        "                                                       mae    rmse     r2  \\\n",
-       "TensorFlow expected-points metric (all valid rows)  36.337  56.272  0.358   \n",
-       "n × lineup × form × odds (all valid rows)           32.619  55.274  0.380   \n",
+       "TensorFlow expected-points metric (all valid rows)  35.902  55.017  0.422   \n",
+       "n × lineup × form × odds (all valid rows)           33.780  55.389  0.414   \n",
        "\n",
        "                                                    spearman_correlation  \\\n",
-       "TensorFlow expected-points metric (all valid rows)                 0.644   \n",
-       "n × lineup × form × odds (all valid rows)                          0.659   \n",
+       "TensorFlow expected-points metric (all valid rows)                 0.648   \n",
+       "n × lineup × form × odds (all valid rows)                          0.644   \n",
        "\n",
        "                                                    top_decile_precision  \n",
-       "TensorFlow expected-points metric (all valid rows)                 0.404  \n",
+       "TensorFlow expected-points metric (all valid rows)                 0.298  \n",
        "n × lineup × form × odds (all valid rows)                          0.383  "
       ]
      },
@@ -11079,7 +11150,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Best-fit n: 9.4739\n"
+      "Best-fit n: 10.5385\n"
      ]
     },
     {
@@ -11090,38 +11161,38 @@
          "customdata": [
           [
            "Jonathan Tah",
-           17.362527,
-           1,
-           6.94,
-           2.501805054151625,
-           1,
-           1,
-           1,
+           98.80184,
+           0.5827586206896551,
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+           0,
            1,
            true,
-           false,
-           11.55
+           true,
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            "Manuel Neuer",
-           17.337509,
+           176.21454,
            1,
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+           7.13,
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            "Sven Ulreich",
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            0,
            0,
-           2.501805054151625,
+           2.6086956521739126,
            0,
            0,
            0,
@@ -11132,24 +11203,24 @@
           ],
           [
            "Joshua Kimmich",
-           18.513357,
+           187.336075,
            1,
-           7.4,
-           2.501805054151625,
+           7.58,
+           2.6086956521739126,
            1,
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-           96.11666666666666
+           95.68333333333334
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            "Serge Gnabry",
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-           2.501805054151625,
+           2.6086956521739126,
            0,
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@@ -11160,80 +11231,80 @@
           ],
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            "Dayot Upamecano",
-           9.698377,
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+           195.244722,
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           [
            "Konrad Laimer",
-           15.886462,
-           1,
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-           1,
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            1,
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           [
            "Josip Stanišić",
-           12.703937,
-           0.7489540403776932,
-           6.78,
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            false,
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           ],
           [
            "Alphonso Davies",
-           0,
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           ],
           [
            "Jamal Musiala",
            0,
            0,
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-           2.501805054151625,
+           2.6086956521739126,
            0,
            0,
            0,
            0,
+           true,
            false,
-           false,
-           0
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           ],
           [
            "Jonas Urbig",
            0,
            0,
-           6.7,
-           2.501805054151625,
+           6.3,
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            0,
            0,
            0,
@@ -11244,13 +11315,13 @@
           ],
           [
            "Hiroki Ito",
+           33.858895,
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            0,
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            false,
            false,
@@ -11258,136 +11329,122 @@
           ],
           [
            "Tom Bischof",
-           1.907579,
-           0.1089258698940998,
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-          [
-           "Arijon Ibrahimović",
            0,
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           [
            "Nathaniel Brown",
-           18.163105,
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-           1,
-           1,
-           1,
+           53.514179,
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           ],
           [
            "Aleksandar Pavlović",
-           17.612708,
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           [
            "Kim Minjae",
-           8.306683,
-           0.4689655172413793,
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           [
            "Harry Kane",
-           17.137365,
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           [
            "Michael Olise",
-           19.514079,
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-           1,
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-           true,
-           96.11666666666666
+           false,
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           ],
           [
            "Lennart Karl",
-           0,
-           0,
-           0,
-           2.501805054151625,
-           0,
-           0,
-           0,
+           85.963924,
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            true,
-           false,
-           11.583333333333334
+           true,
+           58.416666666666664
           ],
           [
            "Luis Díaz",
-           17.71278,
+           175.473104,
            1,
-           7.08,
-           2.501805054151625,
+           7.1,
+           2.6086956521739126,
            1,
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            true,
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-           96.11666666666666
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           [
            "Bara Sapoko Ndiaye",
            0,
            0,
-           6.55,
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+           0,
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            0,
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@@ -11398,24 +11455,24 @@
           ],
           [
            "Ismael Saibari",
-           2.321786,
-           0.142120089728207,
-           6.53,
-           2.501805054151625,
-           0.1225416036308623,
-           0.3103448275862069,
-           0,
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+           112.75617,
+           0.6689655172413793,
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+           0.6896551724137931,
+           0.3103448275862068,
+           1,
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-           false,
-           34.666666666666664
+           true,
+           58.5
           ],
           [
            "Tim Binder",
            0,
            0,
-           6.4,
-           2.501805054151625,
+           6.6,
+           2.6086956521739126,
            0,
            0,
            0,
@@ -11426,38 +11483,38 @@
           ],
           [
            "Maximilian Mittelstädt",
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         "xaxis": {
          "range": [
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          "title": {
           "text": "Expected Kickbase points"
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          "scaleanchor": "x",
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"
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Actual points: %{y:.1f}
Formula: 9.4739 × lineup score × recent form × odds
Lineup score / recent form / odds: %{customdata[2]:.2f} / %{customdata[3]:.2f} / %{customdata[4]:.2f}
Played / started / minutes: %{customdata[5]} / %{customdata[6]} / %{customdata[7]:.0f}",
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Product-formula expected points: %{x:.1f}
Actual points: %{y:.1f}
Formula: 10.5385 × lineup score × recent form × odds
Lineup score / recent form / odds: %{customdata[2]:.2f} / %{customdata[3]:.2f} / %{customdata[4]:.2f}
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         "xaxis": {
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          "title": {
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"
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -24146,7 +24049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 18,
    "id": "fb320299",
    "metadata": {},
    "outputs": [
@@ -24183,70 +24086,70 @@
        "      1\n",
        "      47\n",
        "      0.00\n",
-       "      8.40\n",
+       "      17.00\n",
        "    \n",
        "    \n",
        "      1\n",
        "      2\n",
-       "      47\n",
+       "      46\n",
        "      0.00\n",
-       "      14.94\n",
+       "      7.96\n",
        "    \n",
        "    \n",
        "      2\n",
        "      3\n",
-       "      47\n",
+       "      46\n",
        "      0.00\n",
-       "      15.72\n",
+       "      16.09\n",
        "    \n",
        "    \n",
        "      3\n",
        "      4\n",
-       "      47\n",
+       "      46\n",
        "      0.00\n",
-       "      5.66\n",
+       "      7.26\n",
        "    \n",
        "    \n",
        "      4\n",
        "      5\n",
-       "      47\n",
-       "      0.00\n",
-       "      13.79\n",
+       "      46\n",
+       "      0.98\n",
+       "      13.09\n",
        "    \n",
        "    \n",
        "      5\n",
        "      6\n",
        "      46\n",
-       "      1.89\n",
-       "      33.24\n",
+       "      19.22\n",
+       "      30.59\n",
        "    \n",
        "    \n",
        "      6\n",
        "      7\n",
-       "      47\n",
-       "      4.49\n",
-       "      54.91\n",
+       "      46\n",
+       "      45.71\n",
+       "      54.52\n",
        "    \n",
        "    \n",
        "      7\n",
        "      8\n",
-       "      47\n",
-       "      7.52\n",
-       "      74.94\n",
+       "      46\n",
+       "      71.37\n",
+       "      95.89\n",
        "    \n",
        "    \n",
        "      8\n",
        "      9\n",
-       "      47\n",
-       "      10.67\n",
-       "      105.64\n",
+       "      46\n",
+       "      99.66\n",
+       "      105.07\n",
        "    \n",
        "    \n",
        "      9\n",
        "      10\n",
        "      47\n",
-       "      15.66\n",
-       "      134.87\n",
+       "      139.05\n",
+       "      150.96\n",
        "    \n",
        "  \n",
        "\n",
@@ -24254,16 +24157,16 @@
       ],
       "text/plain": [
        "   prediction_decile  players  mean_prediction  mean_actual\n",
-       "0                  1       47             0.00         8.40\n",
-       "1                  2       47             0.00        14.94\n",
-       "2                  3       47             0.00        15.72\n",
-       "3                  4       47             0.00         5.66\n",
-       "4                  5       47             0.00        13.79\n",
-       "5                  6       46             1.89        33.24\n",
-       "6                  7       47             4.49        54.91\n",
-       "7                  8       47             7.52        74.94\n",
-       "8                  9       47            10.67       105.64\n",
-       "9                 10       47            15.66       134.87"
+       "0                  1       47             0.00        17.00\n",
+       "1                  2       46             0.00         7.96\n",
+       "2                  3       46             0.00        16.09\n",
+       "3                  4       46             0.00         7.26\n",
+       "4                  5       46             0.98        13.09\n",
+       "5                  6       46            19.22        30.59\n",
+       "6                  7       46            45.71        54.52\n",
+       "7                  8       46            71.37        95.89\n",
+       "8                  9       46            99.66       105.07\n",
+       "9                 10       47           139.05       150.96"
       ]
      },
      "metadata": {},
@@ -24271,7 +24174,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "
"
       ]
@@ -24304,7 +24207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 19,
    "id": "683de20d",
    "metadata": {},
    "outputs": [
diff --git a/notebooks/09_reflection/02_sofascore_ratings_vs_kickbase_points.ipynb b/notebooks/09_reflection/02_sofascore_ratings_vs_kickbase_points.ipynb
new file mode 100644
index 0000000..fa4bbe8
--- /dev/null
+++ b/notebooks/09_reflection/02_sofascore_ratings_vs_kickbase_points.ipynb
@@ -0,0 +1,10552 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "rating-points-00",
+   "metadata": {},
+   "source": [
+    "# SofaScore ratings vs derived Kickbase points — last five matches\n",
+    "\n",
+    "Uses the newest JSON recording of each dataset, selected by its `generated_at` timestamp. The window is each team's last five **overall matches** (all competitions), taken from the rating export's recorded team-form source. It is not the player's last five appearances. Only players retained by the source exports' eligibility rules are available.\n",
+    "\n",
+    "The scatter plots compare ratings with estimated points, first per match and then as player averages over **the same matched games**. The player view places both series on separate, labelled axes. Missing ratings or points remain gaps, never zeros. Kickbase points are SofaScore-based approximations, including proxy awards, rather than official Kickbase results.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "rating-points-01",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ratings: team_player_average_ratings_2026-09-10_13-04-32_944696+0200.json\n",
+      "  Recorded: 2026-09-10T13:04:32+02:00\n",
+      "  Team-form source: team_form_2026-09-10_13-03-24_642850+0200.json\n",
+      "Derived points: overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.json\n",
+      "  Recorded: 2026-09-10T13:07:08+02:00\n",
+      "  Team-form source: team_form_2026-09-10_13-03-24_642850+0200.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "import json\n",
+    "import sys\n",
+    "from datetime import datetime, timezone\n",
+    "from pathlib import Path\n",
+    "\n",
+    "import pandas as pd\n",
+    "import plotly.express as px\n",
+    "import plotly.graph_objects as go\n",
+    "from plotly.subplots import make_subplots\n",
+    "import ipywidgets as widgets\n",
+    "from IPython.display import display\n",
+    "\n",
+    "\n",
+    "def locate_project_root():\n",
+    "    for start in (Path.cwd().resolve(), Path(globals().get('__vsc_ipynb_file__', '.')).resolve()):\n",
+    "        for candidate in (start, *start.parents):\n",
+    "            if (candidate / 'project_paths.py').is_file():\n",
+    "                return candidate\n",
+    "    raise FileNotFoundError('Could not locate project_paths.py. Run from the project directory.')\n",
+    "\n",
+    "\n",
+    "PROJECT_ROOT = locate_project_root()\n",
+    "if str(PROJECT_ROOT) not in sys.path:\n",
+    "    sys.path.insert(0, str(PROJECT_ROOT))\n",
+    "from project_paths import (\n",
+    "    SOFASCORE_PLAYER_AVERAGE_RATINGS_DIR,\n",
+    "    SOFASCORE_PLAYER_KICKBASE_POINT_AVERAGES_DIR,\n",
+    "    SOFASCORE_TEAM_FORM_DIR,\n",
+    ")\n",
+    "\n",
+    "\n",
+    "def latest_recording(directory, pattern):\n",
+    "    candidates = []\n",
+    "    for path in directory.glob(pattern):\n",
+    "        payload = json.loads(path.read_text(encoding='utf-8'))\n",
+    "        timestamp = datetime.fromisoformat(payload['generated_at'].replace('Z', '+00:00'))\n",
+    "        if timestamp.tzinfo is None:\n",
+    "            timestamp = timestamp.replace(tzinfo=timezone.utc)\n",
+    "        candidates.append((timestamp, path.name, path, payload))\n",
+    "    if not candidates:\n",
+    "        raise FileNotFoundError(f'No {pattern} found in {directory}. Run the source notebook first.')\n",
+    "    _, _, path, payload = max(candidates, key=lambda item: item[:2])\n",
+    "    return path, payload\n",
+    "\n",
+    "\n",
+    "rating_path, ratings = latest_recording(SOFASCORE_PLAYER_AVERAGE_RATINGS_DIR, 'team_player_average_ratings_*.json')\n",
+    "points_path, points = latest_recording(SOFASCORE_PLAYER_KICKBASE_POINT_AVERAGES_DIR, 'overall_player_kickbase_point_averages_*.json')\n",
+    "for label, path, payload in [('Ratings', rating_path, ratings), ('Derived points', points_path, points)]:\n",
+    "    print(f'{label}: {path.name}\\n  Recorded: {payload[\"generated_at\"]}\\n  Team-form source: {payload[\"source_file\"]}')\n",
+    "if ratings['source_file'] != points['source_file']:\n",
+    "    print('WARNING: Latest exports use different team histories. Only identical player/match IDs are compared; the rating source defines the five-match window.')\n",
+    "form_path = SOFASCORE_TEAM_FORM_DIR / Path(ratings['source_file']).name\n",
+    "if not form_path.is_file():\n",
+    "    raise FileNotFoundError(f'The recorded team-form source is required to identify the last five games: {form_path}')\n",
+    "form_document = json.loads(form_path.read_text(encoding='utf-8'))\n",
+    "form_teams = form_document[max(form_document, key=lambda value: datetime.fromisoformat(value))]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "rating-points-02",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1,012 paired player/matches across 330 players.\n",
+      "Rating only: 24 | Points only: 23 | Neither recorded: 671\n",
+      "Failed point fetches recorded in source: 22\n"
+     ]
+    }
+   ],
+   "source": [
+    "def flatten_players(payload, collection, value_field, output_field):\n",
+    "    rows = []\n",
+    "    for team_id, team in payload['teams'].items():\n",
+    "        for player in team.get('overall', {}).get('players', []):\n",
+    "            for match in player.get(collection, []):\n",
+    "                rows.append({'team_id': str(team_id), 'player_id': int(player['player_id']),\n",
+    "                             'match_id': int(match['match_id']), 'player_name': player['player_name'],\n",
+    "                             output_field: match.get(value_field)})\n",
+    "    frame = pd.DataFrame(rows, columns=['team_id', 'player_id', 'match_id', 'player_name', output_field])\n",
+    "    if frame.duplicated(['team_id', 'player_id', 'match_id']).any():\n",
+    "        raise ValueError(f'Duplicate player/match records in {output_field} export.')\n",
+    "    frame[output_field] = pd.to_numeric(frame[output_field], errors='coerce')\n",
+    "    return frame\n",
+    "\n",
+    "\n",
+    "rating_rows = flatten_players(ratings, 'ratings', 'rating', 'rating')\n",
+    "point_rows = flatten_players(points, 'match_calculations', 'calculated_kickbase_points', 'points')\n",
+    "window_rows = []\n",
+    "for team_id, team in form_teams.items():\n",
+    "    matches = sorted(team['overall_matches'], key=lambda match: pd.Timestamp(match['date']))[-5:]\n",
+    "    for slot, match in enumerate(matches, 1):\n",
+    "        window_rows.append({'team_id': str(team_id), 'team': team['team'],\n",
+    "                            'match_id': int(match['match_id']), 'slot': slot,\n",
+    "                            'date': match['date'], 'fixture': f\"{match['home_team']} vs {match['away_team']}\",\n",
+    "                            'competition': match.get('competition', '')})\n",
+    "windows = pd.DataFrame(window_rows)\n",
+    "windows['date'] = pd.to_datetime(windows['date'], utc=True)\n",
+    "keys = ['team_id', 'player_id', 'match_id']\n",
+    "roster = pd.concat([rating_rows[['team_id', 'player_id', 'player_name']],\n",
+    "                    point_rows[['team_id', 'player_id', 'player_name']]]).drop_duplicates(['team_id', 'player_id'])\n",
+    "comparison = roster.merge(windows, on='team_id', validate='many_to_many')\n",
+    "comparison = comparison.merge(rating_rows[keys + ['rating']], on=keys, how='left', validate='one_to_one')\n",
+    "comparison = comparison.merge(point_rows[keys + ['points']], on=keys, how='left', validate='one_to_one')\n",
+    "comparison = comparison.sort_values(['team', 'player_name', 'date']).reset_index(drop=True)\n",
+    "matched = comparison.dropna(subset=['rating', 'points']).copy()\n",
+    "if matched.empty:\n",
+    "    raise ValueError('No matching player/match pairs with both a rating and derived points.')\n",
+    "print(f'{len(matched):,} paired player/matches across {matched[[\"team_id\", \"player_id\"]].drop_duplicates().shape[0]} players.')\n",
+    "print(f'Rating only: {(comparison.rating.notna() & comparison.points.isna()).sum()} | '\n",
+    "      f'Points only: {(comparison.rating.isna() & comparison.points.notna()).sum()} | '\n",
+    "      f'Neither recorded: {(comparison.rating.isna() & comparison.points.isna()).sum()}')\n",
+    "print(f'Failed point fetches recorded in source: {len(points.get(\"failed_matches\", []))}')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "rating-points-03",
+   "metadata": {},
+   "source": [
+    "## Ratings and points across the five-match window\n",
+    "Each dot in the first graph is one player in one game. Hover for the player, fixture and match ID. The second graph averages each player's paired observations only, so both averages use identical games. Correlations describe association, not predictive accuracy.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "rating-points-04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
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+        {
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Team=1. FC Köln
SofaScore match rating=%{x}
Derived Kickbase points=%{y}
match_id=%{customdata[0]}
fixture=%{customdata[1]}
date=%{customdata[2]}
competition=%{customdata[3]}",
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+          "Alessio Castro-Montes",
+          "Alessio Castro-Montes",
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+          "Ellyes Skhiri",
+          "Ellyes Skhiri",
+          "Gideon Mensah",
+          "Gideon Mensah",
+          "Gideon Mensah",
+          "Jahmai Simpson-Pusey",
+          "Jahmai Simpson-Pusey",
+          "Jahmai Simpson-Pusey",
+          "Jan Uwe Thielmann",
+          "Jan Uwe Thielmann",
+          "Jan Uwe Thielmann",
+          "Linton Maina",
+          "Linton Maina",
+          "Linton Maina",
+          "Luka Lochoshvili",
+          "Luka Lochoshvili",
+          "Luka Lochoshvili",
+          "Marius Bülter",
+          "Marius Bülter",
+          "Marvin Schwäbe",
+          "Marvin Schwäbe",
+          "Marvin Schwäbe",
+          "Mikey Moore",
+          "Paul Okon-Engstler",
+          "Paul Okon-Engstler",
+          "Ragnar Ache",
+          "Ragnar Ache",
+          "Ragnar Ache",
+          "Reigan Heskey",
+          "Said El Mala",
+          "Said El Mala",
+          "Thijs Dallinga",
+          "Thijs Dallinga",
+          "Tom Krauß",
+          "Tom Krauß",
+          "Tom Krauß",
+          "Ísak Bergmann Jóhannesson",
+          "Ísak Bergmann Jóhannesson",
+          "Ísak Bergmann Jóhannesson"
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+          ],
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+           16434026,
+           "1. FC Union Berlin vs Eintracht Frankfurt",
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+          ],
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+          ],
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+          ],
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+          ],
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+           16434042,
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+          ],
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"
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Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
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Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
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Team=SV Werder Bremen
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
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+         "hovertext": [
+          "Niclas Füllkrug",
+          "Cédric Itten",
+          "Marco Grüll",
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+          "Senne Lynen",
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+          "Ludovit Reis",
+          "Olivier Deman",
+          "Karl Hein",
+          "Youri Regeer",
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+          "Eren Dinkçi",
+          "Chuki",
+          "Dariusz Stalmach",
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+          "Mick Schmetgens",
+          "Salim Musah",
+          "Paul Erevbenagie"
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Team=SC Freiburg
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Christian Günter",
+          "Matthias Ginter",
+          "Lukas Kübler",
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+          "Philipp Treu",
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+          "Mio Backhaus",
+          "Derry Scherhant",
+          "Maximilian Rosenfelder",
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+          "Berkay Yılmaz",
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+          "Cyriaque Irié"
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Team=1. FC Union Berlin
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Christopher Trimmel",
+          "Frederik Rønnow",
+          "Rani Khedira",
+          "Janik Haberer",
+          "Josip Juranović",
+          "Felix Uduokhai",
+          "Tim Skarke",
+          "Matheo Raab",
+          "Emmanuel Latte Lath",
+          "Michel Aebischer",
+          "András Schäfer",
+          "Woo-Yeong Jeong",
+          "Leopold Querfeld",
+          "Marin Ljubičić",
+          "Zeno Van Den Bosch",
+          "Aljoscha Kemlein",
+          "Tom Alexander Rothe",
+          "Livan Burcu"
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+         "legendgroup": "1. FC Union Berlin",
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Team=1. FSV Mainz 05
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Danny da Costa",
+          "Alexander Schwolow",
+          "Phillipp Mwene",
+          "Dominik Kohr",
+          "Silvan Widmer",
+          "Robin Zentner",
+          "Nadiem Amiri",
+          "Sheraldo Becker",
+          "Stefan Posch",
+          "Jae-sung Lee",
+          "Phillip Tietz",
+          "Anthony Caci",
+          "Ransford Yeboah Königsdörffer",
+          "Kaishu Sano",
+          "Fabio Gruber",
+          "Otto Ruoppi",
+          "Kacper Potulski"
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+         "legendgroup": "1. FSV Mainz 05",
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Team=SC Paderborn 07
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Raphael Obermair",
+          "Steffen Tigges",
+          "Oliver Batista Meier",
+          "Marvin Pieringer",
+          "Laurin Curda",
+          "Rayan Philippe",
+          "Nahuel Noll",
+          "Mattes Hansen",
+          "Gabriel Vidović",
+          "Tjark Lasse Scheller",
+          "Jano Ter-Horst",
+          "Laurin Ulrich",
+          "Stefano Marino",
+          "Santiago Castañeda",
+          "Jonah Sticker"
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+         "legendgroup": "SC Paderborn 07",
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+         "mode": "markers",
+         "name": "SC Paderborn 07",
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Team=TSG Hoffenheim
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Oliver Baumann",
+          "Andrej Kramarić",
+          "Vladimír Coufal",
+          "Bernardo",
+          "Ozan Kabak",
+          "Wouter Burger",
+          "Luca Philipp",
+          "Valentin Gendrey",
+          "Robin Hranáč",
+          "Adam Hložek",
+          "Patrick Wimmer",
+          "Albian Hajdari",
+          "Tim Lemperle",
+          "Adam Daghim",
+          "Bambasé Conté",
+          "Mats Rots",
+          "Max Moerstedt",
+          "Leon Avdullahu",
+          "Nathan De Cat",
+          "Natnael Abraha",
+          "Cajetan Lenz"
+         ],
+         "legendgroup": "TSG Hoffenheim",
+         "marker": {
+          "color": "#B6E880",
+          "symbol": "circle"
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+         "mode": "markers",
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Team=SV 07 Elversberg
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Luca Schnellbacher",
+          "Jan Gyamerah",
+          "Florian Yves Le Joncour",
+          "Amara Condé",
+          "Maximilian Rohr",
+          "Nicholas Mickelson",
+          "Łukasz Poręba",
+          "Lukas Petkov",
+          "Luca Sirch",
+          "Lukas Finn Pinckert",
+          "Lasse Günther",
+          "Noel Futkeu",
+          "Nicolas Kristof",
+          "Cole Campbell",
+          "Maurice Krattenmacher",
+          "Felix Keidel",
+          "Francis Onyeka",
+          "David Mokwa",
+          "Noah Darvich"
+         ],
+         "legendgroup": "SV 07 Elversberg",
+         "marker": {
+          "color": "#FF97FF",
+          "symbol": "circle"
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+         "mode": "markers",
+         "name": "SV 07 Elversberg",
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Team=FC Augsburg
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Michael Gregoritsch",
+          "Jeffrey Gouweleeuw",
+          "Marius Wolf",
+          "Finn Dahmen",
+          "Alexis Claude-Maurice",
+          "Robin Fellhauer",
+          "Yannik Keitel",
+          "Han-Noah Massengo",
+          "Fabian Rieder",
+          "Chrislain Matsima",
+          "Young-woo Seol",
+          "Calvin Brackelmann",
+          "Anton Kade",
+          "Arijon Ibrahimović",
+          "Rodrigo Ribeiro",
+          "Mert Kömür",
+          "Noahkai Banks",
+          "Hennes Behrens"
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+         "legendgroup": "FC Augsburg",
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+          "color": "#FECB52",
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+         "mode": "markers",
+         "name": "FC Augsburg",
+         "orientation": "v",
+         "showlegend": true,
+         "type": "scatter",
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Team=1. FC Köln
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Marvin Schwäbe",
+          "Marius Bülter",
+          "Ellyes Skhiri",
+          "Luka Lochoshvili",
+          "Alessio Castro-Montes",
+          "Gideon Mensah",
+          "Ragnar Ache",
+          "Thijs Dallinga",
+          "Linton Maina",
+          "Tom Krauß",
+          "Jan Uwe Thielmann",
+          "Ísak Bergmann Jóhannesson",
+          "Jahmai Simpson-Pusey",
+          "Mikey Moore",
+          "Paul Okon-Engstler",
+          "Reigan Heskey",
+          "Said El Mala"
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+         "legendgroup": "1. FC Köln",
+         "marker": {
+          "color": "#636efa",
+          "symbol": "circle"
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+         "mode": "markers",
+         "name": "1. FC Köln",
+         "orientation": "v",
+         "showlegend": true,
+         "type": "scatter",
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Team=FC Bayern München
Mean SofaScore rating (paired games)=%{x}
Mean derived Kickbase points (paired games)=%{y}
paired_matches=%{customdata[0]}",
+         "hovertext": [
+          "Manuel Neuer",
+          "Harry Kane",
+          "Jonathan Tah",
+          "Joshua Kimmich",
+          "Konrad Laimer",
+          "Dayot Upamecano",
+          "Alphonso Davies",
+          "Luis Díaz",
+          "Kim Min-jae",
+          "Josip Stanišić",
+          "Michael Olise",
+          "Jamal Musiala",
+          "Ismael Saibari",
+          "Tom Bischof",
+          "Jonas Urbig",
+          "Aleksandar Pavlović",
+          "Nathaniel Brown",
+          "Lennart Karl"
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+         "legendgroup": "FC Bayern München",
+         "marker": {
+          "color": "#EF553B",
+          "symbol": "circle"
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+         "mode": "markers",
+         "name": "FC Bayern München",
+         "orientation": "v",
+         "showlegend": true,
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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Per-match Pearson correlation: 0.791\n",
+      "Player-average Pearson correlation: 0.757\n"
+     ]
+    },
+    {
+     "data": {
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team_idplayer_idteamplayer_nameaverage_ratingaverage_pointspaired_matches
025563277551. FSV Mainz 05Nadiem Amiri8.133333284.6666673
125568223401. FSV Mainz 05Phillip Tietz8.400000281.0000003
226001129365FC AugsburgAnton Kade8.300000225.5000002
325271142210Borussia M'gladbachHugo Bolin8.400000214.0000003
425381019321SC FreiburgIgor Matanović8.300000204.8000005
........................
325267440239Eintracht FrankfurtTimothy Chandler6.200000-12.0000001
326363601414933RB LeipzigMarc Guiu6.400000-15.0000001
327256967647TSG HoffenheimAndrej Kramarić6.450000-15.5000002
3282530794962FC Schalke 04Maximilian Wöber6.200000-22.3333333
32926761134470Hamburger SVZakaria El Ouahdi5.800000-33.0000001
\n",
+       "
330 rows × 7 columns
\n",
+       "
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+      ],
+      "text/plain": [
+       "    team_id  player_id                 team        player_name  \\\n",
+       "0      2556     327755      1. FSV Mainz 05       Nadiem Amiri   \n",
+       "1      2556     822340      1. FSV Mainz 05      Phillip Tietz   \n",
+       "2      2600    1129365          FC Augsburg         Anton Kade   \n",
+       "3      2527    1142210  Borussia M'gladbach         Hugo Bolin   \n",
+       "4      2538    1019321          SC Freiburg     Igor Matanović   \n",
+       "..      ...        ...                  ...                ...   \n",
+       "325    2674      40239  Eintracht Frankfurt   Timothy Chandler   \n",
+       "326   36360    1414933           RB Leipzig          Marc Guiu   \n",
+       "327    2569      67647       TSG Hoffenheim    Andrej Kramarić   \n",
+       "328    2530     794962        FC Schalke 04   Maximilian Wöber   \n",
+       "329    2676    1134470         Hamburger SV  Zakaria El Ouahdi   \n",
+       "\n",
+       "     average_rating  average_points  paired_matches  \n",
+       "0          8.133333      284.666667               3  \n",
+       "1          8.400000      281.000000               3  \n",
+       "2          8.300000      225.500000               2  \n",
+       "3          8.400000      214.000000               3  \n",
+       "4          8.300000      204.800000               5  \n",
+       "..              ...             ...             ...  \n",
+       "325        6.200000      -12.000000               1  \n",
+       "326        6.400000      -15.000000               1  \n",
+       "327        6.450000      -15.500000               2  \n",
+       "328        6.200000      -22.333333               3  \n",
+       "329        5.800000      -33.000000               1  \n",
+       "\n",
+       "[330 rows x 7 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig_matches = px.scatter(matched, x='rating', y='points', color='team',\n",
+    "    hover_name='player_name', hover_data=['match_id', 'fixture', 'date', 'competition'],\n",
+    "    labels={'rating': 'SofaScore match rating', 'points': 'Derived Kickbase points', 'team': 'Team'},\n",
+    "    title='Last five overall team matches: rating vs derived points', template='plotly_white')\n",
+    "fig_matches.update_traces(marker={'size': 8, 'opacity': 0.65})\n",
+    "fig_matches.update_layout(height=600)\n",
+    "fig_matches.show()\n",
+    "\n",
+    "averages = matched.groupby(['team_id', 'player_id', 'team', 'player_name'], as_index=False).agg(\n",
+    "    average_rating=('rating', 'mean'), average_points=('points', 'mean'), paired_matches=('match_id', 'nunique'))\n",
+    "fig_averages = px.scatter(averages, x='average_rating', y='average_points', color='team',\n",
+    "    hover_name='player_name', hover_data=['paired_matches'],\n",
+    "    labels={'average_rating': 'Mean SofaScore rating (paired games)',\n",
+    "            'average_points': 'Mean derived Kickbase points (paired games)', 'team': 'Team'},\n",
+    "    title='Player averages over the same matched games (up to five)', template='plotly_white')\n",
+    "fig_averages.update_layout(height=600)\n",
+    "fig_averages.show()\n",
+    "print(f'Per-match Pearson correlation: {matched.rating.corr(matched.points):.3f}')\n",
+    "print(f'Player-average Pearson correlation: {averages.average_rating.corr(averages.average_points):.3f}')\n",
+    "display(averages.sort_values('average_points', ascending=False).reset_index(drop=True))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "rating-points-05",
+   "metadata": {},
+   "source": [
+    "## Examine a player\n",
+    "Select a player to see the two series in chronological order. The left axis is the 0–10 rating scale; the right axis is derived points. Line heights are not directly comparable across these different units. The table shows missing observations explicitly.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "rating-points-06",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6e5f74d066c042ee9458eb47536b75b5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Dropdown(description='Player:', layout=Layout(width='650px'), options=(('Adam Daghim — TSG Hoffenheim', ('2569…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f415a9694569490d95ce645555818d7e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def player_figure(team_id, player_id):\n",
+    "    data = comparison[(comparison.team_id == team_id) & (comparison.player_id == player_id)].sort_values('date')\n",
+    "    figure = make_subplots(specs=[[{'secondary_y': True}]])\n",
+    "    labels = data.apply(lambda row: f\"{row['date']:%d %b} | {row['match_id']}\", axis=1)\n",
+    "    figure.add_trace(go.Scatter(x=labels, y=data.rating, name='SofaScore rating', mode='lines+markers',\n",
+    "                               connectgaps=False, line={'color': '#2563eb'},\n",
+    "                               text=data.fixture, hovertemplate='%{text}
%{x}
Rating: %{y}'), secondary_y=False)\n",
+    "    figure.add_trace(go.Scatter(x=labels, y=data.points, name='Derived Kickbase points', mode='lines+markers',\n",
+    "                               connectgaps=False, line={'color': '#ea580c'},\n",
+    "                               text=data.fixture, hovertemplate='%{text}
%{x}
Points: %{y}'), secondary_y=True)\n",
+    "    figure.update_yaxes(title_text='SofaScore rating', range=[0, 10], secondary_y=False)\n",
+    "    figure.update_yaxes(title_text='Derived Kickbase points', secondary_y=True)\n",
+    "    figure.update_layout(title=f\"{data.iloc[0].player_name} — {data.iloc[0].team}: last five team matches\",\n",
+    "                         template='plotly_white', height=480, hovermode='x unified',\n",
+    "                         legend={'orientation': 'h', 'y': 1.15})\n",
+    "    figure.update_xaxes(title_text='Match date | match ID (oldest to newest)', type='category')\n",
+    "    return figure, data\n",
+    "\n",
+    "\n",
+    "player_options = [(f'{row.player_name} — {row.team}', (row.team_id, row.player_id))\n",
+    "                  for row in comparison[['team_id', 'player_id', 'player_name', 'team']]\n",
+    "                  .drop_duplicates().sort_values(['player_name', 'team']).itertuples(index=False)]\n",
+    "player_selector = widgets.Dropdown(options=player_options, description='Player:', layout=widgets.Layout(width='650px'))\n",
+    "player_output = widgets.Output()\n",
+    "\n",
+    "def update_player(change=None):\n",
+    "    with player_output:\n",
+    "        player_output.clear_output(wait=True)\n",
+    "        figure, data = player_figure(*player_selector.value)\n",
+    "        figure.show()\n",
+    "        display(data[['date', 'match_id', 'fixture', 'competition', 'rating', 'points']].reset_index(drop=True))\n",
+    "\n",
+    "player_selector.observe(update_player, names='value')\n",
+    "display(player_selector, player_output)\n",
+    "update_player()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.14.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/tests/test_sofascore_single_match_odds.ipynb b/notebooks/tests/test_sofascore_single_match_odds.ipynb
index 469dab6..79e9b77 100644
--- a/notebooks/tests/test_sofascore_single_match_odds.ipynb
+++ b/notebooks/tests/test_sofascore_single_match_odds.ipynb
@@ -17,6 +17,16 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import sys\n",
+    "from pathlib import Path\n",
+    "_chrome_start = Path(globals().get(\"__vsc_ipynb_file__\", Path.cwd())).resolve()\n",
+    "for _chrome_root in (_chrome_start, *_chrome_start.parents):\n",
+    "    if (_chrome_root / \"chrome_runtime.py\").is_file():\n",
+    "        sys.path.insert(0, str(_chrome_root))\n",
+    "        break\n",
+    "else:\n",
+    "    raise FileNotFoundError(\"Start Jupyter from the Kickbase project directory.\")\n",
+    "\n",
     "# Imports\n",
     "import json\n",
     "from fractions import Fraction\n",
@@ -32,7 +42,11 @@
     "    raise ImportError(\n",
     "        \"Install the browser dependencies with \"\n",
     "        \"'%pip install undetected-chromedriver selenium', then restart the kernel.\"\n",
-    "    ) from exc\n"
+    "    ) from exc\n",
+    "\n",
+    "from chrome_runtime import detect_chrome_major_version\n",
+    "CHROME_EXECUTABLE_PATH = uc.find_chrome_executable()\n",
+    "CHROME_MAJOR_VERSION = detect_chrome_major_version(CHROME_EXECUTABLE_PATH)\n"
    ]
   },
   {
@@ -42,7 +56,6 @@
    "outputs": [],
    "source": [
     "# Fixed browser settings\n",
-    "CHROME_MAJOR_VERSION = None  # Let undetected-chromedriver auto-detect Chrome.\n",
     "# Set workflow configuration value: PAGE_LOAD_TIMEOUT_SECONDS.\n",
     "PAGE_LOAD_TIMEOUT_SECONDS = 30\n",
     "# Set workflow configuration value: WAIT_TIMEOUT_SECONDS.\n",
@@ -134,11 +147,7 @@
     "driver = None\n",
     "# Handle expected failures with a clear, actionable message.\n",
     "try:\n",
-    "    driver = uc.Chrome(\n",
-    "        options=options,\n",
-    "        ",
-    "        use_subprocess=True,\n",
-    "    )\n",
+    "    driver = uc.Chrome(options=options, use_subprocess=True, browser_executable_path=CHROME_EXECUTABLE_PATH, version_main=CHROME_MAJOR_VERSION)\n",
     "    driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SECONDS)\n",
     "    driver.execute_cdp_cmd(\"Network.enable\", {})\n",
     "except Exception as exc:\n",
diff --git a/outputs/derived/bundesliga_snapshots/bundesliga_table_2026-09-09_13-38-34.json b/outputs/derived/bundesliga_snapshots/bundesliga_table_2026-09-09_13-38-34.json
new file mode 100644
index 0000000..dee5e4e
--- /dev/null
+++ b/outputs/derived/bundesliga_snapshots/bundesliga_table_2026-09-09_13-38-34.json
@@ -0,0 +1,358 @@
+{
+    "competition": "Bundesliga",
+    "season": "2026/27",
+    "captured_at": "2026-09-09T13:38:34+02:00",
+    "sources": {
+        "standings": "https://www.sofascore.com/api/v1/unique-tournament/35/season/97464/standings/total",
+        "expected_points": "https://dataviz.theanalyst.com/project-data/soccer/8h5xijv2u4mlf5028gso6kw7o/expected-points.json"
+    },
+    "expected_data": {
+        "included": true,
+        "last_updated": "2026-09-09T05:06:30.451823+00:00",
+        "age_days": 0.2723
+    },
+    "teams": {
+        "2600": {
+            "team_id": 2600,
+            "team": "FC Augsburg",
+            "position": 1,
+            "matches": 2,
+            "wins": 2,
+            "draws": 0,
+            "losses": 0,
+            "goals_for": 7,
+            "goals_against": 1,
+            "goal_difference": 6,
+            "points": 6,
+            "expected_position": 8,
+            "expected_points": 3.01,
+            "expected_goals_for": 4.85,
+            "expected_goals_against": 4.32,
+            "position_difference": 7,
+            "points_difference": 2.99
+        },
+        "2538": {
+            "team_id": 2538,
+            "team": "SC Freiburg",
+            "position": 2,
+            "matches": 2,
+            "wins": 2,
+            "draws": 0,
+            "losses": 0,
+            "goals_for": 5,
+            "goals_against": 1,
+            "goal_difference": 4,
+            "points": 6,
+            "expected_position": 5,
+            "expected_points": 4.41,
+            "expected_goals_for": 3.61,
+            "expected_goals_against": 1.31,
+            "position_difference": 3,
+            "points_difference": 1.59
+        },
+        "2673": {
+            "team_id": 2673,
+            "team": "Borussia Dortmund",
+            "position": 3,
+            "matches": 2,
+            "wins": 2,
+            "draws": 0,
+            "losses": 0,
+            "goals_for": 5,
+            "goals_against": 2,
+            "goal_difference": 3,
+            "points": 6,
+            "expected_position": 6,
+            "expected_points": 3.43,
+            "expected_goals_for": 3.55,
+            "expected_goals_against": 2.67,
+            "position_difference": 3,
+            "points_difference": 2.57
+        },
+        "2598": {
+            "team_id": 2598,
+            "team": "SV 07 Elversberg",
+            "position": 4,
+            "matches": 2,
+            "wins": 2,
+            "draws": 0,
+            "losses": 0,
+            "goals_for": 7,
+            "goals_against": 5,
+            "goal_difference": 2,
+            "points": 6,
+            "expected_position": 9,
+            "expected_points": 2.69,
+            "expected_goals_for": 3.58,
+            "expected_goals_against": 4.25,
+            "position_difference": 5,
+            "points_difference": 3.31
+        },
+        "2556": {
+            "team_id": 2556,
+            "team": "1. FSV Mainz 05",
+            "position": 5,
+            "matches": 2,
+            "wins": 1,
+            "draws": 1,
+            "losses": 0,
+            "goals_for": 5,
+            "goals_against": 0,
+            "goal_difference": 5,
+            "points": 4,
+            "expected_position": 3,
+            "expected_points": 4.66,
+            "expected_goals_for": 4.0,
+            "expected_goals_against": 0.92,
+            "position_difference": -2,
+            "points_difference": -0.66
+        },
+        "2672": {
+            "team_id": 2672,
+            "team": "FC Bayern München",
+            "position": 6,
+            "matches": 2,
+            "wins": 1,
+            "draws": 1,
+            "losses": 0,
+            "goals_for": 5,
+            "goals_against": 1,
+            "goal_difference": 4,
+            "points": 4,
+            "expected_position": 1,
+            "expected_points": 5.55,
+            "expected_goals_for": 6.0,
+            "expected_goals_against": 1.0,
+            "position_difference": -5,
+            "points_difference": -1.55
+        },
+        "2681": {
+            "team_id": 2681,
+            "team": "Bayer 04 Leverkusen",
+            "position": 7,
+            "matches": 2,
+            "wins": 1,
+            "draws": 0,
+            "losses": 1,
+            "goals_for": 6,
+            "goals_against": 3,
+            "goal_difference": 3,
+            "points": 3,
+            "expected_position": 4,
+            "expected_points": 4.609999999999999,
+            "expected_goals_for": 5.0,
+            "expected_goals_against": 1.66,
+            "position_difference": -3,
+            "points_difference": -1.61
+        },
+        "36360": {
+            "team_id": 36360,
+            "team": "RB Leipzig",
+            "position": 8,
+            "matches": 2,
+            "wins": 1,
+            "draws": 0,
+            "losses": 1,
+            "goals_for": 4,
+            "goals_against": 3,
+            "goal_difference": 1,
+            "points": 3,
+            "expected_position": 2,
+            "expected_points": 4.67,
+            "expected_goals_for": 5.46,
+            "expected_goals_against": 2.04,
+            "position_difference": -6,
+            "points_difference": -1.67
+        },
+        "2677": {
+            "team_id": 2677,
+            "team": "VfB Stuttgart",
+            "position": 9,
+            "matches": 2,
+            "wins": 1,
+            "draws": 0,
+            "losses": 1,
+            "goals_for": 5,
+            "goals_against": 6,
+            "goal_difference": -1,
+            "points": 3,
+            "expected_position": 13,
+            "expected_points": 1.83,
+            "expected_goals_for": 4.26,
+            "expected_goals_against": 6.83,
+            "position_difference": 4,
+            "points_difference": 1.17
+        },
+        "2534": {
+            "team_id": 2534,
+            "team": "SV Werder Bremen",
+            "position": 10,
+            "matches": 2,
+            "wins": 1,
+            "draws": 0,
+            "losses": 1,
+            "goals_for": 4,
+            "goals_against": 5,
+            "goal_difference": -1,
+            "points": 3,
+            "expected_position": 15,
+            "expected_points": 1.16,
+            "expected_goals_for": 1.49,
+            "expected_goals_against": 3.87,
+            "position_difference": 5,
+            "points_difference": 1.84
+        },
+        "2671": {
+            "team_id": 2671,
+            "team": "1. FC Köln",
+            "position": 11,
+            "matches": 2,
+            "wins": 1,
+            "draws": 0,
+            "losses": 1,
+            "goals_for": 4,
+            "goals_against": 6,
+            "goal_difference": -2,
+            "points": 3,
+            "expected_position": 11,
+            "expected_points": 2.41,
+            "expected_goals_for": 4.72,
+            "expected_goals_against": 5.36,
+            "position_difference": 0,
+            "points_difference": 0.59
+        },
+        "2561": {
+            "team_id": 2561,
+            "team": "SC Paderborn 07",
+            "position": 12,
+            "matches": 2,
+            "wins": 0,
+            "draws": 1,
+            "losses": 1,
+            "goals_for": 0,
+            "goals_against": 1,
+            "goal_difference": -1,
+            "points": 1,
+            "expected_position": 12,
+            "expected_points": 1.92,
+            "expected_goals_for": 1.51,
+            "expected_goals_against": 2.47,
+            "position_difference": 0,
+            "points_difference": -0.92
+        },
+        "2674": {
+            "team_id": 2674,
+            "team": "Eintracht Frankfurt",
+            "position": 13,
+            "matches": 2,
+            "wins": 0,
+            "draws": 1,
+            "losses": 1,
+            "goals_for": 4,
+            "goals_against": 7,
+            "goal_difference": -3,
+            "points": 1,
+            "expected_position": 7,
+            "expected_points": 3.1799999999999997,
+            "expected_goals_for": 3.68,
+            "expected_goals_against": 2.97,
+            "position_difference": -6,
+            "points_difference": -2.18
+        },
+        "2530": {
+            "team_id": 2530,
+            "team": "FC Schalke 04",
+            "position": 14,
+            "matches": 2,
+            "wins": 0,
+            "draws": 1,
+            "losses": 1,
+            "goals_for": 0,
+            "goals_against": 3,
+            "goal_difference": -3,
+            "points": 1,
+            "expected_position": 18,
+            "expected_points": 0.74,
+            "expected_goals_for": 2.31,
+            "expected_goals_against": 5.66,
+            "position_difference": 4,
+            "points_difference": 0.26
+        },
+        "2547": {
+            "team_id": 2547,
+            "team": "1. FC Union Berlin",
+            "position": 15,
+            "matches": 2,
+            "wins": 0,
+            "draws": 1,
+            "losses": 1,
+            "goals_for": 3,
+            "goals_against": 7,
+            "goal_difference": -4,
+            "points": 1,
+            "expected_position": 14,
+            "expected_points": 1.76,
+            "expected_goals_for": 2.23,
+            "expected_goals_against": 4.58,
+            "position_difference": -1,
+            "points_difference": -0.76
+        },
+        "2569": {
+            "team_id": 2569,
+            "team": "TSG Hoffenheim",
+            "position": 16,
+            "matches": 2,
+            "wins": 0,
+            "draws": 0,
+            "losses": 2,
+            "goals_for": 4,
+            "goals_against": 6,
+            "goal_difference": -2,
+            "points": 0,
+            "expected_position": 10,
+            "expected_points": 2.53,
+            "expected_goals_for": 3.64,
+            "expected_goals_against": 3.99,
+            "position_difference": -6,
+            "points_difference": -2.53
+        },
+        "2527": {
+            "team_id": 2527,
+            "team": "Borussia M'gladbach",
+            "position": 17,
+            "matches": 2,
+            "wins": 0,
+            "draws": 0,
+            "losses": 2,
+            "goals_for": 3,
+            "goals_against": 7,
+            "goal_difference": -4,
+            "points": 0,
+            "expected_position": 16,
+            "expected_points": 1.15,
+            "expected_goals_for": 3.45,
+            "expected_goals_against": 6.27,
+            "position_difference": -1,
+            "points_difference": -1.15
+        },
+        "2676": {
+            "team_id": 2676,
+            "team": "Hamburger SV",
+            "position": 18,
+            "matches": 2,
+            "wins": 0,
+            "draws": 0,
+            "losses": 2,
+            "goals_for": 0,
+            "goals_against": 7,
+            "goal_difference": -7,
+            "points": 0,
+            "expected_position": 17,
+            "expected_points": 0.95,
+            "expected_goals_for": 1.1,
+            "expected_goals_against": 4.28,
+            "position_difference": -1,
+            "points_difference": -0.95
+        }
+    }
+}
diff --git a/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_170224_+0200.csv b/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_170224_+0200.csv
new file mode 100644
index 0000000..e08debd
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_170224_+0200.csv
@@ -0,0 +1,468 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+173,2,Jonathan,Tah,33630269.0,35.0,1.0,1.0,0.0,693.0,35.0,0,2,https://kickbase.b-cdn.net/content/file/cd9c5cb89a074d1ea56f7d952e5074e4.png,4.0,2,1.0,,"[{""hasPlayed"": true, ""points"": 35}]",3,Jonathan Tah,-637454.0,-637454.0,-561808.0,-515197.0,-3266044.0,-2432780.0,6.86,2.6086956521739126,0.6896551724137931,0.0,0.0,1.0,0.0,0.5369458128078818,9.4739,91.034662
+237,2,Manuel,Neuer,14552983.0,145.0,1.0,1.0,1.0,5767.0,145.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,9.0,,"[{""hasPlayed"": true, ""points"": 145}]",1,Manuel Neuer,92910.0,92910.0,131517.0,144356.0,718702.0,2317397.0,7.13,2.6086956521739126,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,176.21454
+383,2,Sven,Ulreich,500000.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/0535504fe45c48b6a905e9a14da5851d.png,26.0,0,,,"[{""hasPlayed"": false, ""points"": null}]",5,Sven Ulreich,0.0,0.0,0.0,0.0,-41527.0,-11636.0,0.0,2.6086956521739126,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
+1685,2,Joshua,Kimmich,59870453.0,303.0,1.0,1.0,1.0,5767.0,303.0,0,3,https://kickbase.b-cdn.net/content/file/b41a70e2188a4c72aa165cfc7606c3e9.png,6.0,1,5.0,,"[{""hasPlayed"": true, ""points"": 303}]",1,Joshua Kimmich,4003.0,4003.0,8506.0,13275.0,-5874.0,559689.0,7.58,2.6086956521739126,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,187.336075
+1961,2,Serge,Gnabry,12468509.0,,,,,,,2,3,https://kickbase.b-cdn.net/content/file/0a28d7fc999e415eb4aba7e837b0384c.png,7.0,1,,,"[{""hasPlayed"": false, ""points"": null}]",5,Serge Gnabry,21249.0,21249.0,40444.0,2029.0,-1061834.0,-6140271.0,0.0,2.6086956521739126,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
+1991,2,Dayot,Upamecano,33398087.0,272.0,1.0,1.0,1.0,5767.0,272.0,0,2,https://kickbase.b-cdn.net/content/file/13835e113e4f40d986f924b517690435.png,2.0,1,8.0,,"[{""hasPlayed"": true, ""points"": 272}]",2,Dayot Upamecano,34235.0,34235.0,35892.0,50670.0,108246.0,659825.0,7.9,2.6086956521739126,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,195.244722
+2038,2,Konrad,Laimer,32157097.0,107.0,1.0,1.0,1.0,5767.0,107.0,0,2,https://kickbase.b-cdn.net/content/file/cb9d5de1bbd14bf0915f1ec819569c17.png,27.0,1,3.0,,"[{""hasPlayed"": true, ""points"": 107}]",3,Konrad Laimer,-17665.0,-17665.0,6215.0,19873.0,13902.0,-1559675.0,6.43,2.6086956521739126,0.6896551724137931,0.0,1.0,1.0,0.0,0.8226600985221675,9.4739,130.732515
+2300,2,Josip,Stanišić,19607562.0,43.0,1.0,1.0,0.0,1298.0,43.0,0,2,https://kickbase.b-cdn.net/content/file/e5f36d7812254f3cb4534802eb6cd7e9.png,44.0,2,2.0,,"[{""hasPlayed"": true, ""points"": 43}]",3,Josip Stanišić,-527635.0,-527635.0,-455122.0,-475937.0,-2648093.0,-9298081.0,7.03,2.6086956521739126,0.3103448275862069,0.0,0.0,0.0,0.0,0.17733990147783252,9.4739,30.811582
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+3072,2,Jonas,Urbig,5336755.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/7305496deb014e31a4001d36894c457d.png,40.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",5,Jonas Urbig,-240821.0,-240821.0,-262763.0,-265634.0,-1812507.0,-7126104.0,6.3,2.6086956521739126,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
+3089,2,Hiroki,Ito,4511557.0,,,,,,,0,2,https://kickbase.b-cdn.net/content/file/7d48858483334caca6c4315882270919.png,21.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",5,Hiroki Ito,-102637.0,-102637.0,-110053.0,-128566.0,-1449636.0,-2211679.0,6.85,2.6086956521739126,0.0,0.0,1.0,0.0,0.0,0.2857142857142857,9.4739,48.36985
+3120,2,Tom,Bischof,19731020.0,40.0,1.0,1.0,0.0,697.0,40.0,0,3,https://kickbase.b-cdn.net/content/file/9d622fb218a14c90ad0a75266080e027.png,8.0,2,2.0,,"[{""hasPlayed"": true, ""points"": 40}]",4,Tom Bischof,-446415.0,-446415.0,-496828.0,-471013.0,-2850479.0,-730649.0,6.9,2.6086956521739126,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
+3543,2,Nathaniel,Brown,29978590.0,60.0,1.0,1.0,1.0,3686.0,60.0,0,2,https://kickbase.b-cdn.net/content/file/4dd49322843644839bb43182b3a8b68b.png,11.0,2,2.0,,"[{""hasPlayed"": true, ""points"": 60}]",3,Nathaniel Brown,-144941.0,-144941.0,-5264.0,30080.0,235272.0,2140457.0,7.08,2.6086956521739126,0.3103448275862069,0.0,0.0,1.0,0.0,0.32019704433497537,9.4739,56.027699
+6080,2,Aleksandar,Pavlović,33224416.0,256.0,1.0,1.0,1.0,5069.0,256.0,0,3,https://kickbase.b-cdn.net/content/file/958c27ad7cf943a8b9e380f72fdc5b4f.png,45.0,1,7.0,,"[{""hasPlayed"": true, ""points"": 256}]",2,Aleksandar Pavlović,72222.0,72222.0,88333.0,106619.0,601866.0,2583483.0,7.22,2.6086956521739126,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,178.438847
+6668,2,Kim,Minjae,12115429.0,110.0,1.0,1.0,1.0,5073.0,110.0,0,2,https://kickbase.b-cdn.net/content/file/4df81f5e57ca4e278fb6bc229ed6e05d.png,3.0,1,9.0,,"[{""hasPlayed"": true, ""points"": 110}]",3,Kim Minjae,172387.0,172387.0,208539.0,235521.0,1366046.0,721645.0,6.94,2.6086956521739126,0.3103448275862069,0.0,0.0,0.0,0.0,0.17733990147783252,9.4739,30.417124
+7226,2,Harry,Kane,68891954.0,124.0,1.0,1.0,1.0,5071.0,124.0,0,4,https://kickbase.b-cdn.net/content/file/8558eff47626439593b2acd71e400ab3.png,9.0,1,1.0,,"[{""hasPlayed"": true, ""points"": 124}]",1,Harry Kane,177.0,177.0,5251.0,9841.0,53218.0,618902.0,7.03,2.6086956521739126,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,173.743088
+8329,2,Michael,Olise,65005159.0,249.0,1.0,1.0,1.0,5767.0,249.0,0,3,https://kickbase.b-cdn.net/content/file/2d1bffc491014bb582c5d1c622b0ee37.png,17.0,1,3.0,,"[{""hasPlayed"": true, ""points"": 249}]",1,Michael Olise,13155.0,13155.0,15873.0,19112.0,133833.0,867243.0,8.08,2.6086956521739126,1.0,0.0,0.0,1.0,0.0,0.7142857142857143,9.4739,142.638097
+10789,2,Lennart,Karl,20549394.0,21.0,1.0,1.0,0.0,695.0,21.0,0,3,https://kickbase.b-cdn.net/content/file/64b2f60104dd4a96af2c8b9d4af6f07d.png,42.0,1,1.0,,"[{""hasPlayed"": true, ""points"": 21}]",3,Lennart Karl,60407.0,60407.0,65993.0,58245.0,-18400.0,-5491736.0,6.55,2.6086956521739126,0.3103448275862069,0.0,1.0,0.0,0.0,0.4630541871921182,9.4739,74.959266
+11675,2,Luis,Díaz,53739205.0,215.0,1.0,1.0,1.0,5767.0,215.0,0,4,https://kickbase.b-cdn.net/content/file/43b93afe59614450a4de3fd8e08c486b.png,14.0,1,4.0,,"[{""hasPlayed"": true, ""points"": 215}]",1,Luis Díaz,12367.0,12367.0,16688.0,21298.0,141299.0,897477.0,7.1,2.6086956521739126,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,175.473104
+12314,2,Bara Sapoko,Ndiaye,1662344.0,,,,,,,0,3,https://kickbase.b-cdn.net/content/file/68a7688ebea44fc49865d84afbf17a38.png,39.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",5,Bara Sapoko Ndiaye,-48475.0,-48475.0,-72676.0,-81106.0,-492152.0,-1995144.0,0.0,2.6086956521739126,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
+14251,2,Ismael,Saibari,30426316.0,180.0,1.0,1.0,0.0,2080.0,180.0,0,4,https://kickbase.b-cdn.net/content/file/a8113275ef93446185b8dd4966df1834.png,34.0,1,5.0,,"[{""hasPlayed"": true, ""points"": 180}]",3,Ismael Saibari,52409.0,52409.0,77799.0,90332.0,372910.0,1493995.0,6.82,2.6086956521739126,0.6896551724137931,0.0,1.0,1.0,0.0,0.8226600985221675,9.4739,138.661859
+15502,2,Tim,Binder,2416037.0,,,,,,,4,3,https://kickbase.b-cdn.net/content/file/bd4ad2cb101841eab3aa5641a51ee891.png,0.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",5,Tim Binder,-135370.0,-135370.0,-145109.0,-146370.0,-1054384.0,1916037.0,6.6,2.6086956521739126,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
+1664,9,Maximilian,Mittelstädt,26576170.0,79.0,1.0,1.0,1.0,5767.0,79.0,0,2,https://kickbase.b-cdn.net/content/file/eb576d01f97f40aa86c36b009d8502ec.png,7.0,1,2.0,,"[{""hasPlayed"": true, ""points"": 79}]",1,Maximilian Mittelstädt,44183.0,44183.0,59332.0,66538.0,274667.0,-1941357.0,7.35,2.156408094435076,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,150.157521
+1671,9,Grischa,Prömel,15180015.0,35.0,1.0,1.0,1.0,5767.0,35.0,0,3,https://kickbase.b-cdn.net/content/file/08b903ec758e4ca3be71c96efaf7d324.png,21.0,1,2.0,,"[{""hasPlayed"": true, ""points"": 35}]",1,Grischa Prömel,140368.0,140368.0,163167.0,190591.0,1079214.0,3619699.0,6.4,2.156408094435076,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,130.749406
+2068,9,Dan-Axel,Zagadou,1415002.0,,,,,,,1,2,https://kickbase.b-cdn.net/content/file/b356ec2b4bb34ae28c670dafbe1077c8.png,23.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",5,Dan-Axel Zagadou,-103308.0,-103308.0,-116945.0,-130067.0,-869599.0,-3328886.0,0.0,2.156408094435076,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
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+2172,9,Chris,Führich,20626278.0,,,,,,,0,3,https://kickbase.b-cdn.net/content/file/9a804bbfd5e14d84a33ca8e11ba3feb7.png,10.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",3,Chris Führich,-166180.0,-166180.0,-246062.0,-367314.0,-2375110.0,-3064795.0,0.0,2.156408094435076,0.6896551724137931,0.0,1.0,1.0,0.0,0.8226600985221675,9.4739,0.0
+2199,9,Josha,Vagnoman,8301622.0,73.0,1.0,1.0,1.0,5767.0,73.0,0,2,https://kickbase.b-cdn.net/content/file/c0ddab007ad34b48b3efcfa3cb66ef4d.png,4.0,1,8.0,,"[{""hasPlayed"": true, ""points"": 73}]",3,Josha Vagnoman,308497.0,308497.0,328703.0,354832.0,2466120.0,2507205.0,7.3,2.156408094435076,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,149.136041
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+2237,9,Fabian,Bredlow,12223174.0,111.0,1.0,1.0,1.0,5767.0,111.0,0,1,https://kickbase.b-cdn.net/content/file/9c66b1c555ae45aea1e62e700f53f3e9.png,1.0,1,9.0,,"[{""hasPlayed"": true, ""points"": 111}]",1,Fabian Bredlow,111820.0,111820.0,146961.0,178756.0,1003846.0,7255992.0,8.45,2.156408094435076,1.0,0.0,1.0,1.0,0.0,1.0,9.4739,172.630075
+2445,9,Marius,Funk,2568973.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/0e9c65b96cb040e5bd1a1d2127c167c9.png,33.0,2,,,"[{""hasPlayed"": false, ""points"": null}]",5,Marius Funk,-152724.0,-152724.0,-155293.0,-150128.0,-1054805.0,1082242.0,0.0,2.156408094435076,0.0,0.0,0.0,0.0,0.0,0.0,9.4739,0.0
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diff --git a/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_171738_+0200.csv b/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_171738_+0200.csv
new file mode 100644
index 0000000..2784257
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_171738_+0200.csv
@@ -0,0 +1,468 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
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diff --git a/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_174016_+0200.csv b/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_174016_+0200.csv
new file mode 100644
index 0000000..6e849a5
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_174016_+0200.csv
@@ -0,0 +1,468 @@
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diff --git a/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_134428_+0200.csv b/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_134428_+0200.csv
new file mode 100644
index 0000000..2e8fec6
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_134428_+0200.csv
@@ -0,0 +1,463 @@
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diff --git a/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_144259_+0200.csv b/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_144259_+0200.csv
new file mode 100644
index 0000000..d681932
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_144259_+0200.csv
@@ -0,0 +1,463 @@
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diff --git a/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_144949_+0200.csv b/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_144949_+0200.csv
new file mode 100644
index 0000000..1e624fa
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260909_122135_+0200_sofascore_overall_rating_odds_lineup_20260909_144949_+0200.csv
@@ -0,0 +1,463 @@
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+13448,8,Adil,Aouchiche,10959666.0,64.0,2.0,2.0,2.0,10325.0,127.0,0,3,https://kickbase.b-cdn.net/content/file/8ac09c4f6e974d80a4bc1aff9ad6768d.png,24.0,2,11.0,28.0,"[{""hasPlayed"": true, ""points"": 84}, {""hasPlayed"": true, ""points"": 43}]",1,Adil Aouchiche,-236076.0,-236076.0,-277391.0,-341525.0,-2491685.0,-2555675.0,6.69,1.2105263157894737,1.0,0.0,0.0,1.0,0.0,1.0,10.0062,81.034421
diff --git a/outputs/expected_points/expected_points_20260910_135325_+0200_sofascore_overall_rating_odds_lineup_20260910_135446_+0200.csv b/outputs/expected_points/expected_points_20260910_135325_+0200_sofascore_overall_rating_odds_lineup_20260910_135446_+0200.csv
new file mode 100644
index 0000000..00e7f70
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260910_135325_+0200_sofascore_overall_rating_odds_lineup_20260910_135446_+0200.csv
@@ -0,0 +1,463 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
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diff --git a/outputs/expected_points/expected_points_20260910_135325_+0200_sofascore_overall_rating_odds_lineup_20260910_175301_+0200.csv b/outputs/expected_points/expected_points_20260910_135325_+0200_sofascore_overall_rating_odds_lineup_20260910_175301_+0200.csv
new file mode 100644
index 0000000..47c8aa4
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260910_135325_+0200_sofascore_overall_rating_odds_lineup_20260910_175301_+0200.csv
@@ -0,0 +1,463 @@
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diff --git a/outputs/expected_points/expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_100233_+0200.csv b/outputs/expected_points/expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_100233_+0200.csv
new file mode 100644
index 0000000..1c5aa97
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_100233_+0200.csv
@@ -0,0 +1,462 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
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diff --git a/outputs/expected_points/expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv b/outputs/expected_points/expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv
new file mode 100644
index 0000000..1c5aa97
--- /dev/null
+++ b/outputs/expected_points/expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv
@@ -0,0 +1,462 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
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diff --git a/outputs/fotmob/odds/matchday_3_odds_fotmob.json b/outputs/fotmob/odds/matchday_3_odds_fotmob.json
new file mode 100644
index 0000000..ca2c617
--- /dev/null
+++ b/outputs/fotmob/odds/matchday_3_odds_fotmob.json
@@ -0,0 +1,137 @@
+[
+  {
+    "match_id": 5881169,
+    "home_team": "Union Berlin",
+    "away_team": "Schalke 04",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 2.4,
+        "draw": 3.4,
+        "away_win": 2.9
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881161,
+    "home_team": "Augsburg",
+    "away_team": "Bayer Leverkusen",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 4.1,
+        "draw": 4.2,
+        "away_win": 1.75
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881162,
+    "home_team": "Borussia Dortmund",
+    "away_team": "Paderborn",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 1.22,
+        "draw": 7.2,
+        "away_win": 10.5
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881165,
+    "home_team": "Freiburg",
+    "away_team": "Borussia Mönchengladbach",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 1.65,
+        "draw": 4.3,
+        "away_win": 4.6
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881166,
+    "home_team": "Hoffenheim",
+    "away_team": "VfB Stuttgart",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 2.35,
+        "draw": 4.2,
+        "away_win": 2.55
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881167,
+    "home_team": "Mainz 05",
+    "away_team": "Eintracht Frankfurt",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 1.9,
+        "draw": 4.0,
+        "away_win": 3.6
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881164,
+    "home_team": "1. FC Köln",
+    "away_team": "Werder Bremen",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 2.05,
+        "draw": 3.8,
+        "away_win": 3.3
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881168,
+    "home_team": "RB Leipzig",
+    "away_team": "Hamburger SV",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 1.4,
+        "draw": 5.2,
+        "away_win": 6.7
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 5881163,
+    "home_team": "Elversberg",
+    "away_team": "Bayern München",
+    "bookmakers": [
+      {
+        "bookmaker": "Tipico",
+        "bookmaker_source_id": 171,
+        "home_win": 13.0,
+        "draw": 8.5,
+        "away_win": 1.17
+      }
+    ],
+    "issues": []
+  }
+]
diff --git a/outputs/kbstats/players/kbstats_players_20260909_122135_+0200.csv b/outputs/kbstats/players/kbstats_players_20260909_122135_+0200.csv
new file mode 100644
index 0000000..22ca387
--- /dev/null
+++ b/outputs/kbstats/players/kbstats_players_20260909_122135_+0200.csv
@@ -0,0 +1,463 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg
+173,2,Jonathan,Tah,31585109.0,134.0,2.0,2.0,1.0,6434.0,267.0,0,2,https://kickbase.b-cdn.net/content/file/cd9c5cb89a074d1ea56f7d952e5074e4.png,4.0,2,8.0,139.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 35}]",2,Jonathan Tah,-197912.0,-197912.0,-291229.0,-375887.0,-3244422.0,-4834540.0
+237,2,Manuel,Neuer,14828889.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,67081.0,67081.0,83245.0,64920.0,500333.0,2403902.0
+383,2,Sven,Ulreich,500000.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/0535504fe45c48b6a905e9a14da5851d.png,26.0,0,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Sven Ulreich,0.0,0.0,0.0,0.0,0.0,-772627.0
+1685,2,Joshua,Kimmich,59911513.0,279.0,2.0,2.0,2.0,11508.0,557.0,0,3,https://kickbase.b-cdn.net/content/file/b41a70e2188a4c72aa165cfc7606c3e9.png,6.0,1,9.0,34.0,"[{""hasPlayed"": true, ""points"": 254}, {""hasPlayed"": true, ""points"": 303}]",1,Joshua Kimmich,8053.0,8053.0,12681.0,10764.0,53569.0,440256.0
+1961,2,Serge,Gnabry,12493106.0,,,,,,,2,3,https://kickbase.b-cdn.net/content/file/0a28d7fc999e415eb4aba7e837b0384c.png,7.0,1,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Serge Gnabry,94456.0,94456.0,68512.0,43399.0,86290.0,-6380049.0
+1991,2,Dayot,Upamecano,33638344.0,245.0,2.0,2.0,2.0,11508.0,489.0,0,2,https://kickbase.b-cdn.net/content/file/13835e113e4f40d986f924b517690435.png,2.0,1,14.0,38.0,"[{""hasPlayed"": true, ""points"": 217}, {""hasPlayed"": true, ""points"": 272}]",3,Dayot Upamecano,49872.0,49872.0,72571.0,70784.0,310384.0,453409.0
+2038,2,Konrad,Laimer,32078187.0,118.0,2.0,2.0,2.0,11508.0,236.0,0,2,https://kickbase.b-cdn.net/content/file/cb9d5de1bbd14bf0915f1ec819569c17.png,27.0,1,7.0,15.0,"[{""hasPlayed"": true, ""points"": 129}, {""hasPlayed"": true, ""points"": 107}]",3,Konrad Laimer,-16531.0,-16531.0,25979.0,25313.0,-90360.0,-1924962.0
+2300,2,Josip,Stanišić,17405050.0,43.0,1.0,1.0,0.0,1298.0,43.0,0,2,https://kickbase.b-cdn.net/content/file/e5f36d7812254f3cb4534802eb6cd7e9.png,44.0,2,2.0,30.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 43}]",3,Josip Stanišić,-417427.0,-417427.0,-483909.0,-522896.0,-3185269.0,-10678894.0
+2366,2,Alphonso,Davies,14644107.0,177.0,2.0,2.0,2.0,10209.0,354.0,0,2,https://kickbase.b-cdn.net/content/file/1321be6fb58f47b592a91f17f6b2bf68.png,19.0,1,24.0,33.0,"[{""hasPlayed"": true, ""points"": 201}, {""hasPlayed"": true, ""points"": 153}]",3,Alphonso Davies,274323.0,274323.0,279914.0,269093.0,1782187.0,-1008110.0
+2804,2,Jamal,Musiala,24701678.0,38.0,1.0,1.0,0.0,2235.0,38.0,0,3,https://kickbase.b-cdn.net/content/file/02ac203768a94e169fa6c6b87130a94e.png,10.0,1,1.0,26.0,"[{""hasPlayed"": true, ""points"": 38}, {""hasPlayed"": false, ""points"": null}]",3,Jamal Musiala,137086.0,137086.0,131929.0,114096.0,-848681.0,-10068881.0
+3072,2,Jonas,Urbig,4724931.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/7305496deb014e31a4001d36894c457d.png,40.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",4,Jonas Urbig,-35609.0,-35609.0,-57440.0,-92168.0,-1115408.0,-7515182.0
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+3120,2,Tom,Bischof,17857678.0,44.0,2.0,2.0,0.0,1866.0,88.0,0,3,https://kickbase.b-cdn.net/content/file/9d622fb218a14c90ad0a75266080e027.png,8.0,2,4.0,5.0,"[{""hasPlayed"": true, ""points"": 48}, {""hasPlayed"": true, ""points"": 40}]",4,Tom Bischof,-418317.0,-418317.0,-403333.0,-387618.0,-2816585.0,-3273808.0
+3543,2,Nathaniel,Brown,27567190.0,68.0,2.0,2.0,2.0,6526.0,136.0,0,2,https://kickbase.b-cdn.net/content/file/4dd49322843644839bb43182b3a8b68b.png,11.0,2,4.0,11.0,"[{""hasPlayed"": true, ""points"": 76}, {""hasPlayed"": true, ""points"": 60}]",3,Nathaniel Brown,-654467.0,-654467.0,-658998.0,-458109.0,-2561605.0,-675035.0
+6080,2,Aleksandar,Pavlović,33620550.0,213.0,2.0,2.0,2.0,9640.0,426.0,0,3,https://kickbase.b-cdn.net/content/file/958c27ad7cf943a8b9e380f72fdc5b4f.png,45.0,1,12.0,60.0,"[{""hasPlayed"": true, ""points"": 170}, {""hasPlayed"": true, ""points"": 256}]",2,Aleksandar Pavlović,75631.0,75631.0,89612.0,90653.0,556689.0,2474547.0
+6668,2,Kim,Minjae,12666010.0,110.0,1.0,1.0,1.0,5073.0,110.0,0,2,https://kickbase.b-cdn.net/content/file/4df81f5e57ca4e278fb6bc229ed6e05d.png,3.0,1,8.0,77.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 110}]",3,Kim Minjae,148100.0,148100.0,148777.0,131856.0,931507.0,1126681.0
+7226,2,Harry,Kane,68283769.0,97.0,2.0,2.0,1.0,7979.0,194.0,0,4,https://kickbase.b-cdn.net/content/file/8558eff47626439593b2acd71e400ab3.png,9.0,2,2.0,38.0,"[{""hasPlayed"": true, ""points"": 70}, {""hasPlayed"": true, ""points"": 124}]",1,Harry Kane,-261365.0,-261365.0,-179440.0,-151862.0,-602757.0,-163947.0
+8329,2,Michael,Olise,65057803.0,187.0,2.0,2.0,1.0,7997.0,374.0,0,3,https://kickbase.b-cdn.net/content/file/2d1bffc491014bb582c5d1c622b0ee37.png,17.0,1,5.0,87.0,"[{""hasPlayed"": true, ""points"": 125}, {""hasPlayed"": true, ""points"": 249}]",1,Michael Olise,10707.0,10707.0,9371.0,11391.0,81672.0,714248.0
+10789,2,Lennart,Karl,20770040.0,47.0,2.0,2.0,1.0,4200.0,94.0,0,3,https://kickbase.b-cdn.net/content/file/64b2f60104dd4a96af2c8b9d4af6f07d.png,42.0,1,4.0,36.0,"[{""hasPlayed"": true, ""points"": 73}, {""hasPlayed"": true, ""points"": 21}]",3,Lennart Karl,56177.0,56177.0,65447.0,71167.0,347046.0,-5398106.0
+11675,2,Luis,Díaz,53789226.0,172.0,2.0,2.0,2.0,11508.0,344.0,0,4,https://kickbase.b-cdn.net/content/file/43b93afe59614450a4de3fd8e08c486b.png,14.0,1,6.0,60.0,"[{""hasPlayed"": true, ""points"": 129}, {""hasPlayed"": true, ""points"": 215}]",2,Luis Díaz,4312.0,4312.0,8380.0,11158.0,79076.0,741094.0
+12314,2,Bara Sapoko,Ndiaye,1254661.0,,,,,,,0,3,https://kickbase.b-cdn.net/content/file/68a7688ebea44fc49865d84afbf17a38.png,39.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Bara Sapoko Ndiaye,-103651.0,-103651.0,-120781.0,-114037.0,-528834.0,-2402827.0
+14251,2,Ismael,Saibari,30086475.0,110.0,2.0,2.0,1.0,5590.0,219.0,0,4,https://kickbase.b-cdn.net/content/file/a8113275ef93446185b8dd4966df1834.png,34.0,2,7.0,99.0,"[{""hasPlayed"": true, ""points"": 39}, {""hasPlayed"": true, ""points"": 180}]",3,Ismael Saibari,-336634.0,-336634.0,-71818.0,908.0,-209633.0,817409.0
+15502,2,Tim,Binder,1720590.0,,,,,,,4,3,https://kickbase.b-cdn.net/content/file/bd4ad2cb101841eab3aa5641a51ee891.png,0.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Tim Binder,-148579.0,-148579.0,-147479.0,-150920.0,-975926.0,1220590.0
+1664,9,Maximilian,Mittelstädt,26934010.0,146.0,2.0,2.0,2.0,10489.0,292.0,0,2,https://kickbase.b-cdn.net/content/file/eb576d01f97f40aa86c36b009d8502ec.png,7.0,1,10.0,94.0,"[{""hasPlayed"": true, ""points"": 213}, {""hasPlayed"": true, ""points"": 79}]",1,Maximilian Mittelstädt,91412.0,91412.0,98660.0,98373.0,461355.0,-1890331.0
+1671,9,Grischa,Prömel,16152834.0,129.0,2.0,2.0,2.0,11468.0,258.0,0,3,https://kickbase.b-cdn.net/content/file/08b903ec758e4ca3be71c96efaf7d324.png,21.0,1,15.0,132.0,"[{""hasPlayed"": true, ""points"": 223}, {""hasPlayed"": true, ""points"": 35}]",1,Grischa Prömel,218826.0,218826.0,230160.0,215828.0,1276354.0,4423506.0
+2068,9,Dan-Axel,Zagadou,846679.0,,,,,,,1,2,https://kickbase.b-cdn.net/content/file/b356ec2b4bb34ae28c670dafbe1077c8.png,23.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Dan-Axel Zagadou,-95840.0,-95840.0,-125726.0,-132695.0,-788576.0,-3990089.0
+2120,9,Nikolas,Nartey,4220635.0,,,,,,,2,3,https://kickbase.b-cdn.net/content/file/2133891e0645414dbdd7c340023656af.png,28.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Nikolas Nartey,-79615.0,-79615.0,-95881.0,-95564.0,-745092.0,-1886733.0
+2172,9,Chris,Führich,20830718.0,96.0,1.0,1.0,1.0,4251.0,96.0,0,3,https://kickbase.b-cdn.net/content/file/9a804bbfd5e14d84a33ca8e11ba3feb7.png,10.0,1,4.0,67.0,"[{""hasPlayed"": true, ""points"": 96}, {""hasPlayed"": false, ""points"": null}]",3,Chris Führich,30782.0,30782.0,58797.0,59500.0,-207802.0,-3641756.0
+2199,9,Josha,Vagnoman,10072336.0,192.0,2.0,2.0,2.0,11468.0,383.0,0,2,https://kickbase.b-cdn.net/content/file/c0ddab007ad34b48b3efcfa3cb66ef4d.png,4.0,1,38.0,167.0,"[{""hasPlayed"": true, ""points"": 310}, {""hasPlayed"": true, ""points"": 73}]",3,Josha Vagnoman,403123.0,403123.0,393258.0,405808.0,2407914.0,4836436.0
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+2237,9,Fabian,Bredlow,12773226.0,131.0,2.0,2.0,2.0,11468.0,262.0,0,1,https://kickbase.b-cdn.net/content/file/9c66b1c555ae45aea1e62e700f53f3e9.png,1.0,1,20.0,28.0,"[{""hasPlayed"": true, ""points"": 151}, {""hasPlayed"": true, ""points"": 111}]",1,Fabian Bredlow,136331.0,136331.0,136388.0,120381.0,808833.0,6206603.0
+2445,9,Marius,Funk,1826780.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/0e9c65b96cb040e5bd1a1d2127c167c9.png,33.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Marius Funk,-148757.0,-148757.0,-148447.0,-150017.0,-1050210.0,-1120148.0
+2694,9,Angelo,Stiller,32252166.0,76.0,2.0,2.0,2.0,10853.0,152.0,0,3,https://kickbase.b-cdn.net/content/file/11b094668fbf453fa70c2bcce7ffa8e8.png,6.0,2,4.0,72.0,"[{""hasPlayed"": true, ""points"": 127}, {""hasPlayed"": true, ""points"": 25}]",1,Angelo Stiller,-536370.0,-536370.0,-480599.0,-422650.0,-2655484.0,-4292334.0
+2854,9,Ermedin,Demirović,16338138.0,81.0,2.0,2.0,0.0,3421.0,161.0,0,4,https://kickbase.b-cdn.net/content/file/80dff151ca80494294c4872fe9d6d725.png,9.0,1,9.0,119.0,"[{""hasPlayed"": true, ""points"": 165}, {""hasPlayed"": true, ""points"": -4}]",3,Ermedin Demirović,157063.0,157063.0,160322.0,122162.0,194714.0,-8945389.0
+2988,9,Jamie,Leweling,19491861.0,9.0,2.0,2.0,0.0,3435.0,18.0,0,3,https://kickbase.b-cdn.net/content/file/c9e7ad1b174e48d8aaf075b0bc0bb13d.png,18.0,2,0.0,16.0,"[{""hasPlayed"": true, ""points"": 21}, {""hasPlayed"": true, ""points"": -3}]",3,Jamie Leweling,-554294.0,-554294.0,-579597.0,-564251.0,-1941779.0,-7363939.0
+3190,9,Jeff,Chabot,23009564.0,94.0,2.0,2.0,2.0,10189.0,187.0,0,2,https://kickbase.b-cdn.net/content/file/ee6e1ec0b942485d99b3293e1c9d42f9.png,24.0,1,8.0,108.0,"[{""hasPlayed"": true, ""points"": 170}, {""hasPlayed"": true, ""points"": 17}]",2,Jeff Chabot,103284.0,103284.0,114414.0,85045.0,169536.0,-2583659.0
+3193,9,,Tiago Tomás,7377095.0,35.0,1.0,1.0,1.0,3780.0,35.0,1,4,https://kickbase.b-cdn.net/content/file/bc4ccccad9f44c0fa4e3f4e7a406cb75.png,8.0,2,4.0,24.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 35}]",5,Tiago Tomás,-371400.0,-371400.0,-376763.0,-366197.0,-1836565.0,1787691.0
+4296,9,Dzenan,Pejčinović,11688074.0,44.0,2.0,2.0,2.0,9491.0,87.0,0,4,https://kickbase.b-cdn.net/content/file/dce6b383ea96472faf6e2059c30593a9.png,17.0,1,7.0,55.0,"[{""hasPlayed"": true, ""points"": 93}, {""hasPlayed"": true, ""points"": -6}]",3,Dzenan Pejčinović,118364.0,118364.0,155478.0,154188.0,1152966.0,8809012.0
+4589,9,Justin,Diehl,562192.0,,,,,,,1,4,https://kickbase.b-cdn.net/content/file/30199653f3bb49e4893c86fb81d21361.png,31.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Justin Diehl,-73097.0,-73097.0,-114292.0,-138383.0,-841049.0,62192.0
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+7158,9,Deniz,Undav,38608729.0,27.0,2.0,2.0,2.0,8735.0,53.0,0,4,https://kickbase.b-cdn.net/content/file/09b0fa82db54498db93794d443c5dd46.png,26.0,2,1.0,53.0,"[{""hasPlayed"": true, ""points"": 64}, {""hasPlayed"": true, ""points"": -11}]",2,Deniz Undav,-791583.0,-791583.0,-751849.0,-785736.0,-4246508.0,-4862702.0
+7257,9,Leonidas,Stergiou,1762696.0,-8.0,1.0,1.0,0.0,1286.0,-8.0,0,2,https://kickbase.b-cdn.net/content/file/5969fcecc82d4c039732fa615901d1b2.png,20.0,2,,5.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": -8}]",4,Leonidas Stergiou,-132851.0,-132851.0,-159274.0,-141934.0,-634179.0,-2890737.0
+7349,9,Finn,Jeltsch,16519179.0,100.0,2.0,2.0,2.0,11468.0,200.0,0,2,https://kickbase.b-cdn.net/content/file/256dbc8d5e474b4caea5b04904175a7d.png,29.0,1,12.0,118.0,"[{""hasPlayed"": true, ""points"": 184}, {""hasPlayed"": true, ""points"": 16}]",2,Finn Jeltsch,124502.0,124502.0,163368.0,154438.0,847862.0,4687313.0
+7781,9,Leo,Sauer,3897684.0,38.0,1.0,1.0,0.0,985.0,38.0,0,3,https://kickbase.b-cdn.net/content/file/79854e5f8e024f4cac5b935b26f557ef.png,44.0,1,9.0,26.0,"[{""hasPlayed"": true, ""points"": 38}, {""hasPlayed"": false, ""points"": null}]",4,Leo Sauer,316948.0,316948.0,279783.0,120539.0,534148.0,-3909550.0
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diff --git a/outputs/kbstats/players/kbstats_players_20260909_122135_+0200.json b/outputs/kbstats/players/kbstats_players_20260909_122135_+0200.json
new file mode 100644
index 0000000..67ebdbe
--- /dev/null
+++ b/outputs/kbstats/players/kbstats_players_20260909_122135_+0200.json
@@ -0,0 +1,18482 @@
+[
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+    },
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+        "points": null
+      },
+      {
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+      }
+    ],
+    "startProbability": 5,
+    "name": "Adrian Gantenbein",
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+  },
+  {
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+    "lastName": "Becker",
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+    },
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+      },
+      {
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+        "points": 16
+      }
+    ],
+    "startProbability": 4,
+    "name": "Vitalie Becker",
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+  },
+  {
+    "id": "10916",
+    "teamId": "8",
+    "firstName": "Mert Can",
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+    "gamesPlayed": 2.0,
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+    "status": 0,
+    "position": 2,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/130406d171884bb486982e8fe381150c.png",
+    "number": 43.0,
+    "trend": 2,
+    "pointsPerValue": null,
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+    "marketChange": {
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+      "yesterday": -130145.0,
+      "twoDays": -102461.0,
+      "sevenDaysAvg": -952713.0,
+      "thirtyDaysAvg": -4952591.0
+    },
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+        "points": 11
+      },
+      {
+        "hasPlayed": true,
+        "points": -24
+      }
+    ],
+    "startProbability": 4,
+    "name": "Mert Can Ayhan",
+    "marketChangeToday": -131687.0
+  },
+  {
+    "id": "11255",
+    "teamId": "8",
+    "firstName": "Nikola",
+    "lastName": "Katic",
+    "marketValue": 10555407.0,
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+    "games": 2.0,
+    "gamesPlayed": 2.0,
+    "start11": 2.0,
+    "totalPlaytimeS": 10337.0,
+    "totalPoints": 174.0,
+    "status": 0,
+    "position": 2,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/74d1dd6590234bdb8e0d4bd266d6c531.png",
+    "number": 25.0,
+    "trend": 2,
+    "pointsPerValue": 16.0,
+    "pointsStdDev": 28.0,
+    "marketChange": {
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+      "yesterday": -48455.0,
+      "twoDays": -212358.0,
+      "sevenDaysAvg": -2296296.0,
+      "thirtyDaysAvg": -2683970.0
+    },
+    "history": [
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+        "points": 107
+      },
+      {
+        "hasPlayed": true,
+        "points": 67
+      }
+    ],
+    "startProbability": 1,
+    "name": "Nikola Katic",
+    "marketChangeToday": 36965.0
+  },
+  {
+    "id": "12158",
+    "teamId": "8",
+    "firstName": "Luca",
+    "lastName": "Vozar",
+    "marketValue": 1821485.0,
+    "averagePoints": 5.0,
+    "games": 1.0,
+    "gamesPlayed": 1.0,
+    "start11": 0.0,
+    "totalPlaytimeS": 1178.0,
+    "totalPoints": 5.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/48805a793bcc4f09abdd1e903981c421.png",
+    "number": 38.0,
+    "trend": 2,
+    "pointsPerValue": 2.0,
+    "pointsStdDev": 3.0,
+    "marketChange": {
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+      "yesterday": -138335.0,
+      "twoDays": -138670.0,
+      "sevenDaysAvg": -939173.0,
+      "thirtyDaysAvg": 1321485.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 5
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Luca Vozar",
+    "marketChangeToday": -136618.0
+  },
+  {
+    "id": "12297",
+    "teamId": "8",
+    "firstName": "Satoshi",
+    "lastName": "Tanaka",
+    "marketValue": 6381244.0,
+    "averagePoints": 94.0,
+    "games": 1.0,
+    "gamesPlayed": 1.0,
+    "start11": 1.0,
+    "totalPlaytimeS": 5741.0,
+    "totalPoints": 94.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/450d1dc6d03543289c75d4e5e117d7e1.png",
+    "number": 13.0,
+    "trend": 1,
+    "pointsPerValue": 14.0,
+    "pointsStdDev": 66.0,
+    "marketChange": {
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+      "yesterday": 353692.0,
+      "twoDays": 323963.0,
+      "sevenDaysAvg": 1776217.0,
+      "thirtyDaysAvg": -2036262.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 94
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 2,
+    "name": "Satoshi Tanaka",
+    "marketChangeToday": 350895.0
+  },
+  {
+    "id": "13431",
+    "teamId": "8",
+    "firstName": "Johannes Simon",
+    "lastName": "Siebeking",
+    "marketValue": 500000.0,
+    "averagePoints": null,
+    "games": null,
+    "gamesPlayed": null,
+    "start11": null,
+    "totalPlaytimeS": null,
+    "totalPoints": null,
+    "status": 0,
+    "position": 1,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/c6ff39d185b14c30a66421c5c78c245e.png",
+    "number": 36.0,
+    "trend": 0,
+    "pointsPerValue": null,
+    "pointsStdDev": 0.0,
+    "marketChange": {
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+      "yesterday": 0.0,
+      "twoDays": 0.0,
+      "sevenDaysAvg": 0.0,
+      "thirtyDaysAvg": -3350898.0
+    },
+    "history": [
+      {
+        "hasPlayed": false,
+        "points": null
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Johannes Simon Siebeking",
+    "marketChangeToday": 0.0
+  },
+  {
+    "id": "13448",
+    "teamId": "8",
+    "firstName": "Adil",
+    "lastName": "Aouchiche",
+    "marketValue": 10959666.0,
+    "averagePoints": 64.0,
+    "games": 2.0,
+    "gamesPlayed": 2.0,
+    "start11": 2.0,
+    "totalPlaytimeS": 10325.0,
+    "totalPoints": 127.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/8ac09c4f6e974d80a4bc1aff9ad6768d.png",
+    "number": 24.0,
+    "trend": 2,
+    "pointsPerValue": 11.0,
+    "pointsStdDev": 28.0,
+    "marketChange": {
+      "today": -236076.0,
+      "yesterday": -277391.0,
+      "twoDays": -341525.0,
+      "sevenDaysAvg": -2491685.0,
+      "thirtyDaysAvg": -2555675.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 84
+      },
+      {
+        "hasPlayed": true,
+        "points": 43
+      }
+    ],
+    "startProbability": 1,
+    "name": "Adil Aouchiche",
+    "marketChangeToday": -236076.0
+  }
+]
\ No newline at end of file
diff --git a/outputs/kbstats/players/kbstats_players_20260910_135325_+0200.csv b/outputs/kbstats/players/kbstats_players_20260910_135325_+0200.csv
new file mode 100644
index 0000000..628f99e
--- /dev/null
+++ b/outputs/kbstats/players/kbstats_players_20260910_135325_+0200.csv
@@ -0,0 +1,463 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg
+173,2,Jonathan,Tah,31306628.0,134.0,2.0,2.0,1.0,6434.0,267.0,0,2,https://kickbase.b-cdn.net/content/file/cd9c5cb89a074d1ea56f7d952e5074e4.png,4.0,2,8.0,139.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 35}]",2,Jonathan Tah,-278481.0,-278481.0,-197912.0,-291229.0,-2961095.0,-5188092.0
+237,2,Manuel,Neuer,14864704.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,35815.0,35815.0,67081.0,83245.0,404631.0,2411893.0
+383,2,Sven,Ulreich,500000.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/0535504fe45c48b6a905e9a14da5851d.png,26.0,0,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Sven Ulreich,0.0,0.0,0.0,0.0,0.0,-934959.0
+1685,2,Joshua,Kimmich,59920162.0,279.0,2.0,2.0,2.0,11508.0,557.0,0,3,https://kickbase.b-cdn.net/content/file/b41a70e2188a4c72aa165cfc7606c3e9.png,6.0,1,9.0,34.0,"[{""hasPlayed"": true, ""points"": 254}, {""hasPlayed"": true, ""points"": 303}]",1,Joshua Kimmich,8649.0,8649.0,8053.0,12681.0,53712.0,416969.0
+1961,2,Serge,Gnabry,12608983.0,,,,,,,0,3,https://kickbase.b-cdn.net/content/file/0a28d7fc999e415eb4aba7e837b0384c.png,7.0,1,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Serge Gnabry,115877.0,115877.0,94456.0,68512.0,161723.0,-6288401.0
+1991,2,Dayot,Upamecano,33656880.0,245.0,2.0,2.0,2.0,11508.0,489.0,0,2,https://kickbase.b-cdn.net/content/file/13835e113e4f40d986f924b517690435.png,2.0,1,14.0,38.0,"[{""hasPlayed"": true, ""points"": 217}, {""hasPlayed"": true, ""points"": 272}]",3,Dayot Upamecano,18536.0,18536.0,49872.0,72571.0,293028.0,390448.0
+2038,2,Konrad,Laimer,31839896.0,118.0,2.0,2.0,2.0,11508.0,236.0,0,2,https://kickbase.b-cdn.net/content/file/cb9d5de1bbd14bf0915f1ec819569c17.png,27.0,2,7.0,15.0,"[{""hasPlayed"": true, ""points"": 129}, {""hasPlayed"": true, ""points"": 107}]",3,Konrad Laimer,-238291.0,-238291.0,-16531.0,25979.0,-334866.0,-2208374.0
+2300,2,Josip,Stanišić,17032553.0,43.0,1.0,1.0,0.0,1298.0,43.0,0,2,https://kickbase.b-cdn.net/content/file/e5f36d7812254f3cb4534802eb6cd7e9.png,44.0,2,2.0,30.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 43}]",3,Josip Stanišić,-372497.0,-372497.0,-417427.0,-483909.0,-3102644.0,-10477332.0
+2366,2,Alphonso,Davies,14899701.0,177.0,2.0,2.0,2.0,10209.0,354.0,0,2,https://kickbase.b-cdn.net/content/file/1321be6fb58f47b592a91f17f6b2bf68.png,19.0,1,23.0,33.0,"[{""hasPlayed"": true, ""points"": 201}, {""hasPlayed"": true, ""points"": 153}]",3,Alphonso Davies,255594.0,255594.0,274323.0,279914.0,1777802.0,-726004.0
+2804,2,Jamal,Musiala,24850442.0,38.0,1.0,1.0,0.0,2235.0,38.0,0,3,https://kickbase.b-cdn.net/content/file/02ac203768a94e169fa6c6b87130a94e.png,10.0,1,1.0,26.0,"[{""hasPlayed"": true, ""points"": 38}, {""hasPlayed"": false, ""points"": null}]",3,Jamal Musiala,148764.0,148764.0,137086.0,131929.0,-256486.0,-9991450.0
+3072,2,Jonas,Urbig,4693406.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/7305496deb014e31a4001d36894c457d.png,40.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",4,Jonas Urbig,-31525.0,-31525.0,-35609.0,-57440.0,-884170.0,-7112349.0
+3089,2,Hiroki,Ito,3871294.0,,,,,,,0,2,https://kickbase.b-cdn.net/content/file/7d48858483334caca6c4315882270919.png,21.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Hiroki Ito,-109659.0,-109659.0,-118973.0,-118847.0,-742900.0,-1637998.0
+3120,2,Tom,Bischof,17475415.0,44.0,2.0,2.0,0.0,1866.0,88.0,0,3,https://kickbase.b-cdn.net/content/file/9d622fb218a14c90ad0a75266080e027.png,8.0,2,5.0,5.0,"[{""hasPlayed"": true, ""points"": 48}, {""hasPlayed"": true, ""points"": 40}]",4,Tom Bischof,-382263.0,-382263.0,-418317.0,-403333.0,-2702020.0,-3777164.0
+3543,2,Nathaniel,Brown,26868016.0,68.0,2.0,2.0,2.0,6526.0,136.0,0,2,https://kickbase.b-cdn.net/content/file/4dd49322843644839bb43182b3a8b68b.png,11.0,2,5.0,11.0,"[{""hasPlayed"": true, ""points"": 76}, {""hasPlayed"": true, ""points"": 60}]",3,Nathaniel Brown,-699174.0,-699174.0,-654467.0,-658998.0,-3255515.0,-1446641.0
+6080,2,Aleksandar,Pavlović,33683034.0,213.0,2.0,2.0,2.0,9640.0,426.0,0,3,https://kickbase.b-cdn.net/content/file/958c27ad7cf943a8b9e380f72fdc5b4f.png,45.0,1,12.0,60.0,"[{""hasPlayed"": true, ""points"": 170}, {""hasPlayed"": true, ""points"": 256}]",2,Aleksandar Pavlović,62484.0,62484.0,75631.0,89612.0,530840.0,2439451.0
+6668,2,Kim,Minjae,12804409.0,110.0,1.0,1.0,1.0,5073.0,110.0,0,2,https://kickbase.b-cdn.net/content/file/4df81f5e57ca4e278fb6bc229ed6e05d.png,3.0,1,8.0,77.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 110}]",3,Kim Minjae,138399.0,138399.0,148100.0,148777.0,861367.0,1288652.0
+7226,2,Harry,Kane,67888497.0,97.0,2.0,2.0,1.0,7979.0,194.0,0,4,https://kickbase.b-cdn.net/content/file/8558eff47626439593b2acd71e400ab3.png,9.0,2,2.0,38.0,"[{""hasPlayed"": true, ""points"": 70}, {""hasPlayed"": true, ""points"": 124}]",1,Harry Kane,-395272.0,-395272.0,-261365.0,-179440.0,-1003280.0,-594906.0
+8329,2,Michael,Olise,65064350.0,187.0,2.0,2.0,1.0,7997.0,374.0,0,3,https://kickbase.b-cdn.net/content/file/2d1bffc491014bb582c5d1c622b0ee37.png,17.0,1,5.0,87.0,"[{""hasPlayed"": true, ""points"": 125}, {""hasPlayed"": true, ""points"": 249}]",1,Michael Olise,6547.0,6547.0,10707.0,9371.0,72346.0,683010.0
+10789,2,Lennart,Karl,20818853.0,47.0,2.0,2.0,1.0,4200.0,94.0,0,3,https://kickbase.b-cdn.net/content/file/64b2f60104dd4a96af2c8b9d4af6f07d.png,42.0,1,4.0,36.0,"[{""hasPlayed"": true, ""points"": 73}, {""hasPlayed"": true, ""points"": 21}]",3,Lennart Karl,48813.0,48813.0,56177.0,65447.0,329866.0,-5350417.0
+11675,2,Luis,Díaz,53791238.0,172.0,2.0,2.0,2.0,11508.0,344.0,0,4,https://kickbase.b-cdn.net/content/file/43b93afe59614450a4de3fd8e08c486b.png,14.0,1,6.0,60.0,"[{""hasPlayed"": true, ""points"": 129}, {""hasPlayed"": true, ""points"": 215}]",2,Luis Díaz,2012.0,2012.0,4312.0,8380.0,64400.0,704855.0
+12314,2,Bara Sapoko,Ndiaye,1171242.0,,,,,,,0,3,https://kickbase.b-cdn.net/content/file/68a7688ebea44fc49865d84afbf17a38.png,39.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Bara Sapoko Ndiaye,-83419.0,-83419.0,-103651.0,-120781.0,-539577.0,-2486246.0
+14251,2,Ismael,Saibari,29550079.0,110.0,2.0,2.0,1.0,5590.0,219.0,0,4,https://kickbase.b-cdn.net/content/file/a8113275ef93446185b8dd4966df1834.png,34.0,2,7.0,99.0,"[{""hasPlayed"": true, ""points"": 39}, {""hasPlayed"": true, ""points"": 180}]",3,Ismael Saibari,-536396.0,-536396.0,-336634.0,-71818.0,-823828.0,213436.0
+15502,2,Tim,Binder,1580079.0,,,,,,,4,3,https://kickbase.b-cdn.net/content/file/bd4ad2cb101841eab3aa5641a51ee891.png,0.0,2,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Tim Binder,-140511.0,-140511.0,-148579.0,-147479.0,-971328.0,1080079.0
+1664,9,Maximilian,Mittelstädt,27007784.0,146.0,2.0,2.0,2.0,10489.0,292.0,0,2,https://kickbase.b-cdn.net/content/file/eb576d01f97f40aa86c36b009d8502ec.png,7.0,1,10.0,94.0,"[{""hasPlayed"": true, ""points"": 213}, {""hasPlayed"": true, ""points"": 79}]",1,Maximilian Mittelstädt,73774.0,73774.0,91412.0,98660.0,475797.0,-1865933.0
+1671,9,Grischa,Prömel,16351542.0,129.0,2.0,2.0,2.0,11468.0,258.0,0,3,https://kickbase.b-cdn.net/content/file/08b903ec758e4ca3be71c96efaf7d324.png,21.0,1,15.0,132.0,"[{""hasPlayed"": true, ""points"": 223}, {""hasPlayed"": true, ""points"": 35}]",1,Grischa Prömel,198708.0,198708.0,218826.0,230160.0,1311895.0,4583244.0
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diff --git a/outputs/kbstats/players/kbstats_players_20260910_135325_+0200.json b/outputs/kbstats/players/kbstats_players_20260910_135325_+0200.json
new file mode 100644
index 0000000..ff334dc
--- /dev/null
+++ b/outputs/kbstats/players/kbstats_players_20260910_135325_+0200.json
@@ -0,0 +1,18482 @@
+[
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+    },
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+      },
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+      }
+    ],
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+  },
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+    },
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+        "points": 29
+      },
+      {
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+        "points": -19
+      }
+    ],
+    "startProbability": 3,
+    "name": "Éric Dina Ebimbe",
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+  },
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+      "thirtyDaysAvg": -2976151.0
+    },
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+        "points": 108
+      },
+      {
+        "hasPlayed": true,
+        "points": 23
+      }
+    ],
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+    "name": "Hasan Kuruçay",
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+  },
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+    },
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+        "points": null
+      },
+      {
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+        "points": 24
+      }
+    ],
+    "startProbability": 4,
+    "name": "Junior Adamu",
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+  },
+  {
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+    "teamId": "8",
+    "firstName": "Maximilian",
+    "lastName": "Wöber",
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+    "playerImage": "https://kickbase.b-cdn.net/content/file/aa8759270ae54b79851feea4f7769c01.png",
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+      "thirtyDaysAvg": -4273948.0
+    },
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+        "points": 38
+      },
+      {
+        "hasPlayed": true,
+        "points": -77
+      }
+    ],
+    "startProbability": 5,
+    "name": "Maximilian Wöber",
+    "marketChangeToday": -104245.0
+  },
+  {
+    "id": "7242",
+    "teamId": "8",
+    "firstName": "Robin",
+    "lastName": "Gosens",
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+    "playerImage": "https://kickbase.b-cdn.net/content/file/aad327c722fd45e2a843dfbba1484126.png",
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+      "thirtyDaysAvg": -1477606.0
+    },
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+        "points": 82
+      },
+      {
+        "hasPlayed": true,
+        "points": -9
+      }
+    ],
+    "startProbability": 2,
+    "name": "Robin Gosens",
+    "marketChangeToday": 41056.0
+  },
+  {
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+    "teamId": "8",
+    "firstName": "Moussa",
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+    },
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+        "points": 24
+      },
+      {
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+        "points": 21
+      }
+    ],
+    "startProbability": 1,
+    "name": "Moussa Sylla",
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+  },
+  {
+    "id": "8235",
+    "teamId": "8",
+    "firstName": "Adrian",
+    "lastName": "Gantenbein",
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+    "status": 0,
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+    "playerImage": "https://kickbase.b-cdn.net/content/file/20ff107cb10149319ad76cc948de9e70.png",
+    "number": 17.0,
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+      "yesterday": -68282.0,
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+      "sevenDaysAvg": -783880.0,
+      "thirtyDaysAvg": -428872.0
+    },
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+        "points": null
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Adrian Gantenbein",
+    "marketChangeToday": -39453.0
+  },
+  {
+    "id": "8277",
+    "teamId": "8",
+    "firstName": "Vitalie",
+    "lastName": "Becker",
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+    "position": 2,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/e467725d314c414688deb0c9754900e0.png",
+    "number": 33.0,
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+    "pointsPerValue": 4.0,
+    "pointsStdDev": 8.0,
+    "marketChange": {
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+      "yesterday": -110510.0,
+      "twoDays": -105103.0,
+      "sevenDaysAvg": -823712.0,
+      "thirtyDaysAvg": -2327854.0
+    },
+    "history": [
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+        "hasPlayed": true,
+        "points": 4
+      },
+      {
+        "hasPlayed": true,
+        "points": 16
+      }
+    ],
+    "startProbability": 4,
+    "name": "Vitalie Becker",
+    "marketChangeToday": -109050.0
+  },
+  {
+    "id": "10916",
+    "teamId": "8",
+    "firstName": "Mert Can",
+    "lastName": "Ayhan",
+    "marketValue": 3993377.0,
+    "averagePoints": -7.0,
+    "games": 2.0,
+    "gamesPlayed": 2.0,
+    "start11": 0.0,
+    "totalPlaytimeS": 2203.0,
+    "totalPoints": -13.0,
+    "status": 0,
+    "position": 2,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/130406d171884bb486982e8fe381150c.png",
+    "number": 43.0,
+    "trend": 2,
+    "pointsPerValue": null,
+    "pointsStdDev": 24.0,
+    "marketChange": {
+      "today": -129821.0,
+      "yesterday": -131687.0,
+      "twoDays": -130145.0,
+      "sevenDaysAvg": -762649.0,
+      "thirtyDaysAvg": -5242508.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 11
+      },
+      {
+        "hasPlayed": true,
+        "points": -24
+      }
+    ],
+    "startProbability": 4,
+    "name": "Mert Can Ayhan",
+    "marketChangeToday": -129821.0
+  },
+  {
+    "id": "11255",
+    "teamId": "8",
+    "firstName": "Nikola",
+    "lastName": "Katic",
+    "marketValue": 10598550.0,
+    "averagePoints": 87.0,
+    "games": 2.0,
+    "gamesPlayed": 2.0,
+    "start11": 2.0,
+    "totalPlaytimeS": 10337.0,
+    "totalPoints": 174.0,
+    "status": 0,
+    "position": 2,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/74d1dd6590234bdb8e0d4bd266d6c531.png",
+    "number": 25.0,
+    "trend": 1,
+    "pointsPerValue": 16.0,
+    "pointsStdDev": 28.0,
+    "marketChange": {
+      "today": 43143.0,
+      "yesterday": 36965.0,
+      "twoDays": -48455.0,
+      "sevenDaysAvg": -1731722.0,
+      "thirtyDaysAvg": -2801482.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 107
+      },
+      {
+        "hasPlayed": true,
+        "points": 67
+      }
+    ],
+    "startProbability": 1,
+    "name": "Nikola Katic",
+    "marketChangeToday": 43143.0
+  },
+  {
+    "id": "12158",
+    "teamId": "8",
+    "firstName": "Luca",
+    "lastName": "Vozar",
+    "marketValue": 1693548.0,
+    "averagePoints": 5.0,
+    "games": 1.0,
+    "gamesPlayed": 1.0,
+    "start11": 0.0,
+    "totalPlaytimeS": 1178.0,
+    "totalPoints": 5.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/48805a793bcc4f09abdd1e903981c421.png",
+    "number": 38.0,
+    "trend": 2,
+    "pointsPerValue": 2.0,
+    "pointsStdDev": 3.0,
+    "marketChange": {
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+      "yesterday": -136618.0,
+      "twoDays": -138335.0,
+      "sevenDaysAvg": -920701.0,
+      "thirtyDaysAvg": 1193548.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 5
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Luca Vozar",
+    "marketChangeToday": -127937.0
+  },
+  {
+    "id": "12297",
+    "teamId": "8",
+    "firstName": "Satoshi",
+    "lastName": "Tanaka",
+    "marketValue": 6715102.0,
+    "averagePoints": 94.0,
+    "games": 1.0,
+    "gamesPlayed": 1.0,
+    "start11": 1.0,
+    "totalPlaytimeS": 5741.0,
+    "totalPoints": 94.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/450d1dc6d03543289c75d4e5e117d7e1.png",
+    "number": 13.0,
+    "trend": 1,
+    "pointsPerValue": 13.0,
+    "pointsStdDev": 66.0,
+    "marketChange": {
+      "today": 333858.0,
+      "yesterday": 350895.0,
+      "twoDays": 353692.0,
+      "sevenDaysAvg": 1920539.0,
+      "thirtyDaysAvg": -1424515.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 94
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 2,
+    "name": "Satoshi Tanaka",
+    "marketChangeToday": 333858.0
+  },
+  {
+    "id": "13431",
+    "teamId": "8",
+    "firstName": "Johannes Simon",
+    "lastName": "Siebeking",
+    "marketValue": 500000.0,
+    "averagePoints": null,
+    "games": null,
+    "gamesPlayed": null,
+    "start11": null,
+    "totalPlaytimeS": null,
+    "totalPoints": null,
+    "status": 0,
+    "position": 1,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/c6ff39d185b14c30a66421c5c78c245e.png",
+    "number": 36.0,
+    "trend": 0,
+    "pointsPerValue": null,
+    "pointsStdDev": 0.0,
+    "marketChange": {
+      "today": 0.0,
+      "yesterday": 0.0,
+      "twoDays": 0.0,
+      "sevenDaysAvg": 0.0,
+      "thirtyDaysAvg": -3110070.0
+    },
+    "history": [
+      {
+        "hasPlayed": false,
+        "points": null
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Johannes Simon Siebeking",
+    "marketChangeToday": 0.0
+  },
+  {
+    "id": "13448",
+    "teamId": "8",
+    "firstName": "Adil",
+    "lastName": "Aouchiche",
+    "marketValue": 10803239.0,
+    "averagePoints": 64.0,
+    "games": 2.0,
+    "gamesPlayed": 2.0,
+    "start11": 2.0,
+    "totalPlaytimeS": 10325.0,
+    "totalPoints": 127.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/8ac09c4f6e974d80a4bc1aff9ad6768d.png",
+    "number": 24.0,
+    "trend": 2,
+    "pointsPerValue": 11.0,
+    "pointsStdDev": 28.0,
+    "marketChange": {
+      "today": -156427.0,
+      "yesterday": -236076.0,
+      "twoDays": -277391.0,
+      "sevenDaysAvg": -2176515.0,
+      "thirtyDaysAvg": -2888684.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 84
+      },
+      {
+        "hasPlayed": true,
+        "points": 43
+      }
+    ],
+    "startProbability": 1,
+    "name": "Adil Aouchiche",
+    "marketChangeToday": -156427.0
+  }
+]
\ No newline at end of file
diff --git a/outputs/kbstats/players/kbstats_players_20260911_094008_+0200.csv b/outputs/kbstats/players/kbstats_players_20260911_094008_+0200.csv
new file mode 100644
index 0000000..f90fe90
--- /dev/null
+++ b/outputs/kbstats/players/kbstats_players_20260911_094008_+0200.csv
@@ -0,0 +1,462 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg
+173,2,Jonathan,Tah,31005752.0,134.0,2.0,2.0,1.0,6434.0,267.0,0,2,https://kickbase.b-cdn.net/content/file/cd9c5cb89a074d1ea56f7d952e5074e4.png,4.0,2,8.0,139.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 35}]",2,Jonathan Tah,-300876.0,-300876.0,-278481.0,-197912.0,-2624517.0,-5543376.0
+237,2,Manuel,Neuer,14858009.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,-6695.0,-6695.0,35815.0,67081.0,305026.0,2368762.0
+383,2,Sven,Ulreich,500000.0,,,,,,,0,1,https://kickbase.b-cdn.net/content/file/0535504fe45c48b6a905e9a14da5851d.png,26.0,0,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Sven Ulreich,0.0,0.0,0.0,0.0,0.0,-1078651.0
+1685,2,Joshua,Kimmich,59922635.0,279.0,2.0,2.0,2.0,11508.0,557.0,0,3,https://kickbase.b-cdn.net/content/file/b41a70e2188a4c72aa165cfc7606c3e9.png,6.0,1,9.0,34.0,"[{""hasPlayed"": true, ""points"": 254}, {""hasPlayed"": true, ""points"": 303}]",1,Joshua Kimmich,2473.0,2473.0,8649.0,8053.0,52182.0,389467.0
+1961,2,Serge,Gnabry,12727060.0,,,,,,,0,3,https://kickbase.b-cdn.net/content/file/0a28d7fc999e415eb4aba7e837b0384c.png,7.0,1,,0.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": false, ""points"": null}]",5,Serge Gnabry,118077.0,118077.0,115877.0,94456.0,258551.0,-6175974.0
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diff --git a/outputs/kbstats/players/kbstats_players_20260911_094008_+0200.json b/outputs/kbstats/players/kbstats_players_20260911_094008_+0200.json
new file mode 100644
index 0000000..ad2c659
--- /dev/null
+++ b/outputs/kbstats/players/kbstats_players_20260911_094008_+0200.json
@@ -0,0 +1,18442 @@
+[
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+      "sevenDaysAvg": -904295.0,
+      "thirtyDaysAvg": 1072610.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 5
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Luca Vozar",
+    "marketChangeToday": -120938.0
+  },
+  {
+    "id": "12297",
+    "teamId": "8",
+    "firstName": "Satoshi",
+    "lastName": "Tanaka",
+    "marketValue": 7025555.0,
+    "averagePoints": 94.0,
+    "games": 1.0,
+    "gamesPlayed": 1.0,
+    "start11": 1.0,
+    "totalPlaytimeS": 5741.0,
+    "totalPoints": 94.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/450d1dc6d03543289c75d4e5e117d7e1.png",
+    "number": 13.0,
+    "trend": 1,
+    "pointsPerValue": 13.0,
+    "pointsStdDev": 66.0,
+    "marketChange": {
+      "today": 310453.0,
+      "yesterday": 333858.0,
+      "twoDays": 350895.0,
+      "sevenDaysAvg": 1991138.0,
+      "thirtyDaysAvg": -848071.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 94
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 2,
+    "name": "Satoshi Tanaka",
+    "marketChangeToday": 310453.0
+  },
+  {
+    "id": "13431",
+    "teamId": "8",
+    "firstName": "Johannes Simon",
+    "lastName": "Siebeking",
+    "marketValue": 500000.0,
+    "averagePoints": null,
+    "games": null,
+    "gamesPlayed": null,
+    "start11": null,
+    "totalPlaytimeS": null,
+    "totalPoints": null,
+    "status": 0,
+    "position": 1,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/c6ff39d185b14c30a66421c5c78c245e.png",
+    "number": 36.0,
+    "trend": 0,
+    "pointsPerValue": null,
+    "pointsStdDev": 0.0,
+    "marketChange": {
+      "today": 0.0,
+      "yesterday": 0.0,
+      "twoDays": 0.0,
+      "sevenDaysAvg": 0.0,
+      "thirtyDaysAvg": -2903563.0
+    },
+    "history": [
+      {
+        "hasPlayed": false,
+        "points": null
+      },
+      {
+        "hasPlayed": false,
+        "points": null
+      }
+    ],
+    "startProbability": 5,
+    "name": "Johannes Simon Siebeking",
+    "marketChangeToday": 0.0
+  },
+  {
+    "id": "13448",
+    "teamId": "8",
+    "firstName": "Adil",
+    "lastName": "Aouchiche",
+    "marketValue": 10689447.0,
+    "averagePoints": 64.0,
+    "games": 2.0,
+    "gamesPlayed": 2.0,
+    "start11": 2.0,
+    "totalPlaytimeS": 10325.0,
+    "totalPoints": 127.0,
+    "status": 0,
+    "position": 3,
+    "playerImage": "https://kickbase.b-cdn.net/content/file/8ac09c4f6e974d80a4bc1aff9ad6768d.png",
+    "number": 24.0,
+    "trend": 2,
+    "pointsPerValue": 11.0,
+    "pointsStdDev": 28.0,
+    "marketChange": {
+      "today": -113792.0,
+      "yesterday": -156427.0,
+      "twoDays": -236076.0,
+      "sevenDaysAvg": -1843271.0,
+      "thirtyDaysAvg": -3190383.0
+    },
+    "history": [
+      {
+        "hasPlayed": true,
+        "points": 84
+      },
+      {
+        "hasPlayed": true,
+        "points": 43
+      }
+    ],
+    "startProbability": 1,
+    "name": "Adil Aouchiche",
+    "marketChangeToday": -113792.0
+  }
+]
\ No newline at end of file
diff --git a/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260904_123346.json b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260904_123346.json
new file mode 100644
index 0000000..fcaed6d
--- /dev/null
+++ b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260904_123346.json
@@ -0,0 +1,2944 @@
+{
+  "metadata": {
+    "source": "Kickbase",
+    "source_type": "user-submitted screenshots",
+    "matchday": 2,
+    "player_identity_policy": "displayed_name_only",
+    "captured_at": null,
+    "processed_at": "2026-09-04T12:33:46+02:00",
+    "screenshot_count": 18,
+    "match_count": 9,
+    "team_count": 18,
+    "primary_player_count": 198,
+    "player_count": 252,
+    "fixture_reference": "outputs/sofascore/match_ids/match_ids_2.json",
+    "transcription_note": "Only text visibly displayed in the submitted Kickbase screenshots is stored for player identity. Repeated replacement candidates are stored for every visible competing slot."
+  },
+  "matches": [
+    {
+      "match_time": "FR 20:30",
+      "home": {
+        "team_name": "VfB Stuttgart",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "BREDLOW",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MITTELSTÄDT",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "CHABOT",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "JELTSCH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "VAGNOMAN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "STILLER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "PRÖMEL",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "FÜHRICH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "UNDAV",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LEWELING",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "DEMIROVIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Hendriks",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "El Khannouss",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Pejcinovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          }
+        ]
+      },
+      "away": {
+        "team_name": "1. FC Köln",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "SCHWÄBE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MENSAH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LOCHOSHVILI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "SIMPSON-PUSEY",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "CASTRO-MONTES",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "SKHIRI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KRAUSS",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MOORE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "JOHANNESSON",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "THIELMANN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "ACHE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Okon-Engstler",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Maina",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Maina",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "SA 15:30",
+      "home": {
+        "team_name": "Bayer 04 Leverkusen",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "FLEKKEN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "GUTIÉRREZ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MEDINA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "TAPSOBA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "QUANSAH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "GARCÍA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "FERNÁNDEZ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MOREIRA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "TILLMAN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MAZA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "SCHICK",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Badé",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Doué",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Vázquez",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 3
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Diaby",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Diaby",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          }
+        ]
+      },
+      "away": {
+        "team_name": "1. FC Union Berlin",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "RAAB",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "ROTHE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "VAN DEN BOSCH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "QUERFELD",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "JURANOVIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KEMLEIN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KHEDIRA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "BURCU",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
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+          }
+        ]
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+          },
+          {
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+          },
+          {
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+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "BECKER",
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+            "slot_index": 1,
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+          },
+          {
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+          {
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+          }
+        ]
+      }
+    },
+    {
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+        "lineup_status": "Predicted Lineup",
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+          {
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+            "displayed_name": "ATUBOLU",
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+          },
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+          },
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+          },
+          {
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+            "displayed_name": "CHAÏBI",
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+          },
+          {
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+          },
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+            "player_id": null,
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+            "slot_index": 2,
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+          },
+          {
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+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
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+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
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+            "slot_index": 2,
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+          },
+          {
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+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 2
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Augsburg",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "DAHMEN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "BANKS",
+            "position": null,
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+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "GOUWELEEUW",
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+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
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+          },
+          {
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+            "displayed_name": "MATSIMA",
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+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "BEHRENS",
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+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "RIEDER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "MASSENGO",
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+            "injury_status": null,
+            "player_id": null,
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+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "WOLF",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "FELLHAUER",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "KADE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "GREGORITSCH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Brackelmann",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ibrahimović",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kömür",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 3
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260904_170925.json b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260904_170925.json
new file mode 100644
index 0000000..f44fbb8
--- /dev/null
+++ b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260904_170925.json
@@ -0,0 +1,334 @@
+{
+  "metadata": {
+    "source": "Kickbase",
+    "source_type": "user-submitted screenshots",
+    "matchday": 2,
+    "player_identity_policy": "displayed_name_only",
+    "captured_at": null,
+    "processed_at": "2026-09-04T17:09:25+02:00",
+    "screenshot_count": 18,
+    "match_count": 9,
+    "team_count": 18,
+    "primary_player_count": 198,
+    "player_count": 252,
+    "fixture_reference": "outputs/sofascore/match_ids/match_ids_2.json",
+    "transcription_note": "Only text visibly displayed in the submitted Kickbase screenshots is stored for player identity. Repeated replacement candidates are stored for every visible competing slot."
+  },
+  "matches": [
+    {
+      "match_time": "FR 20:30",
+      "home": { "team_name": "VfB Stuttgart", "side": "home", "lineup_status": "Predicted Lineup", "players": [
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+        { "full_name": null, "displayed_name": "MOFFI", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Daka", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "VIEIRA", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 3, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Adeline", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 3, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "Stange", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 3, "starting_probability_rank": 3 }
+      ] },
+      "away": { "team_name": "1. FSV Mainz 05", "side": "away", "lineup_status": "Predicted Lineup", "players": [
+        { "full_name": null, "displayed_name": "ZENTNER", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 1, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "MWENE", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "POTULSKI", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "GRUBER", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 3, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Posch", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 3, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "DA COSTA", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 4, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "CACI", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 5, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "LEE", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "SANO", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "AMIRI", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 3, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "BECKER", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "TIETZ", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 1 }
+      ] }
+    },
+    {
+      "match_time": "SO 17:30",
+      "home": { "team_name": "Eintracht Frankfurt", "side": "home", "lineup_status": "Predicted Lineup", "players": [
+        { "full_name": null, "displayed_name": "ATUBOLU", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 1, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "KOSUGI", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "BRASSIER", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Maluze", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 2, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "KOCH", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 3, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "BAUM", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 4, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "ONYEDIKA", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "CHAÏBI", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Götze", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 2, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "UZUN", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "DOAN", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "EBNOUTALIB", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 5, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "BURKARDT", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 5, "slot_index": 2, "starting_probability_rank": 1 }
+      ] },
+      "away": { "team_name": "FC Augsburg", "side": "away", "lineup_status": "Predicted Lineup", "players": [
+        { "full_name": null, "displayed_name": "DAHMEN", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 1, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "BRACKELMANN", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "MATSIMA", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "BANKS", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 3, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Gouweleeuw", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 2, "slot_index": 3, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "BEHRENS", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "RIEDER", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "MASSENGO", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 3, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "WOLF", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 3, "slot_index": 4, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "FELLHAUER", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 1, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "IBRAHIMOVIĆ", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 1 },
+        { "full_name": null, "displayed_name": "Kade", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 2 },
+        { "full_name": null, "displayed_name": "Kömür", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 4, "slot_index": 2, "starting_probability_rank": 3 },
+        { "full_name": null, "displayed_name": "GREGORITSCH", "position": null, "injury_status": null, "player_id": null, "player_url": null, "formation_row": 5, "slot_index": 1, "starting_probability_rank": 1 }
+      ] }
+    }
+  ]
+}
diff --git a/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260910_134922.json b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260910_134922.json
new file mode 100644
index 0000000..f45e99b
--- /dev/null
+++ b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260910_134922.json
@@ -0,0 +1,2834 @@
+{
+  "metadata": {
+    "source": "Kickbase",
+    "source_type": "user-submitted screenshots",
+    "matchday": 3,
+    "player_identity_policy": "displayed_name_only",
+    "captured_at": null,
+    "processed_at": "2026-09-10T13:49:22+02:00",
+    "screenshot_count": 18,
+    "match_count": 9,
+    "team_count": 18,
+    "primary_player_count": 198,
+    "player_count": 242,
+    "fixture_reference": "outputs/sofascore/match_ids/match_ids_3.json",
+    "transcription_note": "Only text visibly displayed in the submitted Kickbase screenshots is stored for player identity. Repeated replacement candidates are stored for every visible competing slot."
+  },
+  "matches": [
+    {
+      "match_time": "FR 20:30",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "RÖNNOW",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "ROTHE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "UDUOKHAI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "VAN DEN BOSCH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "JURANOVIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KEMLEIN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KHEDIRA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "BURCU",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "AEBISCHER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LJUBIČIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LATTE LATH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Querfeld",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Schäfer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Jeong",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Skarke",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "KARIUS",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KURUÇAY",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KATIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "T. BECKER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "GOSENS",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "EL FAOUZI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "TANAKA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "DINA EBIMBE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "AOUCHICHE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LJUBIČIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "SYLLA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Karaman",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "SA 15:30",
+      "home": {
+        "team_name": "1. FSV Mainz 05",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "ZENTNER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "MWENE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "POTULSKI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "GRUBER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "POSCH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "CACI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 5,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LEE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "SANO",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Musiala",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Saibari",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 3
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260911_095348.json b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260911_095348.json
new file mode 100644
index 0000000..dd9bfa0
--- /dev/null
+++ b/outputs/kickbase/predicted_lineups/kickbase_bundesliga_lineups_20260911_095348.json
@@ -0,0 +1,2834 @@
+{
+  "metadata": {
+    "source": "Kickbase",
+    "source_type": "user-submitted screenshots",
+    "matchday": 3,
+    "player_identity_policy": "displayed_name_only",
+    "captured_at": null,
+    "processed_at": "2026-09-11T09:53:48+02:00",
+    "screenshot_count": 18,
+    "match_count": 9,
+    "team_count": 18,
+    "primary_player_count": 198,
+    "player_count": 242,
+    "fixture_reference": "outputs/sofascore/match_ids/match_ids_3.json",
+    "transcription_note": "Only text visibly displayed in the submitted Kickbase screenshots is stored for player identity. Repeated replacement candidates are stored for every visible competing slot."
+  },
+  "matches": [
+    {
+      "match_time": "FR 20:30",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "RÖNNOW",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "ROTHE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "UDUOKHAI",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "VAN DEN BOSCH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "JURANOVIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KEMLEIN",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KHEDIRA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "BURCU",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "AEBISCHER",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LJUBIČIĆ",
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+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LATTE LATH",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Querfeld",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Schäfer",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Jeong",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Skarke",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "KARIUS",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KURUÇAY",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KATIĆ",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "T. BECKER",
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+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "GOSENS",
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+            "player_id": null,
+            "player_url": null,
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+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "EL FAOUZI",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "TANAKA",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "DINA EBIMBE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "AOUCHICHE",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "LJUBIČIĆ",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "SYLLA",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "Karaman",
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+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    },
+    {
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+        "side": "home",
+        "lineup_status": "Predicted Lineup",
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+          },
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+          },
+          {
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+          },
+          {
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+            "displayed_name": "GRUBER",
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+          },
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+            "slot_index": 5,
+            "starting_probability_rank": 1
+          },
+          {
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+            "injury_status": null,
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+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
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+          },
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+          },
+          {
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+          },
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+          },
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+            "slot_index": 4,
+            "starting_probability_rank": 2
+          }
+        ]
+      },
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+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
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+          },
+          {
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+            "player_id": null,
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+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "KOCH",
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+            "player_id": null,
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+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
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+            "starting_probability_rank": 1
+          },
+          {
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+          },
+          {
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "UZUN",
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+            "injury_status": null,
+            "player_id": null,
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+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
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+            "player_id": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "EBNOUTALIB",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "BURKARDT",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "Götze",
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+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Chaïbi",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": null,
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 3
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "SA 15:30",
+      "home": {
+        "team_name": "Borussia Dortmund",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "KOBEL",
+            "position": null,
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+            "player_id": null,
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+            "slot_index": 1,
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+          },
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+          },
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+            "slot_index": 2,
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+          },
+          {
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+            "player_id": null,
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+          },
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+          },
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+          },
+          {
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+          },
+          {
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+          },
+          {
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+            "slot_index": 1,
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index 0000000..a5d0480
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Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
\n
Trainer
Lustrinelli
\n
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
\n
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
",
+                "text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic"
+              },
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Trainer
Lustrinelli
",
+                "text": "Trainer Lustrinelli"
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Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
",
+                "text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu"
+              },
+              {
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+                "outer_html": "
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
",
+                "text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)"
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+                  "slot_index": null,
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\n
\n
\n\"FCSchalke\n
\n
\n
\n
Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
\n
\nTrainer
Muslic\n
\n
Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
\n
Es fehlen
Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
",
+                "text": "Voraussichtliche Aufstellung Karius - T. Becker , Katic , Kurucay - Dina Ebimbe , El-Faouzi , Tanaka , Gosens - Karaman , Aouchiche - Sylla"
+              },
+              {
+                "index": 2,
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\nTrainer
Muslic\n
",
+                "text": "Trainer Muslic"
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Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
",
+                "text": "Reservebank Ke. Müller , Ayhan , V. Becker , Wöber , Bachmann , Ljubicic , Vozar , Adamu , Dzeko , H.-C. Hwang"
+              },
+              {
+                "index": 4,
+                "outer_html": "
Es fehlen
Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)
",
+                "text": "Es fehlen Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)"
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+            "starting_xi": {
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+                2,
+                1
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+                1
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+                  "displayed_name": "Karius",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/loris-karius/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 1,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "T. Becker",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/timo-becker-4/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 2,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+                  "displayed_name": "Katic",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/nikola-katic/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 2,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Kurucay",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/hasan-kurucay/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 2,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Dina Ebimbe",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/eric-junior-dina-ebimbe/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 3,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "El-Faouzi",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/soufiane-el-faouzi/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 3,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
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+                  "displayed_name": "Tanaka",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/satoshi-tanaka/spieler/bundesliga/2026-27/fc-schalke-04",
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+                  "slot_index": 3,
+                  "starting_probability_rank": 1
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/robin-gosens/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 3,
+                  "slot_index": 4,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Karaman",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/kenan-karaman/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 4,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Aouchiche",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/adil-aouchiche/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": 4,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Sylla",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/moussa-sylla/spieler/bundesliga/2026-27/fc-schalke-04",
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+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+              "coach_url": "https://www.kicker.de/miron-muslic/trainer/bundesliga/2026-27/fc-schalke-04"
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+            "bench": {
+              "raw_text": "Reservebank Ke. Müller , Ayhan , V. Becker , Wöber , Bachmann , Ljubicic , Vozar , Adamu , Dzeko , H.-C. Hwang",
+              "players": [
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+                  "displayed_name": "Ke. Müller",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/kevin-mueller/spieler/bundesliga/2026-27/fc-schalke-04",
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+                  "slot_index": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/mertcan-ayhan/spieler/bundesliga/2026-27/fc-schalke-04",
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+                  "slot_index": null,
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+                  "displayed_name": "V. Becker",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/vitalie-becker/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Wöber",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/maximilian-woeber/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Bachmann",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/janik-bachmann/spieler/bundesliga/2026-27/fc-schalke-04",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Ljubicic",
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+                  "player_url": "https://www.kicker.de/dejan-ljubicic/spieler/bundesliga/2026-27/fc-schalke-04",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/luca-vozar/spieler/bundesliga/2026-27/fc-schalke-04",
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+                  "raw_text": "Gantenbein(Trainingsrückstand),",
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+                },
+                {
+                  "raw_text": "Grüger(nicht berücksichtigt),",
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Zum Spiel
Burcu stellt eine Alternative zu Jeong dar.
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Zum Spiel
Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet.
",
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+              "slot_index": 2,
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+              "player_id": null,
+              "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
+              "formation_row": 3,
+              "slot_index": 3,
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+              "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
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+              "slot_index": 4,
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\"BorussiaDortmund
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Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
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Trainer
Kovac
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Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
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Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
",
+                "text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , J. Veerman , Bellingham , Svensson - Nwaneri - Guirassy , Fabio Silva"
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Trainer
Kovac
",
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Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
",
+                "text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier"
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Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
",
+                "text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)"
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+                  "injury_status": null,
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+                  "formation_row": 2,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
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+                  "full_name": null,
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\n\"SCPaderborn\n
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Voraussichtliche Aufstellung
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Kettemann\n
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Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
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Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
",
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\nTrainer
Kettemann\n
",
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Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
",
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Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
",
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+              "raw_text": "Trainer Kettemann",
+              "name": "Kettemann",
+              "coach_url": "https://www.kicker.de/ralf-kettemann/trainer/bundesliga/2026-27/sc-paderborn-07"
+            },
+            "bench": {
+              "raw_text": "Reservebank Schubert , Götze , M. Hoffmeier , Lippmann , Mohr , Müller , Sticker , Baack , Duric , Batista Meier , Marino , Philippe , Zeitler",
+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "Schubert",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/markus-schubert/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Götze",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/felix-goetze/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "M. Hoffmeier",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/marcel-hoffmeier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Lippmann",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/clemens-lippmann/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Mohr",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/niklas-mohr-2/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Müller",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/ruben-mueller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Sticker",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jonah-benedict-sticker/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Baack",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/tom-baack/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Duric",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/luka-djuric/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Batista Meier",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/oliver-batista-meier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Marino",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/stefano-marino/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Philippe",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Zeitler",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/deniz-zeitler/spieler/bundesliga/2026-27/sc-paderborn-07",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                }
+              ]
+            },
+            "unavailable": {
+              "raw_text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)",
+              "players": [
+                {
+                  "raw_text": "Awortwie-Grant(Knieverletzung),",
+                  "name": "Awortwie-Grant",
+                  "reason": "Knieverletzung",
+                  "player_url": "https://www.kicker.de/nyamekye-awortwie-grant/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "Eickel(nicht berücksichtigt),",
+                  "name": "Eickel",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/lasse-eickel/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "Gayret(Kreuzbandriss),",
+                  "name": "Gayret",
+                  "reason": "Kreuzbandriss",
+                  "player_url": "https://www.kicker.de/timur-gayret/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "Klaas(Adduktorenverletzung),",
+                  "name": "Klaas",
+                  "reason": "Adduktorenverletzung",
+                  "player_url": "https://www.kicker.de/sebastian-klaas/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "S. Michel(Adduktorenverletzung),",
+                  "name": "S. Michel",
+                  "reason": "Adduktorenverletzung",
+                  "player_url": "https://www.kicker.de/sven-michel/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "A. Millgramm(nicht berücksichtigt),",
+                  "name": "A. Millgramm",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/albert-frank-millgramm/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "Pruhs(nicht berücksichtigt),",
+                  "name": "Pruhs",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/florian-pruhs/spieler/bundesliga/2026-27/sc-paderborn-07"
+                },
+                {
+                  "raw_text": "Zobel(nicht berücksichtigt)",
+                  "name": "Zobel",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/tristan-zobel/spieler/bundesliga/2026-27/sc-paderborn-07"
+                }
+              ]
+            }
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+        },
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+          "schedule_row_text": "Borussia Dortmund Dortmund Sa. 15:30 SC Paderborn 07 Paderborn Vorschau",
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Zum Spiel
Karetsas fällt fürs Wochenende definitiv aus. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt.
",
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+            },
+            {
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Zum Spiel
Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken.
",
+              "text": "Zum Spiel Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken."
+            }
+          ]
+        }
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+              "slot_index": 1,
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+              "full_name": null,
+              "displayed_name": "Coufal",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/vladimir-coufal/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 2,
+              "slot_index": 1,
+              "starting_probability_rank": 1
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+            {
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+              "displayed_name": "Kabak",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/ozan-kabak/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 2,
+              "slot_index": 2,
+              "starting_probability_rank": 1
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+            {
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+              "displayed_name": "Hajdari",
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+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 2,
+              "slot_index": 3,
+              "starting_probability_rank": 1
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+              "full_name": null,
+              "displayed_name": "M. Rots",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 2,
+              "slot_index": 4,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Avdullahu",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 3,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Burger",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 3,
+              "slot_index": 2,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Wimmer",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 4,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Daghim",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 4,
+              "slot_index": 2,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Lemperle",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 5,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Hlozek",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+              "formation_row": 5,
+              "slot_index": 2,
+              "starting_probability_rank": 1
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+          ],
+          "kicker_details": {
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\n
\n
\"TSGHoffenheim
\n
\n
\n
Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Wimmer, Daghim - Lemperle, Hlozek
\n
Trainer
Ilzer
\n
Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, Machida, Conté, De Cat, Kramaric, Lenz, Moerstedt
\n
Es fehlen
Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)
\n
",
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Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Wimmer, Daghim - Lemperle, Hlozek
",
+                "text": "Voraussichtliche Aufstellung Baumann - Coufal , Kabak , Hajdari , M. Rots - Avdullahu , Burger - Wimmer , Daghim - Lemperle , Hlozek"
+              },
+              {
+                "index": 2,
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Trainer
Ilzer
",
+                "text": "Trainer Ilzer"
+              },
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+                "outer_html": "
Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, Machida, Conté, De Cat, Kramaric, Lenz, Moerstedt
",
+                "text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , Machida , Conté , De Cat , Kramaric , Lenz , Moerstedt"
+              },
+              {
+                "index": 4,
+                "outer_html": "
Es fehlen
Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)
",
+                "text": "Es fehlen Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)"
+              }
+            ],
+            "starting_xi": {
+              "raw_text": "Voraussichtliche Aufstellung Baumann - Coufal , Kabak , Hajdari , M. Rots - Avdullahu , Burger - Wimmer , Daghim - Lemperle , Hlozek",
+              "formation": "4-2-2-2",
+              "formation_lines": [
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+                2,
+                2,
+                2
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+                2,
+                2,
+                2
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+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "Baumann",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
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+                  "formation_row": 1,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+                  "full_name": null,
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+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/vladimir-coufal/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 2,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Kabak",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/ozan-kabak/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 2,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Hajdari",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 2,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "M. Rots",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 2,
+                  "slot_index": 4,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Avdullahu",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 3,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Burger",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 3,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Wimmer",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 4,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Daghim",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 4,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Lemperle",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 5,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Hlozek",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                  "formation_row": 5,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                }
+              ]
+            },
+            "coach": {
+              "raw_text": "Trainer Ilzer",
+              "name": "Ilzer",
+              "coach_url": "https://www.kicker.de/christian-ilzer/trainer/bundesliga/2026-27/tsg-hoffenheim"
+            },
+            "bench": {
+              "raw_text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , Machida , Conté , De Cat , Kramaric , Lenz , Moerstedt",
+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "L. Philipp",
+                  "position": null,
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Reservebank
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Voraussichtliche Aufstellung
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Reservebank
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+                  "player_url": "https://www.kicker.de/ermedin-demirovic/spieler/bundesliga/2026-27/vfb-stuttgart",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Sauer",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/leo-sauer/spieler/bundesliga/2026-27/vfb-stuttgart",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                }
+              ]
+            },
+            "unavailable": {
+              "raw_text": "Es fehlen Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)",
+              "players": [
+                {
+                  "raw_text": "Assignon(Rückstand nach Schulter-OP),",
+                  "name": "Assignon",
+                  "reason": "Rückstand nach Schulter-OP",
+                  "player_url": "https://www.kicker.de/lorenz-assignon/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Diehl(Oberschenkelverletzung),",
+                  "name": "Diehl",
+                  "reason": "Oberschenkelverletzung",
+                  "player_url": "https://www.kicker.de/justin-diehl/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Drljaca(nicht berücksichtigt),",
+                  "name": "Drljaca",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/stefan-drljaca/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Malanga(nicht berücksichtigt),",
+                  "name": "Malanga",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/jarzinho-malanga/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Nartey(Rückstand nach Oberschenkelverletzung),",
+                  "name": "Nartey",
+                  "reason": "Rückstand nach Oberschenkelverletzung",
+                  "player_url": "https://www.kicker.de/nikolas-nartey/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Seimen(Sehnenverletzung im Oberschenkel),",
+                  "name": "Seimen",
+                  "reason": "Sehnenverletzung im Oberschenkel",
+                  "player_url": "https://www.kicker.de/dennis-seimen/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Tiago Tomas(Muskelverletzung),",
+                  "name": "Tiago Tomas",
+                  "reason": "Muskelverletzung",
+                  "player_url": "https://www.kicker.de/tiago-tomas/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Yigit(nicht berücksichtigt),",
+                  "name": "Yigit",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/ertugrul-yigit/spieler/bundesliga/2026-27/vfb-stuttgart"
+                },
+                {
+                  "raw_text": "Zagadou(Oberschenkelverletzung)",
+                  "name": "Zagadou",
+                  "reason": "Oberschenkelverletzung",
+                  "player_url": "https://www.kicker.de/dan-axel-zagadou/spieler/bundesliga/2026-27/vfb-stuttgart"
+                }
+              ]
+            }
+          }
+        },
+        "kicker_details": {
+          "fixture_url": "https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung",
+          "schedule_row_text": "TSG Hoffenheim Hoffenheim Sa. 15:30 VfB Stuttgart Stuttgart Vorschau",
+          "lineup_block_count": 2,
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+            {
+              "outer_html": "
Zum Spiel
Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt.
",
+              "text": "Zum Spiel Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt."
+            },
+            {
+              "outer_html": "
Zum Spiel
Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken.
",
+              "text": "Zum Spiel Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken."
+            }
+          ]
+        }
+      }
+    },
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+          "side": "home",
+          "lineup_status": "Predicted Lineup",
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+              "formation_row": 1,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Treu",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 2,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Ginter",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 2,
+              "slot_index": 2,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Lienhart",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 2,
+              "slot_index": 3,
+              "starting_probability_rank": 1
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+            {
+              "full_name": null,
+              "displayed_name": "Makengo",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 2,
+              "slot_index": 4,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "M. Eggestein",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 3,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Engelhardt",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 3,
+              "slot_index": 2,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Beste",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 4,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Y. Suzuki",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 4,
+              "slot_index": 2,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Scherhant",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 4,
+              "slot_index": 3,
+              "starting_probability_rank": 1
+            },
+            {
+              "full_name": null,
+              "displayed_name": "Matanovic",
+              "position": null,
+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+              "formation_row": 5,
+              "slot_index": 1,
+              "starting_probability_rank": 1
+            }
+          ],
+          "kicker_details": {
+            "lineup_index": 1,
+            "raw_html": "
\n
\n
\"SCFreiburg
\n
\n
\n
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
\n
Trainer
Schuster
\n
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
\n
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
\n
",
+            "paragraphs": [
+              {
+                "index": 1,
+                "outer_html": "
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
",
+                "text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic"
+              },
+              {
+                "index": 2,
+                "outer_html": "
Trainer
Schuster
",
+                "text": "Trainer Schuster"
+              },
+              {
+                "index": 3,
+                "outer_html": "
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
",
+                "text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié"
+              },
+              {
+                "index": 4,
+                "outer_html": "
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
",
+                "text": "Es fehlen Muslija (Aufbautraining nach Kreuzbandriss)"
+              }
+            ],
+            "starting_xi": {
+              "raw_text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic",
+              "formation": "4-2-3-1",
+              "formation_lines": [
+                4,
+                2,
+                3,
+                1
+              ],
+              "formation_row_counts": [
+                1,
+                4,
+                2,
+                3,
+                1
+              ],
+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "Backhaus",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/mio-backhaus/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 1,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Treu",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 2,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Ginter",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 2,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Lienhart",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 2,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Makengo",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 2,
+                  "slot_index": 4,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "M. Eggestein",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 3,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Engelhardt",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 3,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Beste",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 4,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Y. Suzuki",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 4,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Scherhant",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 4,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Matanovic",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": 5,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                }
+              ]
+            },
+            "coach": {
+              "raw_text": "Trainer Schuster",
+              "name": "Schuster",
+              "coach_url": "https://www.kicker.de/julian-schuster/trainer/bundesliga/2026-27/sc-freiburg"
+            },
+            "bench": {
+              "raw_text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié",
+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "Huth",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jannik-huth/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "F. Müller",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/florian-mueller-3/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Günter",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/christian-guenter/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "A. Jung",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/anthony-jung/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Kübler",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/lukas-kuebler/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Ogbus",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/bruno-ogbus/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Rosenfelder",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/max-rosenfelder/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Yilmaz",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/berkay-yilmaz-3/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Grifo",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/vincenzo-grifo/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Osterhage",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/patrick-osterhage/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Tarnutzer",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/rouven-tarnutzer/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "R. Yamamoto",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/rihito-yamamoto/spieler/bundesliga/2026-27/sc-freiburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Goto",
+                  "position": null,
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\n
\n\"Bor.M’gladbach\n
\n
\n
\n
Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Nguefack, Sander - Honorat, Bolin, Mohya - Kleindienst
\n
\nTrainer
Polanski\n
\n
Reservebank
Batz, Olschowsky, Chiarodia, Hashioka, Herold, Leszczynski, Fleck, Hack, Neuhaus, Stöger, Danfa, Lidberg, Machino
\n
Es fehlen
Castrop (Schulter-OP), Konoplia (Innenbandanriss im Knie), Kühn (Muskelbündelriss), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt), Uno (Trainingsrückstand)
\n
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Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Nguefack, Sander - Honorat, Bolin, Mohya - Kleindienst
",
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\nTrainer
Polanski\n
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Reservebank
Batz, Olschowsky, Chiarodia, Hashioka, Herold, Leszczynski, Fleck, Hack, Neuhaus, Stöger, Danfa, Lidberg, Machino
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Es fehlen
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+                  "formation_row": null,
+                  "slot_index": null,
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+                  "player_id": null,
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+                  "formation_row": null,
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/david-herold/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                  "player_url": "https://www.kicker.de/jan-leszczynski/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                {
+                  "full_name": null,
+                  "displayed_name": "Fleck",
+                  "position": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/fritz-fleck/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Hack",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/robin-hack/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                  "formation_row": null,
+                  "slot_index": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/florian-neuhaus/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                  "slot_index": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/kevin-stoeger/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Danfa",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/iaia-manco-danfa/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                {
+                  "full_name": null,
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+                  "player_url": "https://www.kicker.de/isac-lidberg/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                {
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/shuto-machino/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+              "raw_text": "Es fehlen Castrop (Schulter-OP), Konoplia (Innenbandanriss im Knie), Kühn (Muskelbündelriss), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt), Uno (Trainingsrückstand)",
+              "players": [
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+                  "raw_text": "Castrop(Schulter-OP),",
+                  "name": "Castrop",
+                  "reason": "Schulter-OP",
+                  "player_url": "https://www.kicker.de/jens-castrop/spieler/bundesliga/2026-27/bor-moenchengladbach"
+                },
+                {
+                  "raw_text": "Konoplia(Innenbandanriss im Knie),",
+                  "name": "Konoplia",
+                  "reason": "Innenbandanriss im Knie",
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+                },
+                {
+                  "raw_text": "Kühn(Muskelbündelriss),",
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+                  "reason": "Muskelbündelriss",
+                  "player_url": "https://www.kicker.de/nicolas-kuehn/spieler/bundesliga/2026-27/bor-moenchengladbach"
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+                {
+                  "raw_text": "Leopold(Kreuzbandriss),",
+                  "name": "Leopold",
+                  "reason": "Kreuzbandriss",
+                  "player_url": "https://www.kicker.de/enzo-leopold/spieler/bundesliga/2026-27/bor-moenchengladbach"
+                },
+                {
+                  "raw_text": "Sippel(nicht berücksichtigt),",
+                  "name": "Sippel",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/tobias-sippel/spieler/bundesliga/2026-27/bor-moenchengladbach"
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+                {
+                  "raw_text": "Uno(Trainingsrückstand)",
+                  "name": "Uno",
+                  "reason": "Trainingsrückstand",
+                  "player_url": "https://www.kicker.de/zento-uno/spieler/bundesliga/2026-27/bor-moenchengladbach"
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+          "schedule_row_text": "SC Freiburg Freiburg Sa. 15:30 Bor. Mönchengladbach M’gladbach Vorschau",
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Zum Spiel
Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind. 
",
+              "text": "Zum Spiel Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind."
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Zum Spiel
Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen.
",
+              "text": "Zum Spiel Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen."
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\n
\n
\"FCAugsburg
\n
\n
\n
Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
\n
Trainer
Baum
\n
Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
\n
Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
",
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Trainer
Baum
",
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Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
",
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+                "index": 4,
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Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
",
+                "text": "Es fehlen Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)"
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+                  "starting_probability_rank": 1
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/marius-wolf/spieler/bundesliga/2026-27/fc-augsburg",
+                  "formation_row": 3,
+                  "slot_index": 1,
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+                  "player_url": "https://www.kicker.de/fabian-rieder/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "starting_probability_rank": 1
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+              "coach_url": "https://www.kicker.de/manuel-baum/trainer/bundesliga/2026-27/fc-augsburg"
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+            "bench": {
+              "raw_text": "Reservebank Labrovic , Bah , Gouweleeuw , Seol , Claude-Maurice , Kade , Keitel , Kömür , Ogundu , Ribeiro",
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+                  "player_url": "https://www.kicker.de/juma-bah/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "slot_index": null,
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+                {
+                  "full_name": null,
+                  "displayed_name": "Seol",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/young-woo-seol/spieler/bundesliga/2026-27/fc-augsburg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
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+                  "displayed_name": "Claude-Maurice",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/alexis-claude-maurice/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "slot_index": null,
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+                  "player_url": "https://www.kicker.de/anton-kade/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "player_url": "https://www.kicker.de/yannik-keitel/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "starting_probability_rank": 1
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/mert-koemuer/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/uchenna-ogundu/spieler/bundesliga/2026-27/fc-augsburg",
+                  "formation_row": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/rodrigo-ribeiro/spieler/bundesliga/2026-27/fc-augsburg",
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+            "unavailable": {
+              "raw_text": "Es fehlen Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)",
+              "players": [
+                {
+                  "raw_text": "Breithaupt(nicht berücksichtigt),",
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+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/tim-breithaupt/spieler/bundesliga/2026-27/fc-augsburg"
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+                {
+                  "raw_text": "Mounié(nicht berücksichtigt),",
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+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/steve-mounie/spieler/bundesliga/2026-27/fc-augsburg"
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+                {
+                  "raw_text": "Sakar(nicht berücksichtigt),",
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+                  "player_url": "https://www.kicker.de/faik-sakar/spieler/bundesliga/2026-27/fc-augsburg"
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+                {
+                  "raw_text": "Schnitzer(nicht berücksichtigt),",
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+                {
+                  "raw_text": "Suso(nicht berücksichtigt),",
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+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/klaus-suso/spieler/bundesliga/2026-27/fc-augsburg"
+                },
+                {
+                  "raw_text": "Wisbereit(nicht berücksichtigt)",
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+                  "reason": "nicht berücksichtigt",
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Reservebank
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Zum Spiel
Bei Kade steht eine Diagnose noch aus, ansonsten drängen sich für Trainer Baum nach dem 4:1 in Frankfurt keine Änderungen auf.
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Zum Spiel
Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank.
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\"1.Mainz
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Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
\n
Trainer
Fischer
\n
Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
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Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
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Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
",
+                "text": "Voraussichtliche Aufstellung Zentner - Posch , Gruber , Potulski - Caci , Kai. Sano , Mwene - Amiri , J.-S. Lee - Becker , P. Tietz"
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Trainer
Fischer
",
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Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
",
+                "text": "Reservebank Kinzig , Schwolow , Bell , da Costa , Nakuzola , Kawasaki , Maloney , Ruoppi , Hollerbach , Königsdörffer"
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Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
",
+                "text": "Es fehlen Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)"
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+                {
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+              "raw_text": "Trainer Fischer",
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+            "bench": {
+              "raw_text": "Reservebank Kinzig , Schwolow , Bell , da Costa , Nakuzola , Kawasaki , Maloney , Ruoppi , Hollerbach , Königsdörffer",
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+                  "full_name": null,
+                  "displayed_name": "Kinzig",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/alexander-schwolow/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                  "formation_row": null,
+                  "slot_index": null,
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+                {
+                  "full_name": null,
+                  "displayed_name": "Bell",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/stefan-bell/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "da Costa",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/danny-da-costa/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Nakuzola",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/rael-nakuzola/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+                  "player_url": "https://www.kicker.de/lennard-maloney/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                  "formation_row": null,
+                  "slot_index": null,
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\n
\n
\n\"EintrachtFrankfurt\n
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Voraussichtliche Aufstellung
Atubolu - Maluze, R. Koch, Brassier - Doan, M. Götze, Onyedika, Kosugi - Uzun - Ebnoutalib, Burkardt
\n
\nTrainer
Hütter\n
\n
Reservebank
Kaua Santos, Baum, Chandler, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, Chaibi, O. Höjlund, Pimpong
\n
Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Atubolu - Maluze, R. Koch, Brassier - Doan, M. Götze, Onyedika, Kosugi - Uzun - Ebnoutalib, Burkardt
",
+                "text": "Voraussichtliche Aufstellung Atubolu - Maluze , R. Koch , Brassier - Doan , M. Götze , Onyedika , Kosugi - Uzun - Ebnoutalib , Burkardt"
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\nTrainer
Hütter\n
",
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Reservebank
Kaua Santos, Baum, Chandler, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, Chaibi, O. Höjlund, Pimpong
",
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Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
",
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+                  "player_url": "https://www.kicker.de/jerimiaha-maluze/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 2,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "R. Koch",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/robin-koch/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 2,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Brassier",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/lilian-brassier/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 2,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Doan",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/ritsu-doan/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 3,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "M. Götze",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/mario-goetze/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 3,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Onyedika",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/raphael-onyedika/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 3,
+                  "slot_index": 3,
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+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Kosugi",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/keita-kosugi/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 3,
+                  "slot_index": 4,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Uzun",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/can-uzun/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 4,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Ebnoutalib",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/younes-ebnoutalib/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 5,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Burkardt",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jonathan-burkardt/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": 5,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
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+              ]
+            },
+            "coach": {
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+              "name": "Hütter",
+              "coach_url": "https://www.kicker.de/adolf-huetter/trainer/bundesliga/2026-27/eintracht-frankfurt"
+            },
+            "bench": {
+              "raw_text": "Reservebank Kaua Santos , Baum , Chandler , Otavio , Amaimouni-Echghouyab , Arrhov , Aseko , Chaibi , O. Höjlund , Pimpong",
+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "Kaua Santos",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/kaua-santos/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Baum",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/elias-baum/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Chandler",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/timothy-chandler/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Otavio",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/otavio-manoel-galdino-fernandes/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Amaimouni-Echghouyab",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/ayoube-amaimouni-echghouyab/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Arrhov",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/love-arrhov/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Aseko",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/noel-aseko-nkili/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Chaibi",
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/fares-chaibi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                {
+                  "full_name": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/oscar-hoejlund/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                {
+                  "full_name": null,
+                  "displayed_name": "Pimpong",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/malik-pimpong/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                  "slot_index": null,
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+            "unavailable": {
+              "raw_text": "Es fehlen Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)",
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+                  "player_url": "https://www.kicker.de/jens-grahl/spieler/bundesliga/2026-27/eintracht-frankfurt"
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+                  "raw_text": "Knauff(Oberschenkelverletzung),",
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+                  "raw_text": "Ngankam(Muskelverletzung),",
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+                  "raw_text": "Siljevic(nicht berücksichtigt)",
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Zum Spiel
Nach überstandenen Oberschenkelproblemen wird Zentner im Tor zurückerwartet. Darüber hinaus drängen sich keine Änderungen der Startformation gegenüber dem 5:0 in Hamburg auf.
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Zum Spiel
Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend. 
",
+              "text": "Zum Spiel Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend."
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+              "player_url": "https://www.kicker.de/luka-lochoshvili/spieler/bundesliga/2026-27/1-fc-koeln",
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+              "player_url": "https://www.kicker.de/ellyes-skhiri/spieler/bundesliga/2026-27/1-fc-koeln",
+              "formation_row": 3,
+              "slot_index": 1,
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+            {
+              "full_name": null,
+              "displayed_name": "Johannesson",
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+              "player_id": null,
+              "player_url": "https://www.kicker.de/isak-bergmann-johannesson/spieler/bundesliga/2026-27/1-fc-koeln",
+              "formation_row": 4,
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+              "displayed_name": "Krauß",
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+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/tom-krauss/spieler/bundesliga/2026-27/1-fc-koeln",
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+              "displayed_name": "Moore",
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+              "player_id": null,
+              "player_url": "https://www.kicker.de/mikey-moore/spieler/bundesliga/2026-27/1-fc-koeln",
+              "formation_row": 5,
+              "slot_index": 1,
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+              "full_name": null,
+              "displayed_name": "S. El Mala",
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+              "player_id": null,
+              "player_url": "https://www.kicker.de/said-el-mala/spieler/bundesliga/2026-27/1-fc-koeln",
+              "formation_row": 5,
+              "slot_index": 2,
+              "starting_probability_rank": 1
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+              "full_name": null,
+              "displayed_name": "Ache",
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+              "injury_status": null,
+              "player_id": null,
+              "player_url": "https://www.kicker.de/ragnar-ache/spieler/bundesliga/2026-27/1-fc-koeln",
+              "formation_row": 6,
+              "slot_index": 1,
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\n
\n
\"1.Köln
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\n
\n
Voraussichtliche Aufstellung
Schwäbe - Sebulonsen, Simpson-Pusey, Lochoshvili, Mensah - Skhiri - Johannesson, Krauß - Moore, S. El Mala - Ache
\n
Trainer
Wagner
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Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Maina, Okon-Engstler, Thielmann, Bülter, Dallinga
\n
Es fehlen
Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)
\n
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Voraussichtliche Aufstellung
Schwäbe - Sebulonsen, Simpson-Pusey, Lochoshvili, Mensah - Skhiri - Johannesson, Krauß - Moore, S. El Mala - Ache
",
+                "text": "Voraussichtliche Aufstellung Schwäbe - Sebulonsen , Simpson-Pusey , Lochoshvili , Mensah - Skhiri - Johannesson , Krauß - Moore , S. El Mala - Ache"
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Trainer
Wagner
",
+                "text": "Trainer Wagner"
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Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Maina, Okon-Engstler, Thielmann, Bülter, Dallinga
",
+                "text": "Reservebank Zieler , Schmied , Sosa , van den Berg , Heskey , Maina , Okon-Engstler , Thielmann , Bülter , Dallinga"
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Es fehlen
Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)
",
+                "text": "Es fehlen Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)"
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+              "raw_text": "Voraussichtliche Aufstellung Schwäbe - Sebulonsen , Simpson-Pusey , Lochoshvili , Mensah - Skhiri - Johannesson , Krauß - Moore , S. El Mala - Ache",
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+                  "player_url": "https://www.kicker.de/jahmai-simpson-pusey/spieler/bundesliga/2026-27/1-fc-koeln",
+                  "formation_row": 2,
+                  "slot_index": 2,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Lochoshvili",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/luka-lochoshvili/spieler/bundesliga/2026-27/1-fc-koeln",
+                  "formation_row": 2,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Mensah",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/gideon-mensah/spieler/bundesliga/2026-27/1-fc-koeln",
+                  "formation_row": 2,
+                  "slot_index": 4,
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+                {
+                  "full_name": null,
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/ellyes-skhiri/spieler/bundesliga/2026-27/1-fc-koeln",
+                  "formation_row": 3,
+                  "slot_index": 1,
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+                {
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Es fehlen
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Voraussichtliche Aufstellung
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Thioune\n
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Reservebank
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Es fehlen
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+                  "displayed_name": "Smarkalev",
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+                  "player_id": null,
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+                  "player_url": "https://www.kicker.de/niklas-stark/spieler/bundesliga/2026-27/werder-bremen",
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/darwin-soylu/spieler/bundesliga/2026-27/werder-bremen",
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+                  "slot_index": null,
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+                {
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/dariusz-stalmach/spieler/bundesliga/2026-27/werder-bremen",
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Zum Spiel
Sollte es für El Mala (nach Infekt) nicht reichen, dürfte Maina beginnen. Castro-Montes trainierte am Mittwoch noch individuell, erste Alternative wäre Sebulonsen. Für den zuletzt angeschlagenen Waldschmidt könnte der Spieltag noch zu früh kommen.
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Zum Spiel
Es besteht kaum Grund für Veränderungen. Einzig die Rückkehr von Lynen führt zu einem Luxusproblem im Mittelfeldzentrum: Muss Reis oder Regeer weichen - oder keiner der beiden?
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\"RBLeipzig
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Trainer
Demichelis
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Banzuzi, Ouedraogo, Bakayoko, Gomis, Guiu, Konaté, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Vandevoordt - R. Baku, Orban, Lukeba, Raum - Seiwald - El Aynaoui, Maksimovic - Gruda, Nkunku, Nusa
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Trainer
Demichelis
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Banzuzi, Ouedraogo, Bakayoko, Gomis, Guiu, Konaté, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
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+              "raw_text": "Reservebank Nyland , Zingerle , Esteve , Finkgräfe , Henrichs , Klostermann , Koné , Banzuzi , Ouedraogo , Bakayoko , Gomis , Guiu , Konaté , Romulo",
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+                  "player_url": "https://www.kicker.de/leopold-zingerle/spieler/bundesliga/2026-27/rb-leipzig",
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+                  "injury_status": null,
+                  "player_id": null,
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                  "full_name": null,
+                  "displayed_name": "Poulsen",
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+                  "injury_status": null,
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+                  "player_url": "https://www.kicker.de/yussuf-poulsen/spieler/bundesliga/2026-27/hamburger-sv",
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Stange",
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+                  "slot_index": null,
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+              "raw_text": "Es fehlen Agyekum (nicht berücksichtigt), Bornauw (muskuläre Probleme), Dickes (nicht berücksichtigt), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Trainingsrückstand)",
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Zum Spiel
Die Aufstellung hängt maßgeblich von den Eindrücken ab, die die Spieler im Champions-League-Spiel bei Como 1907 abliefern.
",
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Zum Spiel
Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken. 
",
+              "text": "Zum Spiel Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken."
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+              "slot_index": 1,
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+              "slot_index": 2,
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\n
\n
\"SVElversberg
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\n
\n
Voraussichtliche Aufstellung
Kristof - Gyamerah, Pinckert, Rohr, La. Günther - Keidel, Poreba - L. Petkov, Onyeka, Campbell - Mokwa
\n
Trainer
Frantz
\n
Reservebank
Boss, Le Joncour, Mickelson, Sirch, Condé, Darvich, Krattenmacher, Futkeu, L. Pfeiffer, Schnellbacher
\n
Es fehlen
Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)
\n
",
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Voraussichtliche Aufstellung
Kristof - Gyamerah, Pinckert, Rohr, La. Günther - Keidel, Poreba - L. Petkov, Onyeka, Campbell - Mokwa
",
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Trainer
Frantz
",
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Reservebank
Boss, Le Joncour, Mickelson, Sirch, Condé, Darvich, Krattenmacher, Futkeu, L. Pfeiffer, Schnellbacher
",
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Es fehlen
Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)
",
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+                  "slot_index": 3,
+                  "starting_probability_rank": 1
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+                {
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+                  "formation_row": 2,
+                  "slot_index": 4,
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+                  "formation_row": 3,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+                {
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+                  "slot_index": 2,
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+                {
+                  "full_name": null,
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+                  "player_id": null,
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+                  "formation_row": 4,
+                  "slot_index": 1,
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+                  "injury_status": null,
+                  "player_id": null,
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+                  "injury_status": null,
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+                  "player_url": "https://www.kicker.de/cole-campbell/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": 4,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
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+                  "formation_row": 5,
+                  "slot_index": 1,
+                  "starting_probability_rank": 1
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+              ]
+            },
+            "coach": {
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+              "coach_url": "https://www.kicker.de/mike-frantz/trainer/bundesliga/2026-27/sv-elversberg"
+            },
+            "bench": {
+              "raw_text": "Reservebank Boss , Le Joncour , Mickelson , Sirch , Condé , Darvich , Krattenmacher , Futkeu , L. Pfeiffer , Schnellbacher",
+              "players": [
+                {
+                  "full_name": null,
+                  "displayed_name": "Boss",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/tim-boss/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Le Joncour",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/florian-le-joncour/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Mickelson",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/nicholas-mickelson/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Sirch",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/luca-sirch/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Condé",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/amara-conde/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Darvich",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/noah-darvich/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "Krattenmacher",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/maurice-krattenmacher/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
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+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/noel-futkeu/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "L. Pfeiffer",
+                  "position": null,
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+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/luca-pfeiffer/spieler/bundesliga/2026-27/sv-elversberg",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
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+                  "player_id": null,
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+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+              ]
+            },
+            "unavailable": {
+              "raw_text": "Es fehlen Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)",
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+                {
+                  "raw_text": "Adam(nicht berücksichtigt),",
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+                  "player_url": "https://www.kicker.de/raif-adam/spieler/bundesliga/2026-27/sv-elversberg"
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+                {
+                  "raw_text": "Etringer(nicht berücksichtigt),",
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+                {
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+                {
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+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/frederik-schmahl/spieler/bundesliga/2026-27/sv-elversberg"
+                },
+                {
+                  "raw_text": "Seifert(Syndesmoseriss),",
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\n
\n\"BayernBayern\n
\n
\n
\n
Voraussichtliche Aufstellung
Neuer - Stanisic, Upamecano, M.-J. Kim, Brown - Kimmich, Bischof - Karl, Olise, Luis Diaz - Kane
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\nTrainer
Kompany\n
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Reservebank
Ulreich, Urbig, Davies, H. Ito, Laimer, Tah, Musiala, Pavlovic, Sapoko Ndiaye, Gnabry, Saibari
\n
Es fehlen
Boey (nicht berücksichtigt), Santos (Aufbautraining)
\n
",
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Voraussichtliche Aufstellung
Neuer - Stanisic, Upamecano, M.-J. Kim, Brown - Kimmich, Bischof - Karl, Olise, Luis Diaz - Kane
",
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\nTrainer
Kompany\n
",
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Reservebank
Ulreich, Urbig, Davies, H. Ito, Laimer, Tah, Musiala, Pavlovic, Sapoko Ndiaye, Gnabry, Saibari
",
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Es fehlen
Boey (nicht berücksichtigt), Santos (Aufbautraining)
",
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+                  "formation_row": 4,
+                  "slot_index": 3,
+                  "starting_probability_rank": 1
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+                {
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+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/harry-kane/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": 5,
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+                  "starting_probability_rank": 1
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+            "coach": {
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+              "name": "Kompany",
+              "coach_url": "https://www.kicker.de/vincent-kompany/trainer/bundesliga/2026-27/fc-bayern-muenchen"
+            },
+            "bench": {
+              "raw_text": "Reservebank Ulreich , Urbig , Davies , H. Ito , Laimer , Tah , Musiala , Pavlovic , Sapoko Ndiaye , Gnabry , Saibari",
+              "players": [
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+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jonas-urbig/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Davies",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/alphonso-davies/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
+                  "full_name": null,
+                  "displayed_name": "H. Ito",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/hiroki-ito/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Laimer",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/konrad-laimer/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
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+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jonathan-tah/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
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+                {
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+                  "displayed_name": "Musiala",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/jamal-musiala/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Pavlovic",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/aleksandar-pavlovic/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Sapoko Ndiaye",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/bara-sapoko-ndiaye/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Gnabry",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/serge-gnabry/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                },
+                {
+                  "full_name": null,
+                  "displayed_name": "Saibari",
+                  "position": null,
+                  "injury_status": null,
+                  "player_id": null,
+                  "player_url": "https://www.kicker.de/ismael-saibari/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                  "formation_row": null,
+                  "slot_index": null,
+                  "starting_probability_rank": 1
+                }
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+            },
+            "unavailable": {
+              "raw_text": "Es fehlen Boey (nicht berücksichtigt), Santos (Aufbautraining)",
+              "players": [
+                {
+                  "raw_text": "Boey(nicht berücksichtigt),",
+                  "name": "Boey",
+                  "reason": "nicht berücksichtigt",
+                  "player_url": "https://www.kicker.de/sacha-boey/spieler/bundesliga/2026-27/fc-bayern-muenchen"
+                },
+                {
+                  "raw_text": "Santos(Aufbautraining)",
+                  "name": "Santos",
+                  "reason": "Aufbautraining",
+                  "player_url": "https://www.kicker.de/david-daiber/spieler/bundesliga/2026-27/fc-bayern-muenchen"
+                }
+              ]
+            }
+          }
+        },
+        "kicker_details": {
+          "fixture_url": "https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung",
+          "schedule_row_text": "SV Elversberg Elversberg So. 17:30 Bayern München Bayern Vorschau",
+          "lineup_block_count": 2,
+          "explanations": [
+            {
+              "outer_html": "
Zum Spiel
Krattenmacher hat sich mit zwei Toren beim 4:3-Sieg in Gladbach für die linke offensive Außenbahn empfohlen, wegen seiner muskulären Probleme in der Saisonvorbereitung könnte ein Startelfeinsatz aber noch zu früh kommen.
",
+              "text": "Zum Spiel Krattenmacher hat sich mit zwei Toren beim 4:3-Sieg in Gladbach für die linke offensive Außenbahn empfohlen, wegen seiner muskulären Probleme in der Saisonvorbereitung könnte ein Startelfeinsatz aber noch zu früh kommen."
+            },
+            {
+              "outer_html": "
Zum Spiel
In einer Woche mit drei Spielen dürfte Trainer Kompany wieder zur leichten Rotation greifen. 
",
+              "text": "Zum Spiel In einer Woche mit drei Spielen dürfte Trainer Kompany wieder zur leichten Rotation greifen."
+            }
+          ]
+        }
+      }
+    }
+  }
+}
diff --git a/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260904_165936.json b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260904_165936.json
new file mode 100644
index 0000000..87454da
--- /dev/null
+++ b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260904_165936.json
@@ -0,0 +1,8695 @@
+{
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+    "matchday": 2,
+    "captured_at": "2026-09-04T16:59:36+02:00",
+    "capture_finished_at": "2026-09-04T16:59:54+02:00",
+    "fixture_link_count": 9,
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198,
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+    "skipped_fixtures": []
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+      "match_time": "VfB Stuttgart Stuttgart 20:30 heute 1. FC Köln Köln Vorschau",
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+        "side": "home",
+        "lineup_status": "Predicted Lineup",
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+            "full_name": null,
+            "displayed_name": "Bredlow",
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+            "player_url": "https://www.kicker.de/fabian-bredlow/spieler/bundesliga/2026-27/vfb-stuttgart",
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+            "slot_index": 1,
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+            "full_name": null,
+            "displayed_name": "Vagnoman",
+            "position": null,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/josha-vagnoman/spieler/bundesliga/2026-27/vfb-stuttgart",
+            "formation_row": 2,
+            "slot_index": 1,
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+          },
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+            "full_name": null,
+            "displayed_name": "Jeltsch",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/finn-jeltsch/spieler/bundesliga/2026-27/vfb-stuttgart",
+            "formation_row": 2,
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+            "displayed_name": "Chabot",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/julian-chabot/spieler/bundesliga/2026-27/vfb-stuttgart",
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+            "slot_index": 3,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/maximilian-mittelstaedt/spieler/bundesliga/2026-27/vfb-stuttgart",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
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\"VfBStuttgart
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Voraussichtliche Aufstellung
Bredlow - Vagnoman, Jeltsch, Chabot, Mittelstädt - Prömel, Stiller - Leweling, Undav, Führich - Pejcinovic
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Trainer
Hoeneß
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Reservebank
M. Funk, Al-Dakhil, Assignon, Hendriks, Stergiou, El Khannouss, Karazor, Spalt, Demirovic, Sauer
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Es fehlen
Arevalo (Trainingsrückstand nach Rückenproblemen), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Jaquez (Trainingsrückstand nach Adduktorenproblemen), Malanga (nicht berücksichtigt), Nartey (Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)
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Voraussichtliche Aufstellung
Bredlow - Vagnoman, Jeltsch, Chabot, Mittelstädt - Prömel, Stiller - Leweling, Undav, Führich - Pejcinovic
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Trainer
Hoeneß
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Reservebank
M. Funk, Al-Dakhil, Assignon, Hendriks, Stergiou, El Khannouss, Karazor, Spalt, Demirovic, Sauer
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Es fehlen
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/ameen-al-dakhil/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "displayed_name": "Assignon",
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+              {
+                "full_name": null,
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+              {
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+                "displayed_name": "Stergiou",
+                "position": null,
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+                "player_id": null,
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+              {
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\n\"1.Köln\n
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Voraussichtliche Aufstellung
Schwäbe - Castro-Montes, Simpson-Pusey, Lochoshvili, Mensah - Krauß - Johannesson, Okon-Engstler - Moore, Maina - Ache
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\nTrainer
Wagner\n
\n
Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Skhiri, Thielmann, Bülter, Rondic
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Es fehlen
Dallinga (krank), M. El Mala (U 21), S. El Mala (krank), Hübers (Aufbautraining nach Kreuzbandriss), James (nicht berücksichtigt), Köbbing (nicht berücksichtigt), Neves (U 21), Sebulonsen (Muskelverletzung im Oberschenkel), Waldschmidt (muskuläre Probleme)
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Voraussichtliche Aufstellung
Schwäbe - Castro-Montes, Simpson-Pusey, Lochoshvili, Mensah - Krauß - Johannesson, Okon-Engstler - Moore, Maina - Ache
",
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\nTrainer
Wagner\n
",
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Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Skhiri, Thielmann, Bülter, Rondic
",
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Es fehlen
Dallinga (krank), M. El Mala (U 21), S. El Mala (krank), Hübers (Aufbautraining nach Kreuzbandriss), James (nicht berücksichtigt), Köbbing (nicht berücksichtigt), Neves (U 21), Sebulonsen (Muskelverletzung im Oberschenkel), Waldschmidt (muskuläre Probleme)
",
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+                "formation_row": 2,
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+                "formation_row": 2,
+                "slot_index": 2,
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+              {
+                "full_name": null,
+                "displayed_name": "Lochoshvili",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luka-lochoshvili/spieler/bundesliga/2026-27/1-fc-koeln",
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+                "displayed_name": "Mensah",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/gideon-mensah/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Krauß",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-krauss/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/isak-bergmann-johannesson/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/paul-okon-engstler/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Moore",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mikey-moore/spieler/bundesliga/2026-27/1-fc-koeln",
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+                "slot_index": 1,
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+              {
+                "full_name": null,
+                "displayed_name": "Maina",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/linton-maina/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ache",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ragnar-ache/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 6,
+                "slot_index": 1,
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+          "bench": {
+            "raw_text": "Reservebank Zieler , Schmied , Sosa , van den Berg , Heskey , Skhiri , Thielmann , Bülter , Rondic",
+            "players": [
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+                "full_name": null,
+                "displayed_name": "Zieler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ron-robert-zieler/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Schmied",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/joel-schmied/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sosa",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/borna-sosa/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "van den Berg",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rav-van-den-berg/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Heskey",
+                "position": null,
+                "injury_status": null,
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+                "player_url": "https://www.kicker.de/reigan-heskey/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Skhiri",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ellyes-skhiri/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "formation_row": null,
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+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Dallinga (krank), M. El Mala (U 21), S. El Mala (krank), Hübers (Aufbautraining nach Kreuzbandriss), James (nicht berücksichtigt), Köbbing (nicht berücksichtigt), Neves (U 21), Sebulonsen (Muskelverletzung im Oberschenkel), Waldschmidt (muskuläre Probleme)",
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+                "raw_text": "M. El Mala(U 21),",
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+              {
+                "raw_text": "James(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/martin-james/spieler/bundesliga/2026-27/1-fc-koeln"
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+              {
+                "raw_text": "Köbbing(nicht berücksichtigt),",
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+              },
+              {
+                "raw_text": "Neves(U 21),",
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+                "player_url": "https://www.kicker.de/gil-neves/spieler/bundesliga/2026-27/1-fc-koeln"
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+                "raw_text": "Waldschmidt(muskuläre Probleme)",
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Zum Spiel
Ein 4-2-3-1 statt des jüngsten 3-4-3 ist erwartbar. Führich (Oberschenkelprellung)  ist wieder einsatzbereit, rechts könnte Leweling (nach Trainingsrückstand) für Tiago Tomas zurückkehren, der bis zur Länderspielpause ausfällt. Pejcinovic dürfte wieder starten.
",
+            "text": "Zum Spiel Ein 4-2-3-1 statt des jüngsten 3-4-3 ist erwartbar. Führich (Oberschenkelprellung) ist wieder einsatzbereit, rechts könnte Leweling (nach Trainingsrückstand) für Tiago Tomas zurückkehren, der bis zur Länderspielpause ausfällt. Pejcinovic dürfte wieder starten."
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Zum Spiel
Skhiri ist auch eine Startelf-Option für das defensive Mittelfeld. Sollte die Anfangsformation für Moore noch zu früh kommen, stünden Bülter und Thielmann bereit. 
",
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+            "slot_index": 2,
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+            "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
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+            "full_name": null,
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+            "formation_row": 2,
+            "slot_index": 4,
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+          {
+            "full_name": null,
+            "displayed_name": "Avdullahu",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Burger",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 3,
+            "slot_index": 2,
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+          {
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+            "player_url": "https://www.kicker.de/bambase-conte/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 4,
+            "slot_index": 1,
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+            "full_name": null,
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+            "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 4,
+            "slot_index": 2,
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+            "slot_index": 1,
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\"TSGHoffenheim
\n
\n
\n
Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Conté, Daghim - Lemperle, Hlozek
\n
Trainer
Ilzer
\n
Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, De Cat, Kramaric, Lenz, Wimmer, Moerstedt
\n
Es fehlen
Arthur Chaves (nicht berücksichtigt), Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Machida (Trainingsrückstand), Petersson (nicht berücksichtigt), Prass (Muskelverletzung im Adduktorenbereich)
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Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Conté, Daghim - Lemperle, Hlozek
",
+              "text": "Voraussichtliche Aufstellung Baumann - Coufal , Kabak , Hajdari , M. Rots - Avdullahu , Burger - Conté , Daghim - Lemperle , Hlozek"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Ilzer
",
+              "text": "Trainer Ilzer"
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+            {
+              "index": 3,
+              "outer_html": "
Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, De Cat, Kramaric, Lenz, Wimmer, Moerstedt
",
+              "text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , De Cat , Kramaric , Lenz , Wimmer , Moerstedt"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Arthur Chaves (nicht berücksichtigt), Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Machida (Trainingsrückstand), Petersson (nicht berücksichtigt), Prass (Muskelverletzung im Adduktorenbereich)
",
+              "text": "Es fehlen Arthur Chaves (nicht berücksichtigt), Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Machida (Trainingsrückstand), Petersson (nicht berücksichtigt), Prass (Muskelverletzung im Adduktorenbereich)"
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+          ],
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+            "raw_text": "Voraussichtliche Aufstellung Baumann - Coufal , Kabak , Hajdari , M. Rots - Avdullahu , Burger - Conté , Daghim - Lemperle , Hlozek",
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+              2,
+              2,
+              2
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+              2,
+              2,
+              2
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+            "players": [
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+                "formation_row": 1,
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+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Coufal",
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+                "injury_status": null,
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+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Kabak",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ozan-kabak/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Hajdari",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Rots",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Avdullahu",
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+                "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Burger",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Conté",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bambase-conte/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Daghim",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 4,
+                "slot_index": 2,
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+              {
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+                "displayed_name": "Lemperle",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hlozek",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Ilzer",
+            "name": "Ilzer",
+            "coach_url": "https://www.kicker.de/christian-ilzer/trainer/bundesliga/2026-27/tsg-hoffenheim"
+          },
+          "bench": {
+            "raw_text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , De Cat , Kramaric , Lenz , Wimmer , Moerstedt",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "L. Philipp",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-philipp/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Abraha",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/natnael-abraha/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bernardo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bernardo-4/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gendrey",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/valentin-gendrey/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hranac",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-hranac/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "De Cat",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nathan-de-cat/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kramaric",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/andrej-kramaric/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lenz",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/cajetan-benjamin-lenz/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Wimmer",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
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+                "displayed_name": "Moerstedt",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/max-moerstedt/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Arthur Chaves (nicht berücksichtigt), Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Machida (Trainingsrückstand), Petersson (nicht berücksichtigt), Prass (Muskelverletzung im Adduktorenbereich)",
+            "players": [
+              {
+                "raw_text": "Arthur Chaves(nicht berücksichtigt),",
+                "name": "Arthur Chaves",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/arthur-chaves/spieler/bundesliga/2026-27/tsg-hoffenheim"
+              },
+              {
+                "raw_text": "Asllani(Trainingsrückstand),",
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+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/fisnik-asllani/spieler/bundesliga/2026-27/tsg-hoffenheim"
+              },
+              {
+                "raw_text": "Dulic(nicht berücksichtigt),",
+                "name": "Dulic",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/sean-dulic/spieler/bundesliga/2026-27/tsg-hoffenheim"
+              },
+              {
+                "raw_text": "Engelns(nicht berücksichtigt),",
+                "name": "Engelns",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/luis-engelns/spieler/bundesliga/2026-27/tsg-hoffenheim"
+              },
+              {
+                "raw_text": "Machida(Trainingsrückstand),",
+                "name": "Machida",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/koki-machida/spieler/bundesliga/2026-27/tsg-hoffenheim"
+              },
+              {
+                "raw_text": "Petersson(nicht berücksichtigt),",
+                "name": "Petersson",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/lukas-petersson/spieler/bundesliga/2026-27/tsg-hoffenheim"
+              },
+              {
+                "raw_text": "Prass(Muskelverletzung im Adduktorenbereich)",
+                "name": "Prass",
+                "reason": "Muskelverletzung im Adduktorenbereich",
+                "player_url": "https://www.kicker.de/alexander-prass/spieler/bundesliga/2026-27/tsg-hoffenheim"
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+            "slot_index": 1,
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+          {
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+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Anton",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/ramy-bensebaini/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 3,
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+            "formation_row": 3,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/felix-nmecha/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "J. Veerman",
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+            "player_url": "https://www.kicker.de/joey-veerman/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 3,
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+            "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 4,
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+            "displayed_name": "Karetsas",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/konstantinos-karetsas/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 1,
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+          {
+            "full_name": null,
+            "displayed_name": "Chukwuemeka",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/carney-chukwuemeka/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Guirassy",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
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\n
\n
\n\"BorussiaDortmund\n
\n
\n
\n
Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, F. Nmecha, J. Veerman, Svensson - Karetsas, Chukwuemeka - Guirassy
\n
\nTrainer
Kovac\n
\n
Reservebank
A. Meyer, Kaua Prates, Mane, Reggiani, Bellingham, Nwaneri, Sabitzer, Albert, Beier, Fabio Silva
\n
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Konstantelias (Kreuzbandriss), Lerma (Muskel-Verletzung), Ostrzinski (nicht berücksichtigt), N. Schlotterbeck (Innenbandriss)
\n
",
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Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, F. Nmecha, J. Veerman, Svensson - Karetsas, Chukwuemeka - Guirassy
",
+              "text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , F. Nmecha , J. Veerman , Svensson - Karetsas , Chukwuemeka - Guirassy"
+            },
+            {
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\nTrainer
Kovac\n
",
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Reservebank
A. Meyer, Kaua Prates, Mane, Reggiani, Bellingham, Nwaneri, Sabitzer, Albert, Beier, Fabio Silva
",
+              "text": "Reservebank A. Meyer , Kaua Prates , Mane , Reggiani , Bellingham , Nwaneri , Sabitzer , Albert , Beier , Fabio Silva"
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+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Konstantelias (Kreuzbandriss), Lerma (Muskel-Verletzung), Ostrzinski (nicht berücksichtigt), N. Schlotterbeck (Innenbandriss)
",
+              "text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Konstantelias (Kreuzbandriss), Lerma (Muskel-Verletzung), Ostrzinski (nicht berücksichtigt), N. Schlotterbeck (Innenbandriss)"
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+              1
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+                "formation_row": 2,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 2,
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+                "full_name": null,
+                "displayed_name": "Bensebaini",
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+                "player_url": "https://www.kicker.de/felix-nmecha/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "slot_index": 4,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Karetsas",
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+                "player_url": "https://www.kicker.de/konstantinos-karetsas/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "injury_status": null,
+                "player_id": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-reggiani/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Bellingham",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "displayed_name": "Nwaneri",
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+                "slot_index": null,
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+              {
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Zum Spiel
Der Ersatz für Konstantelias ist offen. Bellingham und Beier drängen in die erste Elf.
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\"BayerLeverkusen
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Voraussichtliche Aufstellung
Flekken - Quansah, Tapsoba, Medina, Miguel - Aleix Garcia, E. Fernandez - Diaby, Maza, Moreira - Schick
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Trainer
Martinez
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Reservebank
Blaswich, Badé, Oermann, Vazquez, Andrich, Hofmann, Tillman, Ben Seghir, Boniface, Kofane, Terrier
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Es fehlen
Culbreath (Fußverletzung), Damjanovic (nicht berücksichtigt), G. Doué (angeschlagen), Eichhorn (Stoffwechselstörung), Lomb (nicht berücksichtigt), Tella (muskuläre Probleme)
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Voraussichtliche Aufstellung
Flekken - Quansah, Tapsoba, Medina, Miguel - Aleix Garcia, E. Fernandez - Diaby, Maza, Moreira - Schick
",
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Trainer
Martinez
",
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Reservebank
Blaswich, Badé, Oermann, Vazquez, Andrich, Hofmann, Tillman, Ben Seghir, Boniface, Kofane, Terrier
",
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Es fehlen
Culbreath (Fußverletzung), Damjanovic (nicht berücksichtigt), G. Doué (angeschlagen), Eichhorn (Stoffwechselstörung), Lomb (nicht berücksichtigt), Tella (muskuläre Probleme)
",
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+                "displayed_name": "Trimmel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christopher-trimmel/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Uduokhai",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Güther",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/linus-guether/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Haberer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-haberer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jeong",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Schäfer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/andras-schaefer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Skarke",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-skarke/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Imeri (Oberschenkelprobleme), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (Trainingsrückstand)",
+            "players": [
+              {
+                "raw_text": "Burke(Trainingsrückstand),",
+                "name": "Burke",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/oliver-burke/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "J. Friedrich(nicht berücksichtigt),",
+                "name": "J. Friedrich",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/julien-friedrich/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "M. Friedrich(Blessur),",
+                "name": "M. Friedrich",
+                "reason": "Blessur",
+                "player_url": "https://www.kicker.de/marvin-friedrich/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Gray(nicht berücksichtigt),",
+                "name": "Gray",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/mekhi-gray/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Ilic(Trainingsrückstand),",
+                "name": "Ilic",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/andrej-ilic/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Imeri(Oberschenkelprobleme),",
+                "name": "Imeri",
+                "reason": "Oberschenkelprobleme",
+                "player_url": "https://www.kicker.de/kastriot-imeri/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Klaus(nicht berücksichtigt),",
+                "name": "Klaus",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/carl-klaus/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Markgraf(nicht berücksichtigt),",
+                "name": "Markgraf",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/andrik-markgraf/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Nsoki(Muskelprobleme),",
+                "name": "Nsoki",
+                "reason": "Muskelprobleme",
+                "player_url": "https://www.kicker.de/stanley-nsoki/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Skov(Trainingsrückstand)",
+                "name": "Skov",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/robert-skov/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/leverkusen-gegen-union-2026-bundesliga-5226820/aufstellung",
+        "schedule_row_text": "Bayer 04 Leverkusen Leverkusen Sa. 15:30 1. FC Union Berlin Union Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
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+            "outer_html": "
Zum Spiel
Diaby könnte starten, G. Doué muss aufs Debüt warten. Bei Ben Seghir und Terrier entscheidet sich kurzfristig, ob es für den Kader reicht. Offen, ob Medina oder Badé startet. Andrich ist ein Kandidat als Sechser, dürfte aber auf der Bank beginnen.
",
+            "text": "Zum Spiel Diaby könnte starten, G. Doué muss aufs Debüt warten. Bei Ben Seghir und Terrier entscheidet sich kurzfristig, ob es für den Kader reicht. Offen, ob Medina oder Badé startet. Andrich ist ein Kandidat als Sechser, dürfte aber auf der Bank beginnen."
+          },
+          {
+            "outer_html": "
Zum Spiel
Rönnow könnte wieder zwischen die Pfosten zurückkehren. Zudem stellt Jeong eine Alternative zu Burcu dar. Ilic fehlt erneut im Kader, für ihn dürfte Ljubicic beginnen.
",
+            "text": "Zum Spiel Rönnow könnte wieder zwischen die Pfosten zurückkehren. Zudem stellt Jeong eine Alternative zu Burcu dar. Ilic fehlt erneut im Kader, für ihn dürfte Ljubicic beginnen."
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+        ]
+      }
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+      "home": {
+        "team_name": "Bor. Mönchengladbach",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "full_name": null,
+            "displayed_name": "Nicolas",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/moritz-nicolas/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Scally",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/joseph-scally/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Itakura",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ko-itakura/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Diks",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/kevin-diks/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ullrich",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/lukas-ullrich/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Stöger",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/kevin-stoeger/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Sander",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-sander/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Honorat",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/franck-honorat/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Bolin",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/hugo-bolin/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Mohya",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/wael-mohya/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kleindienst",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tim-kleindienst/spieler/bundesliga/2026-27/bor-moenchengladbach",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"Bor.M’gladbach
\n
\n
\n
Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Stöger, Sander - Honorat, Bolin, Mohya - Kleindienst
\n
Trainer
Polanski
\n
Reservebank
Batz, Olschowsky, Chiarodia, Herold, Leszczynski, Fleck, Hack, Kühn, Neuhaus, Nguefack, Uno, Danfa, Lidberg, Machino
\n
Es fehlen
Castrop (Schulter-OP), Cvancara (nicht berücksichtigt), Hashioka (Nackenverletzung), Konoplia (Innenbandanriss im Knie), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt)
\n
",
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+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Stöger, Sander - Honorat, Bolin, Mohya - Kleindienst
",
+              "text": "Voraussichtliche Aufstellung Nicolas - Scally , Itakura , Diks , Ullrich - Stöger , Sander - Honorat , Bolin , Mohya - Kleindienst"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Polanski
",
+              "text": "Trainer Polanski"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Batz, Olschowsky, Chiarodia, Herold, Leszczynski, Fleck, Hack, Kühn, Neuhaus, Nguefack, Uno, Danfa, Lidberg, Machino
",
+              "text": "Reservebank Batz , Olschowsky , Chiarodia , Herold , Leszczynski , Fleck , Hack , Kühn , Neuhaus , Nguefack , Uno , Danfa , Lidberg , Machino"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Castrop (Schulter-OP), Cvancara (nicht berücksichtigt), Hashioka (Nackenverletzung), Konoplia (Innenbandanriss im Knie), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt)
",
+              "text": "Es fehlen Castrop (Schulter-OP), Cvancara (nicht berücksichtigt), Hashioka (Nackenverletzung), Konoplia (Innenbandanriss im Knie), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Nicolas - Scally , Itakura , Diks , Ullrich - Stöger , Sander - Honorat , Bolin , Mohya - Kleindienst",
+            "formation": "4-2-3-1",
+            "formation_lines": [
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+              2,
+              3,
+              1
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+            "formation_row_counts": [
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+              4,
+              2,
+              3,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Nicolas",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/moritz-nicolas/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Scally",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/joseph-scally/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Itakura",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ko-itakura/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Diks",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-diks/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ullrich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lukas-ullrich/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stöger",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-stoeger/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sander",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/philipp-sander/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Honorat",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/franck-honorat/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bolin",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/hugo-bolin/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mohya",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/wael-mohya/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 4,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kleindienst",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-kleindienst/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Polanski",
+            "name": "Polanski",
+            "coach_url": "https://www.kicker.de/eugen-polanski/trainer/bundesliga/2026-27/bor-moenchengladbach"
+          },
+          "bench": {
+            "raw_text": "Reservebank Batz , Olschowsky , Chiarodia , Herold , Leszczynski , Fleck , Hack , Kühn , Neuhaus , Nguefack , Uno , Danfa , Lidberg , Machino",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Batz",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/daniel-batz/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Olschowsky",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jan-olschowsky/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chiarodia",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-chiarodia/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Herold",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/david-herold/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Leszczynski",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jan-leszczynski/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Fleck",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
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+            "raw_text": "Es fehlen Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), L. Pfeiffer (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)",
+            "players": [
+              {
+                "raw_text": "Etringer(nicht berücksichtigt),",
+                "name": "Etringer",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/elias-etringer/spieler/bundesliga/2026-27/sv-elversberg"
+              },
+              {
+                "raw_text": "Lehmann(nicht berücksichtigt),",
+                "name": "Lehmann",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/frank-lehmann/spieler/bundesliga/2026-27/sv-elversberg"
+              },
+              {
+                "raw_text": "L. Pfeiffer(nicht berücksichtigt),",
+                "name": "L. Pfeiffer",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/luca-pfeiffer/spieler/bundesliga/2026-27/sv-elversberg"
+              },
+              {
+                "raw_text": "Seifert(Syndesmoseriss),",
+                "name": "Seifert",
+                "reason": "Syndesmoseriss",
+                "player_url": "https://www.kicker.de/luis-seifert/spieler/bundesliga/2026-27/sv-elversberg"
+              },
+              {
+                "raw_text": "Zimmerschied(Trainingsrückstand nach Rückenproblemen)",
+                "name": "Zimmerschied",
+                "reason": "Trainingsrückstand nach Rückenproblemen",
+                "player_url": "https://www.kicker.de/tom-zimmerschied/spieler/bundesliga/2026-27/sv-elversberg"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/mgladbach-gegen-elversberg-2026-bundesliga-5226822/aufstellung",
+        "schedule_row_text": "Bor. Mönchengladbach M’gladbach Sa. 15:30 SV Elversberg Elversberg Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Neuzugang Kühn beginnt voraussichtlich in der Jokerrolle. Scally nimmt den Platz des verletzten Hashioka ein. Eine Umstellung in der Doppelsechs ist möglich, ebenso könnte Honorat in der offensiven Dreierreihe starten.
",
+            "text": "Zum Spiel Neuzugang Kühn beginnt voraussichtlich in der Jokerrolle. Scally nimmt den Platz des verletzten Hashioka ein. Eine Umstellung in der Doppelsechs ist möglich, ebenso könnte Honorat in der offensiven Dreierreihe starten."
+          },
+          {
+            "outer_html": "
Zum Spiel
Nach dem 3:2-Auftaktsieg gegen Leverkusen hat Trainer Vincent Wagner keinen Grund umzustellen und wird wohl mit der identischen Startelf auch in Gladbach beginnen. 
",
+            "text": "Zum Spiel Nach dem 3:2-Auftaktsieg gegen Leverkusen hat Trainer Vincent Wagner keinen Grund umzustellen und wird wohl mit der identischen Startelf auch in Gladbach beginnen."
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "Sa. 15:30",
+      "home": {
+        "team_name": "Werder Bremen",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "Hein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/karl-hein/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Arthur",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/arthur-5/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Pieper",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/amos-pieper/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Friedl",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marco-friedl-2/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Deman",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/oliver-deman/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Lynen",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/senne-lynen/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Chuki",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ivan-san-jose-cantalejo/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Reis",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ludovit-reis/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Grüll",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marco-gruell/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Dinkci",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/eren-dinkci/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Füllkrug",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/niclas-fuellkrug/spieler/bundesliga/2026-27/werder-bremen",
+            "formation_row": 6,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"WerderBremen
\n
\n
\n
Voraussichtliche Aufstellung
Hein - Arthur, Pieper, Friedl, Deman - Lynen - Chuki, Reis - Grüll, Dinkci - Füllkrug
\n
Trainer
Thioune
\n
Reservebank
Kolke, A. Schlager, M. Ndiaye, Schmetgens, Stark, Alvero, Regeer, Soylu, Stalmach, Erevbenagie, Itten, Kownacki, Musah
\n
Es fehlen
Agu (Muskelverletzung im Bereich der Wade), Malatini (nicht berücksichtigt), Njinmah (Oberschenkelverletzung), Quetant (nicht berücksichtigt), Smarkalev (nicht berücksichtigt), Stage (Oberschenkelverletzung), Topp (Kreuzbandriss), Weiser (Aufbautraining nach Kreuzbandriss), Wojcik (Muskuläre Probleme)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Hein - Arthur, Pieper, Friedl, Deman - Lynen - Chuki, Reis - Grüll, Dinkci - Füllkrug
",
+              "text": "Voraussichtliche Aufstellung Hein - Arthur , Pieper , Friedl , Deman - Lynen - Chuki , Reis - Grüll , Dinkci - Füllkrug"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Thioune
",
+              "text": "Trainer Thioune"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Kolke, A. Schlager, M. Ndiaye, Schmetgens, Stark, Alvero, Regeer, Soylu, Stalmach, Erevbenagie, Itten, Kownacki, Musah
",
+              "text": "Reservebank Kolke , A. Schlager , M. Ndiaye , Schmetgens , Stark , Alvero , Regeer , Soylu , Stalmach , Erevbenagie , Itten , Kownacki , Musah"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Agu (Muskelverletzung im Bereich der Wade), Malatini (nicht berücksichtigt), Njinmah (Oberschenkelverletzung), Quetant (nicht berücksichtigt), Smarkalev (nicht berücksichtigt), Stage (Oberschenkelverletzung), Topp (Kreuzbandriss), Weiser (Aufbautraining nach Kreuzbandriss), Wojcik (Muskuläre Probleme)
",
+              "text": "Es fehlen Agu (Muskelverletzung im Bereich der Wade), Malatini (nicht berücksichtigt), Njinmah (Oberschenkelverletzung), Quetant (nicht berücksichtigt), Smarkalev (nicht berücksichtigt), Stage (Oberschenkelverletzung), Topp (Kreuzbandriss), Weiser (Aufbautraining nach Kreuzbandriss), Wojcik (Muskuläre Probleme)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Hein - Arthur , Pieper , Friedl , Deman - Lynen - Chuki , Reis - Grüll , Dinkci - Füllkrug",
+            "formation": "4-1-2-2-1",
+            "formation_lines": [
+              4,
+              1,
+              2,
+              2,
+              1
+            ],
+            "formation_row_counts": [
+              1,
+              4,
+              1,
+              2,
+              2,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Hein",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/karl-hein/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Arthur",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/arthur-5/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Pieper",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/amos-pieper/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Friedl",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marco-friedl-2/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Deman",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-deman/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lynen",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/senne-lynen/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chuki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ivan-san-jose-cantalejo/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Reis",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ludovit-reis/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Grüll",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marco-gruell/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Dinkci",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/eren-dinkci/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Füllkrug",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niclas-fuellkrug/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": 6,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Thioune",
+            "name": "Thioune",
+            "coach_url": "https://www.kicker.de/daniel-thioune/trainer/bundesliga/2026-27/werder-bremen"
+          },
+          "bench": {
+            "raw_text": "Reservebank Kolke , A. Schlager , M. Ndiaye , Schmetgens , Stark , Alvero , Regeer , Soylu , Stalmach , Erevbenagie , Itten , Kownacki , Musah",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Kolke",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/markus-kolke/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "A. Schlager",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexander-schlager/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Ndiaye",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/moussa-ndiaye-2/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Schmetgens",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mick-schmetgens/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stark",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-stark/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Alvero",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/skelly-alvero/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Regeer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/youri-regeer/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Soylu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/darwin-soylu/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stalmach",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dariusz-stalmach/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Erevbenagie",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/paul-erevbenagie/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Itten",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/cedric-itten/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kownacki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dawid-kownacki/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Musah",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/salim-amani-musah/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Agu (Muskelverletzung im Bereich der Wade), Malatini (nicht berücksichtigt), Njinmah (Oberschenkelverletzung), Quetant (nicht berücksichtigt), Smarkalev (nicht berücksichtigt), Stage (Oberschenkelverletzung), Topp (Kreuzbandriss), Weiser (Aufbautraining nach Kreuzbandriss), Wojcik (Muskuläre Probleme)",
+            "players": [
+              {
+                "raw_text": "Agu(Muskelverletzung im Bereich der Wade),",
+                "name": "Agu",
+                "reason": "Muskelverletzung im Bereich der Wade",
+                "player_url": "https://www.kicker.de/felix-agu/spieler/bundesliga/2026-27/werder-bremen"
+              },
+              {
+                "raw_text": "Malatini(nicht berücksichtigt),",
+                "name": "Malatini",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/julian-malatini/spieler/bundesliga/2026-27/werder-bremen"
+              },
+              {
+                "raw_text": "Njinmah(Oberschenkelverletzung),",
+                "name": "Njinmah",
+                "reason": "Oberschenkelverletzung",
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+              },
+              {
+                "raw_text": "Wojcik(Muskuläre Probleme)",
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+                "reason": "Muskuläre Probleme",
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Voraussichtliche Aufstellung
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Maksimovic, Vermeeren, Bakayoko, Guiu, Konaté, Nkunku, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Bitshiabu (nicht berücksichtigt), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Ouedraogo (Schulterverletzung), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Vandevoordt - R. Baku, Orban, Lukeba, Raum - Seiwald - El Aynaoui, Banzuzi - Gruda, Gomis, Nusa
",
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\nTrainer
Demichelis\n
",
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Maksimovic, Vermeeren, Bakayoko, Guiu, Konaté, Nkunku, Romulo
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Es fehlen
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",
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+                "slot_index": null,
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+                "slot_index": null,
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+                "formation_row": null,
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+                "starting_probability_rank": 1
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+                "formation_row": null,
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+              {
+                "full_name": null,
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+                "position": null,
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+                "player_url": "https://www.kicker.de/arthur-vermeeren/spieler/bundesliga/2026-27/rb-leipzig",
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+                "slot_index": null,
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+              {
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+                "formation_row": null,
+                "slot_index": null,
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+              },
+              {
+                "full_name": null,
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+                "player_id": null,
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+                "formation_row": null,
+                "slot_index": null,
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+                "formation_row": null,
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+              },
+              {
+                "raw_text": "Sani(nicht berücksichtigt)",
+                "name": "Sani",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/suleman-sani/spieler/bundesliga/2026-27/rb-leipzig"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/bremen-gegen-leipzig-2026-bundesliga-5226824/aufstellung",
+        "schedule_row_text": "Werder Bremen Bremen Sa. 15:30 RB Leipzig Leipzig Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Last-Minute-Neuzugang Arthur dürfte rechts direkt gefragt sein. Ob auch Ndiaye und Regeer schon direkt für die Startelf infrage kommen? Sollte Dinkci noch nicht so weit sein, könnte Erevbenagie starten. 
",
+            "text": "Zum Spiel Last-Minute-Neuzugang Arthur dürfte rechts direkt gefragt sein. Ob auch Ndiaye und Regeer schon direkt für die Startelf infrage kommen? Sollte Dinkci noch nicht so weit sein, könnte Erevbenagie starten."
+          },
+          {
+            "outer_html": "
Zum Spiel
Nkunku könnte für Gomis oder den angeschlagenen Gruda starten, wenn er körperlich aufgeholt hat. El Aynaoui ist ein Kandidat, der vom Ausfall von Reitz profitieren könnte. Romulo (Sehnenreizung im Knie) hat noch Rückstand. 
",
+            "text": "Zum Spiel Nkunku könnte für Gomis oder den angeschlagenen Gruda starten, wenn er körperlich aufgeholt hat. El Aynaoui ist ein Kandidat, der vom Ausfall von Reitz profitieren könnte. Romulo (Sehnenreizung im Knie) hat noch Rückstand."
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "Sa. 15:30",
+      "home": {
+        "team_name": "SC Paderborn 07",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "full_name": null,
+            "displayed_name": "Noll",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/nahuel-noll/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "ter Horst",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jano-ter-horst/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Scheller",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tjark-scheller/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Hansen",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/mattes-hansen/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Curda",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/laurin-curda/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ulrich",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/laurin-ulrich/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Castaneda",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/santiago-castaneda/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Obermair",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/raphael-obermair/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Philippe",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Vidovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/gabriel-vidovic/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Pieringer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marvin-pieringer/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
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\n
\n
\"SCPaderborn
\n
\n
\n
Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Ulrich, Castaneda, Obermair - Philippe, Vidovic - Pieringer
\n
Trainer
Kettemann
\n
Reservebank
Schubert, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, S. Tigges, Zeitler
\n
Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (angeschlagen), Gayret (Kreuzbandriss), Götze (angeschlagen), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
\n
",
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+              "outer_html": "
Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Ulrich, Castaneda, Obermair - Philippe, Vidovic - Pieringer
",
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+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Kettemann
",
+              "text": "Trainer Kettemann"
+            },
+            {
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+              "outer_html": "
Reservebank
Schubert, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, S. Tigges, Zeitler
",
+              "text": "Reservebank Schubert , M. Hoffmeier , Lippmann , Mohr , Müller , Sticker , Baack , Duric , Batista Meier , Marino , S. Tigges , Zeitler"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (angeschlagen), Gayret (Kreuzbandriss), Götze (angeschlagen), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
",
+              "text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (angeschlagen), Gayret (Kreuzbandriss), Götze (angeschlagen), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Noll - ter Horst , Scheller , Hansen - Curda , Ulrich , Castaneda , Obermair - Philippe , Vidovic - Pieringer",
+            "formation": "3-4-2-1",
+            "formation_lines": [
+              3,
+              4,
+              2,
+              1
+            ],
+            "formation_row_counts": [
+              1,
+              3,
+              4,
+              2,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Noll",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nahuel-noll/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "ter Horst",
+                "position": null,
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+                "player_id": null,
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+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Scheller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tjark-scheller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hansen",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mattes-hansen/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Curda",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/laurin-curda/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ulrich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/laurin-ulrich/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Castaneda",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/santiago-castaneda/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Obermair",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/raphael-obermair/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Philippe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Vidovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/gabriel-vidovic/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Pieringer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marvin-pieringer/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Kettemann",
+            "name": "Kettemann",
+            "coach_url": "https://www.kicker.de/ralf-kettemann/trainer/bundesliga/2026-27/sc-paderborn-07"
+          },
+          "bench": {
+            "raw_text": "Reservebank Schubert , M. Hoffmeier , Lippmann , Mohr , Müller , Sticker , Baack , Duric , Batista Meier , Marino , S. Tigges , Zeitler",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Schubert",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/markus-schubert/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Hoffmeier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-hoffmeier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lippmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/clemens-lippmann/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mohr",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-mohr-2/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ruben-mueller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sticker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonah-benedict-sticker/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Baack",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-baack/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Duric",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luka-djuric/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Batista Meier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-batista-meier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Marino",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefano-marino/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "S. Tigges",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/steffen-tigges/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Zeitler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-zeitler/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (angeschlagen), Gayret (Kreuzbandriss), Götze (angeschlagen), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Awortwie-Grant(Knieverletzung),",
+                "name": "Awortwie-Grant",
+                "reason": "Knieverletzung",
+                "player_url": "https://www.kicker.de/nyamekye-awortwie-grant/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Eickel(angeschlagen),",
+                "name": "Eickel",
+                "reason": "angeschlagen",
+                "player_url": "https://www.kicker.de/lasse-eickel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Gayret(Kreuzbandriss),",
+                "name": "Gayret",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/timur-gayret/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Götze(angeschlagen),",
+                "name": "Götze",
+                "reason": "angeschlagen",
+                "player_url": "https://www.kicker.de/felix-goetze/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Klaas(Adduktorenverletzung),",
+                "name": "Klaas",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sebastian-klaas/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "S. Michel(Adduktorenverletzung),",
+                "name": "S. Michel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sven-michel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "A. Millgramm(nicht berücksichtigt),",
+                "name": "A. Millgramm",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/albert-frank-millgramm/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Pruhs(nicht berücksichtigt),",
+                "name": "Pruhs",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/florian-pruhs/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Zobel(nicht berücksichtigt)",
+                "name": "Zobel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tristan-zobel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              }
+            ]
+          }
+        }
+      },
+      "away": {
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Zum Spiel
Philippe steht direkt vor dem ersten Einsatz, eventuell auch als zweiter Stürmer, dann in einem 3-3-2-2. Weichen müsste für die Last-Minute-Verpflichtung mutmaßlich Marino.
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Zum Spiel
Durch die starke Leistung beim 4:1 gegen Bremen gibt es erst mal keinen Grund für Änderungen. Bei den engsten Duellen zwischen Kübler und Treu sowie Lienhart und Rosenfelder könnte es jedoch Wechsel geben. 
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Voraussichtliche Aufstellung
Neuer - Laimer, Upamecano, H. Ito, Davies - Kimmich, Pavlovic - Karl, Saibari, Luis Diaz - Kane
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Kompany\n
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Reservebank
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Kompany\n
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+              "text": "Trainer Kompany"
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+            {
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+              "outer_html": "
Reservebank
Ulreich, Urbig, Boey, Brown, M.-J. Kim, Stanisic, Tah, Bischof, Musiala, Santos, Sapoko Ndiaye, Olise
",
+              "text": "Reservebank Ulreich , Urbig , Boey , Brown , M.-J. Kim , Stanisic , Tah , Bischof , Musiala , Santos , Sapoko Ndiaye , Olise"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Gnabry (Trainingsrückstand)
",
+              "text": "Es fehlen Gnabry (Trainingsrückstand)"
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+          ],
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+                "formation_row": 2,
+                "slot_index": 1,
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+                "player_url": "https://www.kicker.de/dayot-upamecano/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": 2,
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+                "player_url": "https://www.kicker.de/hiroki-ito/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Kimmich",
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+                "injury_status": null,
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+                "player_url": "https://www.kicker.de/joshua-kimmich/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": 1,
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+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Karl",
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+                "injury_status": null,
+                "player_id": null,
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+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Saibari",
+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/ismael-saibari/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": 2,
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+                "formation_row": 4,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "displayed_name": "Kane",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/harry-kane/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": 1,
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+          "coach": {
+            "raw_text": "Trainer Kompany",
+            "name": "Kompany",
+            "coach_url": "https://www.kicker.de/vincent-kompany/trainer/bundesliga/2026-27/fc-bayern-muenchen"
+          },
+          "bench": {
+            "raw_text": "Reservebank Ulreich , Urbig , Boey , Brown , M.-J. Kim , Stanisic , Tah , Bischof , Musiala , Santos , Sapoko Ndiaye , Olise",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Ulreich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sven-ulreich/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Urbig",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonas-urbig/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Boey",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sacha-boey/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Brown",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nathaniel-brown/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "M.-J. Kim",
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+                "player_url": "https://www.kicker.de/min-jae-kim/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Stanisic",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/josip-stanisic/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Tah",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonathan-tah/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Bischof",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-bischof/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": null,
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+              {
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+                "displayed_name": "Musiala",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jamal-musiala/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/david-daiber/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+              {
+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/bara-sapoko-ndiaye/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Olise",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michael-olise/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Gnabry (Trainingsrückstand)",
+            "players": [
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+                "raw_text": "Gnabry(Trainingsrückstand)",
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+                "player_url": "https://www.kicker.de/serge-gnabry/spieler/bundesliga/2026-27/fc-bayern-muenchen"
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+        "schedule_row_text": "FC Schalke 04 Schalke Sa. 18:30 Bayern München Bayern Vorschau",
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Zum Spiel
Tanaka ersetzt den rotgesperrten Schallenberg, Karaman kehrt nach Hüftproblemen in die Startelf zurück, allerdings stehen hinter dem Kapitän noch Fragezeichen, wie Coach Miron Muslic am Donnerstag sagte. Last-Minute-Zugang Hwang könnte erst einmal auf der Bank Platz nehmen.
",
+            "text": "Zum Spiel Tanaka ersetzt den rotgesperrten Schallenberg, Karaman kehrt nach Hüftproblemen in die Startelf zurück, allerdings stehen hinter dem Kapitän noch Fragezeichen, wie Coach Miron Muslic am Donnerstag sagte. Last-Minute-Zugang Hwang könnte erst einmal auf der Bank Platz nehmen."
+          },
+          {
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Zum Spiel
Nach dem Pokalspiel in Osnabrück wird Kompany erneut Wechsel vornehmen. Musiala könnte in den Kader zurückkehren.
",
+            "text": "Zum Spiel Nach dem Pokalspiel in Osnabrück wird Kompany erneut Wechsel vornehmen. Musiala könnte in den Kader zurückkehren."
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/albert-sambi-lokonga/spieler/bundesliga/2026-27/hamburger-sv",
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+            "slot_index": 2,
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+          {
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+            "player_id": null,
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+          {
+            "full_name": null,
+            "displayed_name": "Grönbaek",
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+            "player_id": null,
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\n
\n
\"HamburgerHSV
\n
\n
\n
Voraussichtliche Aufstellung
Heuer Fernandes - Capaldo, Bornauw, Torunarigha - El Ouahdi, Sambi Lokonga, Remberg, Lemke - Fabio Vieira, Grönbaek - Daka
\n
Trainer
Polzin
\n
Reservebank
Tangvik, Muheim, Nandja, Wolfe, Adeline, Amoako, Jatta, Nadir, Moffi, Poulsen, Stange
\n
Es fehlen
Agyekum (nicht berücksichtigt), Dickes (nicht berücksichtigt), Elfadli (nicht berücksichtigt), Omari (Schulterverletzung), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Aufbautraining)
\n
",
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Voraussichtliche Aufstellung
Heuer Fernandes - Capaldo, Bornauw, Torunarigha - El Ouahdi, Sambi Lokonga, Remberg, Lemke - Fabio Vieira, Grönbaek - Daka
",
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+            {
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Trainer
Polzin
",
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Reservebank
Tangvik, Muheim, Nandja, Wolfe, Adeline, Amoako, Jatta, Nadir, Moffi, Poulsen, Stange
",
+              "text": "Reservebank Tangvik , Muheim , Nandja , Wolfe , Adeline , Amoako , Jatta , Nadir , Moffi , Poulsen , Stange"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Agyekum (nicht berücksichtigt), Dickes (nicht berücksichtigt), Elfadli (nicht berücksichtigt), Omari (Schulterverletzung), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Aufbautraining)
",
+              "text": "Es fehlen Agyekum (nicht berücksichtigt), Dickes (nicht berücksichtigt), Elfadli (nicht berücksichtigt), Omari (Schulterverletzung), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Aufbautraining)"
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+              1
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+              1
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+              {
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/nicolas-capaldo/spieler/bundesliga/2026-27/hamburger-sv",
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+              {
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+                "player_url": "https://www.kicker.de/jordan-torunarigha/spieler/bundesliga/2026-27/hamburger-sv",
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+                "player_url": "https://www.kicker.de/maximilian-kinzig/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Schwolow",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexander-schwolow/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bell",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefan-bell/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gruber",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-gruber/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nakuzola",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rael-nakuzola/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Widmer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/silvan-widmer/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kawasaki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sota-kawasaki/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Maloney",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lennard-maloney/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ruoppi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otto-ruoppi/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hollerbach",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/benedict-hollerbach/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Königsdörffer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ransford-yeboah-koenigsdoerffer/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Haidara (U 23), Hong (nicht berücksichtigt), Kohr (Syndesmoseverletzung), Martel (Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch)",
+            "players": [
+              {
+                "raw_text": "Haidara(U 23),",
+                "name": "Haidara",
+                "reason": "U 23",
+                "player_url": "https://www.kicker.de/alynho-haidara/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Hong(nicht berücksichtigt),",
+                "name": "Hong",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/hyunseok-hong/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Kohr(Syndesmoseverletzung),",
+                "name": "Kohr",
+                "reason": "Syndesmoseverletzung",
+                "player_url": "https://www.kicker.de/dominik-kohr/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Martel(Innenbandanriss im Knie),",
+                "name": "Martel",
+                "reason": "Innenbandanriss im Knie",
+                "player_url": "https://www.kicker.de/eric-martel/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Nebel(Adduktorenverletzung),",
+                "name": "Nebel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/paul-nebel/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Silas(Reha nach Schien- und Wadenbeinbruch)",
+                "name": "Silas",
+                "reason": "Reha nach Schien- und Wadenbeinbruch",
+                "player_url": "https://www.kicker.de/silas-katompa-mvumpa/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/hsv-gegen-mainz-2026-bundesliga-5226823/aufstellung",
+        "schedule_row_text": "Hamburger SV HSV So. 15:30 1. FSV Mainz 05 Mainz Vorschau",
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Zum Spiel
Wolfe trainiert seit Mittwoch in Hamburg, dürfte noch hinter Vorbereitungsgewinner Lemke der Joker sein, El Ouahdi und Fabio Vieira hingegen sind auf Anhieb Startelf-Kandidaten.
",
+            "text": "Zum Spiel Wolfe trainiert seit Mittwoch in Hamburg, dürfte noch hinter Vorbereitungsgewinner Lemke der Joker sein, El Ouahdi und Fabio Vieira hingegen sind auf Anhieb Startelf-Kandidaten."
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+          {
+            "outer_html": "
Zum Spiel
Potulski könnte den verletzten Kohr ersetzen, Posch sollte nun bereit sein für den Start im Abwehrzentrum. Alternativ kommt jeweils auch Gruber infrage.
",
+            "text": "Zum Spiel Potulski könnte den verletzten Kohr ersetzen, Posch sollte nun bereit sein für den Start im Abwehrzentrum. Alternativ kommt jeweils auch Gruber infrage."
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+      "match_time": "So. 17:30",
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+            "full_name": null,
+            "displayed_name": "Atubolu",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/noah-atubolu/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Baum",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/elias-baum/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "R. Koch",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/robin-koch/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Brassier",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/lilian-brassier/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kosugi",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/keita-kosugi/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Onyedika",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/raphael-onyedika/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Chaibi",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/fares-chaibi/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Doan",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ritsu-doan/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Uzun",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/can-uzun/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ebnoutalib",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/younes-ebnoutalib/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Burkardt",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jonathan-burkardt/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"EintrachtFrankfurt
\n
\n
\n
Voraussichtliche Aufstellung
Atubolu - Baum, R. Koch, Brassier, Kosugi - Onyedika, Chaibi - Doan, Uzun - Ebnoutalib, Burkardt
\n
Trainer
Hütter
\n
Reservebank
Kaua Santos, Chandler, Maluze, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, M. Götze, O. Höjlund, Pimpong
\n
Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
\n
",
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+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Atubolu - Baum, R. Koch, Brassier, Kosugi - Onyedika, Chaibi - Doan, Uzun - Ebnoutalib, Burkardt
",
+              "text": "Voraussichtliche Aufstellung Atubolu - Baum , R. Koch , Brassier , Kosugi - Onyedika , Chaibi - Doan , Uzun - Ebnoutalib , Burkardt"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Hütter
",
+              "text": "Trainer Hütter"
+            },
+            {
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+              "outer_html": "
Reservebank
Kaua Santos, Chandler, Maluze, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, M. Götze, O. Höjlund, Pimpong
",
+              "text": "Reservebank Kaua Santos , Chandler , Maluze , Otavio , Amaimouni-Echghouyab , Arrhov , Aseko , M. Götze , O. Höjlund , Pimpong"
+            },
+            {
+              "index": 4,
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Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
",
+              "text": "Es fehlen Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Atubolu - Baum , R. Koch , Brassier , Kosugi - Onyedika , Chaibi - Doan , Uzun - Ebnoutalib , Burkardt",
+            "formation": "4-2-2-2",
+            "formation_lines": [
+              4,
+              2,
+              2,
+              2
+            ],
+            "formation_row_counts": [
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+              4,
+              2,
+              2,
+              2
+            ],
+            "players": [
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+                "full_name": null,
+                "displayed_name": "Atubolu",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/noah-atubolu/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Baum",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/elias-baum/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "R. Koch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-koch/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Brassier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lilian-brassier/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kosugi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/keita-kosugi/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Onyedika",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/raphael-onyedika/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chaibi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fares-chaibi/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Doan",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ritsu-doan/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Uzun",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/can-uzun/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ebnoutalib",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/younes-ebnoutalib/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Burkardt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonathan-burkardt/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Hütter",
+            "name": "Hütter",
+            "coach_url": "https://www.kicker.de/adolf-huetter/trainer/bundesliga/2026-27/eintracht-frankfurt"
+          },
+          "bench": {
+            "raw_text": "Reservebank Kaua Santos , Chandler , Maluze , Otavio , Amaimouni-Echghouyab , Arrhov , Aseko , M. Götze , O. Höjlund , Pimpong",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Kaua Santos",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kaua-santos/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chandler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/timothy-chandler/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Maluze",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jerimiaha-maluze/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Otavio",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otavio-manoel-galdino-fernandes/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Amaimouni-Echghouyab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ayoube-amaimouni-echghouyab/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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\n\"FCAugsburg\n
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Voraussichtliche Aufstellung
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Baum\n
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Reservebank
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Es fehlen
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Kade, Fellhauer - Gregoritsch
",
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Baum\n
",
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Reservebank
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Es fehlen
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",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/jeffrey-gouweleeuw/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/arijon-ibrahimovic/spieler/bundesliga/2026-27/fc-augsburg",
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+              },
+              {
+                "raw_text": "Schnitzer(nicht berücksichtigt),",
+                "name": "Schnitzer",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tim-schnitzer-2/spieler/bundesliga/2026-27/fc-augsburg"
+              },
+              {
+                "raw_text": "Wisbereit(nicht berücksichtigt)",
+                "name": "Wisbereit",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tom-wisbereit/spieler/bundesliga/2026-27/fc-augsburg"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/frankfurt-gegen-augsburg-2026-bundesliga-5226821/aufstellung",
+        "schedule_row_text": "Eintracht Frankfurt Frankfurt So. 17:30 FC Augsburg Augsburg Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Brassier rückt wahrscheinlich für Maluze in die Startelf. Doan ist wieder fit und könnte Amaimouni-Echghouyab ersetzen. Ansonsten zeichnen sich keine Wechsel ab.
",
+            "text": "Zum Spiel Brassier rückt wahrscheinlich für Maluze in die Startelf. Doan ist wieder fit und könnte Amaimouni-Echghouyab ersetzen. Ansonsten zeichnen sich keine Wechsel ab."
+          },
+          {
+            "outer_html": "
Zum Spiel
Nach dem 3:0 gegen Schalke drängt sich für Trainer Baum kein Wechsel auf, hochwertige Alternativen stehen jedoch genügend zur Verfügung. Zum Beispiel die Neuzugänge Bah und Ibrahimovic, auch Claude-Maurice kehrt zurück.
",
+            "text": "Zum Spiel Nach dem 3:0 gegen Schalke drängt sich für Trainer Baum kein Wechsel auf, hochwertige Alternativen stehen jedoch genügend zur Verfügung. Zum Beispiel die Neuzugänge Bah und Ibrahimovic, auch Claude-Maurice kehrt zurück."
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_134835.json b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_134835.json
new file mode 100644
index 0000000..2bcd6e0
--- /dev/null
+++ b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_134835.json
@@ -0,0 +1,4858 @@
+{
+  "metadata": {
+    "source": "Kicker",
+    "source_url": "https://www.kicker.de/bundesliga/spieltag/2026-27/3",
+    "season": "2026-27",
+    "matchday": 3,
+    "captured_at": "2026-09-10T13:48:35+02:00",
+    "capture_finished_at": "2026-09-10T13:50:45+02:00",
+    "fixture_link_count": 9,
+    "match_count": 5,
+    "team_count": 10,
+    "player_count": 110,
+    "lineup_block_count": 10,
+    "skipped_fixture_count": 4,
+    "skipped_fixtures": [
+      {
+        "fixture_url": "https://www.kicker.de/mainz-gegen-frankfurt-2026-bundesliga-5226832/aufstellung",
+        "schedule_row_text": "1. FSV Mainz 05 Mainz Sa. 15:30 Eintracht Frankfurt Frankfurt Vorschau",
+        "reason": "Timed out waiting for Kicker lineup blocks."
+      },
+      {
+        "fixture_url": "https://www.kicker.de/koeln-gegen-bremen-2026-bundesliga-5226834/aufstellung",
+        "schedule_row_text": "1. FC Köln Köln Sa. 18:30 Werder Bremen Bremen Vorschau",
+        "reason": "Timed out waiting for Kicker lineup blocks."
+      },
+      {
+        "fixture_url": "https://www.kicker.de/leipzig-gegen-hsv-2026-bundesliga-5226828/aufstellung",
+        "schedule_row_text": "RB Leipzig Leipzig So. 15:30 Hamburger SV HSV Vorschau",
+        "reason": "Timed out waiting for Kicker lineup blocks."
+      },
+      {
+        "fixture_url": "https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung",
+        "schedule_row_text": "SV Elversberg Elversberg So. 17:30 Bayern München Bayern Vorschau",
+        "reason": "Message: invalid session id: session deleted as the browser has closed the connection\nfrom disconnected: not connected to DevTools\n  (Session info: chrome=152.0.7977.83); For documentation on this error, please visit: https://www.selenium.dev/documentation/webdriver/troubleshooting/errors#invalidsessionidexception\nStacktrace:\n\tundetected_chromedriver!GetHandleVerifier [0x471863+4fe3]\n\tundetected_chromedriver!(No symbol) [0x3d1694]\n\tundetected_chromedriver!(No symbol) [0x26bf90]\n\tundetected_chromedriver!(No symbol) [0x25b2fe]\n\tundetected_chromedriver!(No symbol) [0x2798a9]\n\tundetected_chromedriver!(No symbol) [0x2deebc]\n\tundetected_chromedriver!(No symbol) [0x2f5d69]\n\tundetected_chromedriver!(No symbol) [0x2d8366]\n\tundetected_chromedriver!(No symbol) [0x2ab4a9]\n\tundetected_chromedriver!(No symbol) [0x2ac1b4]\n\tundetected_chromedriver!GetHandleVerifier [0x7f6a2a+38a1aa]\n\tundetected_chromedriver!GetHandleVerifier [0x81d702+3b0e82]\n\tundetected_chromedriver!GetHandleVerifier [0x53f272+d29f2]\n\tundetected_chromedriver!GetHandleVerifier [0x545263+d89e3]\n\tundetected_chromedriver!(No symbol) [0x3dc54d]\n\tundetected_chromedriver!(No symbol) [0x3d9358]\n\tundetected_chromedriver!(No symbol) [0x3d9505]\n\tundetected_chromedriver!(No symbol) [0x3c87a7]\n\tKERNEL32!BaseThreadInitThunk [0x751c5d49+19]\n\tntdll!RtlInitializeExceptionChain [0x76ebe1fb+6b]\n\tntdll!RtlGetAppContainerNamedObjectPath [0x76ebe181+231]\n"
+      }
+    ]
+  },
+  "matches": [
+    {
+      "match_time": "Fr. 20:30",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "Rönnow",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/frederik-roennow/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Juranovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/josip-juranovic/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "van den Bosch",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/zeno-van-den-bosch/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Uduokhai",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Rothe",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "R. Khedira",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kemlein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Aebischer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Jeong",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Latte Lath",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ljubicic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"1.Union
\n
\n
\n
Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
\n
Trainer
Lustrinelli
\n
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
\n
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
",
+              "text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Lustrinelli
",
+              "text": "Trainer Lustrinelli"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
",
+              "text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
",
+              "text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic",
+            "formation": "4-2-2-2",
+            "formation_lines": [
+              4,
+              2,
+              2,
+              2
+            ],
+            "formation_row_counts": [
+              1,
+              4,
+              2,
+              2,
+              2
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Rönnow",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/frederik-roennow/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Juranovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/josip-juranovic/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "van den Bosch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/zeno-van-den-bosch/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Uduokhai",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rothe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "R. Khedira",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kemlein",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aebischer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jeong",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Latte Lath",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ljubicic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Lustrinelli",
+            "name": "Lustrinelli",
+            "coach_url": "https://www.kicker.de/mauro-lustrinelli/trainer/bundesliga/2026-27/1-fc-union-berlin"
+          },
+          "bench": {
+            "raw_text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Raab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/matheo-raab/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Köhn",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/derrick-koehn/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Querfeld",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leopold-querfeld/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Trimmel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christopher-trimmel/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Güther",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/linus-guether/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Haberer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-haberer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Imeri",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kastriot-imeri/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Schäfer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/andras-schaefer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Skarke",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-skarke/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Burcu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
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\n\"FCSchalke\n
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Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
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Muslic\n
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Reservebank
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Es fehlen
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Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
",
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\nTrainer
Muslic\n
",
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Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
",
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Es fehlen
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",
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+                "player_id": null,
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+        "schedule_row_text": "1. FC Union Berlin Union Fr. 20:30 FC Schalke 04 Schalke Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Burcu stellt eine Alternative zu Jeong dar.
",
+            "text": "Zum Spiel Burcu stellt eine Alternative zu Jeong dar."
+          },
+          {
+            "outer_html": "
Zum Spiel
Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet.
",
+            "text": "Zum Spiel Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet."
+          }
+        ]
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+      "match_time": "Sa. 15:30",
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+            "slot_index": 1,
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+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
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+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ramy-bensebaini/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 3,
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+            "slot_index": 1,
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+          {
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+            "displayed_name": "J. Veerman",
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+            "injury_status": null,
+            "player_id": null,
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+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+            "full_name": null,
+            "displayed_name": "Bellingham",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
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+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
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+            "displayed_name": "Svensson",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Nwaneri",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ethan-nwaneri/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Guirassy",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Fabio Silva",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/fabio-silva/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 2,
+            "starting_probability_rank": 1
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+        ],
+        "kicker_details": {
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\n
\n
\"BorussiaDortmund
\n
\n
\n
Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
\n
Trainer
Kovac
\n
Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
\n
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
",
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+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Kovac
",
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+            },
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Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
",
+              "text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
",
+              "text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)"
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+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , J. Veerman , Bellingham , Svensson - Nwaneri - Guirassy , Fabio Silva",
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+            "formation_lines": [
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+              4,
+              1,
+              2
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+              3,
+              4,
+              1,
+              2
+            ],
+            "players": [
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ramy-bensebaini/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/julian-ryerson/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/joey-veerman/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Svensson",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nwaneri",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ethan-nwaneri/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Guirassy",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Fabio Silva",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-silva/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
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+            "name": "Kovac",
+            "coach_url": "https://www.kicker.de/niko-kovac/trainer/bundesliga/2026-27/borussia-dortmund"
+          },
+          "bench": {
+            "raw_text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "A. Meyer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexander-meyer-2/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kaua Prates",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kau-prates/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Reggiani",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-reggiani/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "N. Schlotterbeck",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nico-schlotterbeck/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chukwuemeka",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/carney-chukwuemeka/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "F. Nmecha",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-nmecha/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sabitzer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-sabitzer/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Albert",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mathis-albert/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Beier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-beier/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Can(Kreuzbandriss),",
+                "name": "Can",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/emre-can/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Drewes(nicht berücksichtigt),",
+                "name": "Drewes",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/patrick-drewes/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Duarte(nicht berücksichtigt),",
+                "name": "Duarte",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/enzo-duarte/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Inacio(Rotsperre),",
+                "name": "Inacio",
+                "reason": "Rotsperre",
+                "player_url": "https://www.kicker.de/samuele-inacio/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Kaba(nicht berücksichtigt),",
+                "name": "Kaba",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/mussa-kaba/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Karetsas(Kreislauf-Probleme),",
+                "name": "Karetsas",
+                "reason": "Kreislauf-Probleme",
+                "player_url": "https://www.kicker.de/konstantinos-karetsas/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Konstantelias(Kreuzbandriss),",
+                "name": "Konstantelias",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/giannis-konstantelias/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Lerma(Muskelverletzung),",
+                "name": "Lerma",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/justin-lerma/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Mane(Muskelverletzung),",
+                "name": "Mane",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/filippo-calixte-mane/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Ostrzinski(nicht berücksichtigt)",
+                "name": "Ostrzinski",
+                "reason": "nicht berücksichtigt",
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+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "full_name": null,
+            "displayed_name": "Noll",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
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+            "formation_row": 1,
+            "slot_index": 1,
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+            "displayed_name": "ter Horst",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jano-ter-horst/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Scheller",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/tjark-scheller/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Hansen",
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+            "player_url": "https://www.kicker.de/santiago-castaneda/spieler/bundesliga/2026-27/sc-paderborn-07",
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+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/raphael-obermair/spieler/bundesliga/2026-27/sc-paderborn-07",
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\n
\n
\n\"SCPaderborn\n
\n
\n
\n
Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
\n
\nTrainer
Kettemann\n
\n
Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
\n
Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
",
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+              "index": 2,
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\nTrainer
Kettemann\n
",
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Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
",
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Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
",
+              "text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)"
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+                "formation_row": 2,
+                "slot_index": 2,
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+              {
+                "full_name": null,
+                "displayed_name": "Hansen",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mattes-hansen/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 2,
+                "slot_index": 3,
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+              {
+                "full_name": null,
+                "displayed_name": "Curda",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/laurin-curda/spieler/bundesliga/2026-27/sc-paderborn-07",
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+                "slot_index": 1,
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+                "displayed_name": "Castaneda",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/santiago-castaneda/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Obermair",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/raphael-obermair/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ulrich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/laurin-ulrich/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Vidovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/gabriel-vidovic/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Pieringer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marvin-pieringer/spieler/bundesliga/2026-27/sc-paderborn-07",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "S. Tigges",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/steffen-tigges/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Kettemann",
+            "name": "Kettemann",
+            "coach_url": "https://www.kicker.de/ralf-kettemann/trainer/bundesliga/2026-27/sc-paderborn-07"
+          },
+          "bench": {
+            "raw_text": "Reservebank Schubert , Götze , M. Hoffmeier , Lippmann , Mohr , Müller , Sticker , Baack , Duric , Batista Meier , Marino , Philippe , Zeitler",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Schubert",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/markus-schubert/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Götze",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-goetze/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Hoffmeier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-hoffmeier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lippmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/clemens-lippmann/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mohr",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-mohr-2/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ruben-mueller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sticker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonah-benedict-sticker/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Baack",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-baack/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Duric",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luka-djuric/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Batista Meier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-batista-meier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Marino",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefano-marino/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Philippe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Zeitler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-zeitler/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Awortwie-Grant(Knieverletzung),",
+                "name": "Awortwie-Grant",
+                "reason": "Knieverletzung",
+                "player_url": "https://www.kicker.de/nyamekye-awortwie-grant/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Eickel(nicht berücksichtigt),",
+                "name": "Eickel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/lasse-eickel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Gayret(Kreuzbandriss),",
+                "name": "Gayret",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/timur-gayret/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Klaas(Adduktorenverletzung),",
+                "name": "Klaas",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sebastian-klaas/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "S. Michel(Adduktorenverletzung),",
+                "name": "S. Michel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sven-michel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "A. Millgramm(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/albert-frank-millgramm/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Pruhs(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/florian-pruhs/spieler/bundesliga/2026-27/sc-paderborn-07"
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+              {
+                "raw_text": "Zobel(nicht berücksichtigt)",
+                "name": "Zobel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tristan-zobel/spieler/bundesliga/2026-27/sc-paderborn-07"
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+        "schedule_row_text": "Borussia Dortmund Dortmund Sa. 15:30 SC Paderborn 07 Paderborn Vorschau",
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Zum Spiel
Eine Tendenz bei Karetsas war noch nicht abzusehen. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt.
",
+            "text": "Zum Spiel Eine Tendenz bei Karetsas war noch nicht abzusehen. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt."
+          },
+          {
+            "outer_html": "
Zum Spiel
Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken.
",
+            "text": "Zum Spiel Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken."
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+      "home": {
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+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+            "full_name": null,
+            "displayed_name": "Coufal",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/vladimir-coufal/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Kabak",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ozan-kabak/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Hajdari",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "M. Rots",
+            "position": null,
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\n\"VfBStuttgart\n
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Voraussichtliche Aufstellung
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\nTrainer
Hoeneß\n
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Reservebank
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Es fehlen
Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)
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Voraussichtliche Aufstellung
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+              "outer_html": "
\nTrainer
Hoeneß\n
",
+              "text": "Trainer Hoeneß"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
M. Funk, Al-Dakhil, Chabot, Jaquez, Stergiou, Führich, Karazor, Spalt, Demirovic, Sauer
",
+              "text": "Reservebank M. Funk , Al-Dakhil , Chabot , Jaquez , Stergiou , Führich , Karazor , Spalt , Demirovic , Sauer"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)
",
+              "text": "Es fehlen Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Bredlow - Vagnoman , Jeltsch , Hendriks , Mittelstädt - Prömel , Stiller - El Khannouss , Undav , Leweling - Pejcinovic",
+            "formation": "4-2-3-1",
+            "formation_lines": [
+              4,
+              2,
+              3,
+              1
+            ],
+            "formation_row_counts": [
+              1,
+              4,
+              2,
+              3,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Bredlow",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabian-bredlow/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Vagnoman",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/josha-vagnoman/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jeltsch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/finn-jeltsch/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hendriks",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ramon-hendriks/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mittelstädt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-mittelstaedt/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Prömel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/grischa-proemel/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stiller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/angelo-stiller/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "El Khannouss",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bilal-el-khannous/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Undav",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-undav/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Leweling",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jamie-leweling/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 4,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Pejcinovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dzenan-pejcinovic/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Hoeneß",
+            "name": "Hoeneß",
+            "coach_url": "https://www.kicker.de/sebastian-hoeness/trainer/bundesliga/2026-27/vfb-stuttgart"
+          },
+          "bench": {
+            "raw_text": "Reservebank M. Funk , Al-Dakhil , Chabot , Jaquez , Stergiou , Führich , Karazor , Spalt , Demirovic , Sauer",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "M. Funk",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marius-funk/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Al-Dakhil",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ameen-al-dakhil/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chabot",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/julian-chabot/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jaquez",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-jaquez/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stergiou",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leonidas-stergiou/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Führich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/chris-fuehrich/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Karazor",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/atakan-karazor/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Spalt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yanik-spalt/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Demirovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ermedin-demirovic/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sauer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leo-sauer/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)",
+            "players": [
+              {
+                "raw_text": "Assignon(Rückstand nach Schulter-OP),",
+                "name": "Assignon",
+                "reason": "Rückstand nach Schulter-OP",
+                "player_url": "https://www.kicker.de/lorenz-assignon/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Diehl(Oberschenkelverletzung),",
+                "name": "Diehl",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/justin-diehl/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Drljaca(nicht berücksichtigt),",
+                "name": "Drljaca",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/stefan-drljaca/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Malanga(nicht berücksichtigt),",
+                "name": "Malanga",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/jarzinho-malanga/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Nartey(Rückstand nach Oberschenkelverletzung),",
+                "name": "Nartey",
+                "reason": "Rückstand nach Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/nikolas-nartey/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Seimen(Sehnenverletzung im Oberschenkel),",
+                "name": "Seimen",
+                "reason": "Sehnenverletzung im Oberschenkel",
+                "player_url": "https://www.kicker.de/dennis-seimen/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Tiago Tomas(Muskelverletzung),",
+                "name": "Tiago Tomas",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/tiago-tomas/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Yigit(nicht berücksichtigt),",
+                "name": "Yigit",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/ertugrul-yigit/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Zagadou(Oberschenkelverletzung)",
+                "name": "Zagadou",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/dan-axel-zagadou/spieler/bundesliga/2026-27/vfb-stuttgart"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung",
+        "schedule_row_text": "TSG Hoffenheim Hoffenheim Sa. 15:30 VfB Stuttgart Stuttgart Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt.
",
+            "text": "Zum Spiel Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt."
+          },
+          {
+            "outer_html": "
Zum Spiel
Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken.
",
+            "text": "Zum Spiel Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken."
+          }
+        ]
+      }
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+      "match_time": "Sa. 15:30",
+      "home": {
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+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "full_name": null,
+            "displayed_name": "Backhaus",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/mio-backhaus/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Treu",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ginter",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Lienhart",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Makengo",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "M. Eggestein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Engelhardt",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Beste",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Y. Suzuki",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Scherhant",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Matanovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"SCFreiburg
\n
\n
\n
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
\n
Trainer
Schuster
\n
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
\n
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
",
+              "text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Schuster
",
+              "text": "Trainer Schuster"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
",
+              "text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
",
+              "text": "Es fehlen Muslija (Aufbautraining nach Kreuzbandriss)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic",
+            "formation": "4-2-3-1",
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+              2,
+              3,
+              1
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+              4,
+              2,
+              3,
+              1
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+            "players": [
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+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Mohya",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/wael-mohya/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": 3,
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-kleindienst/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+            "name": "Polanski",
+            "coach_url": "https://www.kicker.de/eugen-polanski/trainer/bundesliga/2026-27/bor-moenchengladbach"
+          },
+          "bench": {
+            "raw_text": "Reservebank Batz , Olschowsky , Chiarodia , Hashioka , Herold , Leszczynski , Fleck , Hack , Neuhaus , Stöger , Danfa , Lidberg , Machino",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Batz",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/daniel-batz/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
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+                "displayed_name": "Olschowsky",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/jan-olschowsky/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "displayed_name": "Chiarodia",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-chiarodia/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "full_name": null,
+                "displayed_name": "Hashioka",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/daiki-hashioka/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "full_name": null,
+                "displayed_name": "Herold",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/david-herold/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Leszczynski",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jan-leszczynski/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Fleck",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fritz-fleck/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hack",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-hack/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Neuhaus",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/florian-neuhaus/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stöger",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-stoeger/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Danfa",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/iaia-manco-danfa/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/isac-lidberg/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/shuto-machino/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/jens-castrop/spieler/bundesliga/2026-27/bor-moenchengladbach"
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+                "raw_text": "Konoplia(Innenbandanriss im Knie),",
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+                "player_url": "https://www.kicker.de/yukhym-konoplia/spieler/bundesliga/2026-27/bor-moenchengladbach"
+              },
+              {
+                "raw_text": "Kühn(Muskelbündelriss),",
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+                "player_url": "https://www.kicker.de/nicolas-kuehn/spieler/bundesliga/2026-27/bor-moenchengladbach"
+              },
+              {
+                "raw_text": "Leopold(Kreuzbandriss),",
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+                "player_url": "https://www.kicker.de/enzo-leopold/spieler/bundesliga/2026-27/bor-moenchengladbach"
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+                "raw_text": "Sippel(nicht berücksichtigt),",
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+                "player_url": "https://www.kicker.de/tobias-sippel/spieler/bundesliga/2026-27/bor-moenchengladbach"
+              },
+              {
+                "raw_text": "Uno(Trainingsrückstand)",
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Zum Spiel
Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind. 
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Zum Spiel
Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen.
",
+            "text": "Zum Spiel Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen."
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+            "slot_index": 3,
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+            "slot_index": 1,
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+            "player_url": "https://www.kicker.de/han-noah-massengo/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+            "full_name": null,
+            "displayed_name": "Rieder",
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+            "player_url": "https://www.kicker.de/fabian-rieder/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 3,
+            "slot_index": 3,
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+            "player_url": "https://www.kicker.de/hennes-behrens/spieler/bundesliga/2026-27/fc-augsburg",
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+            "slot_index": 4,
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+            "slot_index": 1,
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\n
\n
\"FCAugsburg
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\n
\n
Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
\n
Trainer
Baum
\n
Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
\n
Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
\n
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
",
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Trainer
Baum
",
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Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
",
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Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
",
+              "text": "Es fehlen Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)"
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+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "injury_status": null,
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+                "player_url": "https://www.kicker.de/marius-wolf/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 1,
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+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Rieder",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabian-rieder/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "full_name": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/hennes-behrens/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Ibrahimovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/arijon-ibrahimovic/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Fellhauer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-fellhauer/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Gregoritsch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michael-gregoritsch/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/ben-seghir/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Boniface",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/victor-boniface/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kofane",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christian-michel-kofane/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Moreira",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/afonso-moreira/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Terrier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/martin-terrier/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Culbreath (Fußverletzung), Eichhorn (Stoffwechselstörung), Tella (Rückstand nach muskulären Problemen)",
+            "players": [
+              {
+                "raw_text": "Culbreath(Fußverletzung),",
+                "name": "Culbreath",
+                "reason": "Fußverletzung",
+                "player_url": "https://www.kicker.de/montrell-culbreath/spieler/bundesliga/2026-27/bayer-04-leverkusen"
+              },
+              {
+                "raw_text": "Eichhorn(Stoffwechselstörung),",
+                "name": "Eichhorn",
+                "reason": "Stoffwechselstörung",
+                "player_url": "https://www.kicker.de/kennet-eichhorn/spieler/bundesliga/2026-27/bayer-04-leverkusen"
+              },
+              {
+                "raw_text": "Tella(Rückstand nach muskulären Problemen)",
+                "name": "Tella",
+                "reason": "Rückstand nach muskulären Problemen",
+                "player_url": "https://www.kicker.de/nathan-tella/spieler/bundesliga/2026-27/bayer-04-leverkusen"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/augsburg-gegen-leverkusen-2026-bundesliga-5226831/aufstellung",
+        "schedule_row_text": "FC Augsburg Augsburg Sa. 15:30 Bayer 04 Leverkusen Leverkusen Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Bei Kade steht eine Diagnose noch aus, ansonsten drängen sich für Trainer Baum nach dem 4:1 in Frankfurt keine Änderungen auf.
",
+            "text": "Zum Spiel Bei Kade steht eine Diagnose noch aus, ansonsten drängen sich für Trainer Baum nach dem 4:1 in Frankfurt keine Änderungen auf."
+          },
+          {
+            "outer_html": "
Zum Spiel
Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank.
",
+            "text": "Zum Spiel Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank."
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_174011.json b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_174011.json
new file mode 100644
index 0000000..d7e39b4
--- /dev/null
+++ b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_174011.json
@@ -0,0 +1,7748 @@
+{
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+    "source": "Kicker",
+    "is_complete": false,
+    "coverage_status": "partial",
+    "fixture_captured_at": {
+      "https://www.kicker.de/union-gegen-schalke-2026-bundesliga-5226833/aufstellung": "2026-09-10T17:30:56+02:00",
+      "https://www.kicker.de/dortmund-gegen-paderborn-2026-bundesliga-5226827/aufstellung": "2026-09-10T17:31:16+02:00",
+      "https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung": "2026-09-10T17:31:37+02:00",
+      "https://www.kicker.de/freiburg-gegen-mgladbach-2026-bundesliga-5226830/aufstellung": "2026-09-10T17:31:58+02:00",
+      "https://www.kicker.de/augsburg-gegen-leverkusen-2026-bundesliga-5226831/aufstellung": "2026-09-10T17:32:18+02:00",
+      "https://www.kicker.de/mainz-gegen-frankfurt-2026-bundesliga-5226832/aufstellung": "2026-09-10T17:32:39+02:00",
+      "https://www.kicker.de/koeln-gegen-bremen-2026-bundesliga-5226834/aufstellung": "2026-09-10T17:40:17+02:00",
+      "https://www.kicker.de/leipzig-gegen-hsv-2026-bundesliga-5226828/aufstellung": "2026-09-10T17:40:22+02:00"
+    },
+    "cache_max_age_seconds": 3600,
+    "source_url": "https://www.kicker.de/bundesliga/spieltag/2026-27/3",
+    "season": "2026-27",
+    "matchday": 3,
+    "captured_at": "2026-09-10T17:40:11+02:00",
+    "capture_finished_at": "2026-09-10T17:40:58+02:00",
+    "fixture_link_count": 9,
+    "match_count": 8,
+    "team_count": 16,
+    "player_count": 176,
+    "lineup_block_count": 16,
+    "skipped_fixture_count": 1,
+    "skipped_fixtures": [
+      {
+        "fixture_url": "https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung",
+        "schedule_row_text": "SV Elversberg Elversberg So. 17:30 Bayern München Bayern Vorschau",
+        "reason": "Timed out waiting for Kicker lineup blocks."
+      }
+    ]
+  },
+  "matches": [
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+      "match_time": "Fr. 20:30",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "Rönnow",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/frederik-roennow/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Juranovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/josip-juranovic/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "van den Bosch",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/zeno-van-den-bosch/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
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+            "displayed_name": "Uduokhai",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Rothe",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "R. Khedira",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kemlein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Aebischer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Jeong",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Latte Lath",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ljubicic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"1.Union
\n
\n
\n
Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
\n
Trainer
Lustrinelli
\n
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
\n
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
",
+              "text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Lustrinelli
",
+              "text": "Trainer Lustrinelli"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
",
+              "text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
",
+              "text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic",
+            "formation": "4-2-2-2",
+            "formation_lines": [
+              4,
+              2,
+              2,
+              2
+            ],
+            "formation_row_counts": [
+              1,
+              4,
+              2,
+              2,
+              2
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Rönnow",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/frederik-roennow/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Juranovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/josip-juranovic/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "van den Bosch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/zeno-van-den-bosch/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Uduokhai",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rothe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "R. Khedira",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kemlein",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aebischer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jeong",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Latte Lath",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ljubicic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Lustrinelli",
+            "name": "Lustrinelli",
+            "coach_url": "https://www.kicker.de/mauro-lustrinelli/trainer/bundesliga/2026-27/1-fc-union-berlin"
+          },
+          "bench": {
+            "raw_text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Raab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/matheo-raab/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Köhn",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/derrick-koehn/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Querfeld",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leopold-querfeld/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Trimmel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christopher-trimmel/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Güther",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/linus-guether/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Haberer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-haberer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
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Voraussichtliche Aufstellung
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Muslic\n
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Reservebank
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Es fehlen
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Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
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Muslic\n
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Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
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Es fehlen
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+                "name": "E. Höjlund",
+                "reason": "Fersen-OP",
+                "player_url": "https://www.kicker.de/emil-hoejlund/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Lasme(Trainingsrückstand),",
+                "name": "Lasme",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/bryan-lasme/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Porath(nicht berücksichtigt),",
+                "name": "Porath",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/finn-porath/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Schallenberg(Rotsperre),",
+                "name": "Schallenberg",
+                "reason": "Rotsperre",
+                "player_url": "https://www.kicker.de/ron-schallenberg/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Siebeking(nicht berücksichtigt)",
+                "name": "Siebeking",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/johannes-siebeking/spieler/bundesliga/2026-27/fc-schalke-04"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/union-gegen-schalke-2026-bundesliga-5226833/aufstellung",
+        "schedule_row_text": "1. FC Union Berlin Union Fr. 20:30 FC Schalke 04 Schalke Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Burcu stellt eine Alternative zu Jeong dar.
",
+            "text": "Zum Spiel Burcu stellt eine Alternative zu Jeong dar."
+          },
+          {
+            "outer_html": "
Zum Spiel
Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet.
",
+            "text": "Zum Spiel Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet."
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "Sa. 15:30",
+      "home": {
+        "team_name": "Borussia Dortmund",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "full_name": null,
+            "displayed_name": "Kobel",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/gregor-kobel/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Gadou",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/joane-gadou-2/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Anton",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Bensebaini",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ramy-bensebaini/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ryerson",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/julian-ryerson/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "J. Veerman",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/joey-veerman/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Bellingham",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Svensson",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Nwaneri",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ethan-nwaneri/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Guirassy",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Fabio Silva",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/fabio-silva/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"BorussiaDortmund
\n
\n
\n
Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
\n
Trainer
Kovac
\n
Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
\n
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
\n
",
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+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
",
+              "text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , J. Veerman , Bellingham , Svensson - Nwaneri - Guirassy , Fabio Silva"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Kovac
",
+              "text": "Trainer Kovac"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
",
+              "text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
",
+              "text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , J. Veerman , Bellingham , Svensson - Nwaneri - Guirassy , Fabio Silva",
+            "formation": "3-4-1-2",
+            "formation_lines": [
+              3,
+              4,
+              1,
+              2
+            ],
+            "formation_row_counts": [
+              1,
+              3,
+              4,
+              1,
+              2
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Kobel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/gregor-kobel/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gadou",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/joane-gadou-2/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Anton",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bensebaini",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ramy-bensebaini/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ryerson",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/julian-ryerson/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "J. Veerman",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/joey-veerman/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bellingham",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Svensson",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nwaneri",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ethan-nwaneri/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Guirassy",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Fabio Silva",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-silva/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Kovac",
+            "name": "Kovac",
+            "coach_url": "https://www.kicker.de/niko-kovac/trainer/bundesliga/2026-27/borussia-dortmund"
+          },
+          "bench": {
+            "raw_text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "A. Meyer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexander-meyer-2/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kaua Prates",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kau-prates/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Reggiani",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-reggiani/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "N. Schlotterbeck",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nico-schlotterbeck/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chukwuemeka",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/carney-chukwuemeka/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "F. Nmecha",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-nmecha/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sabitzer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-sabitzer/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Albert",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mathis-albert/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Beier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-beier/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Can(Kreuzbandriss),",
+                "name": "Can",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/emre-can/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Drewes(nicht berücksichtigt),",
+                "name": "Drewes",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/patrick-drewes/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Duarte(nicht berücksichtigt),",
+                "name": "Duarte",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/enzo-duarte/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Inacio(Rotsperre),",
+                "name": "Inacio",
+                "reason": "Rotsperre",
+                "player_url": "https://www.kicker.de/samuele-inacio/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Kaba(nicht berücksichtigt),",
+                "name": "Kaba",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/mussa-kaba/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Karetsas(Kreislauf-Probleme),",
+                "name": "Karetsas",
+                "reason": "Kreislauf-Probleme",
+                "player_url": "https://www.kicker.de/konstantinos-karetsas/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Konstantelias(Kreuzbandriss),",
+                "name": "Konstantelias",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/giannis-konstantelias/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Lerma(Muskelverletzung),",
+                "name": "Lerma",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/justin-lerma/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Mane(Muskelverletzung),",
+                "name": "Mane",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/filippo-calixte-mane/spieler/bundesliga/2026-27/borussia-dortmund"
+              },
+              {
+                "raw_text": "Ostrzinski(nicht berücksichtigt)",
+                "name": "Ostrzinski",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/silas-ostrzinski/spieler/bundesliga/2026-27/borussia-dortmund"
+              }
+            ]
+          }
+        }
+      },
+      "away": {
+        "team_name": "SC Paderborn 07",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "player_url": "https://www.kicker.de/santiago-castaneda/spieler/bundesliga/2026-27/sc-paderborn-07",
+            "formation_row": 3,
+            "slot_index": 2,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/raphael-obermair/spieler/bundesliga/2026-27/sc-paderborn-07",
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\n
\n
\n\"SCPaderborn\n
\n
\n
\n
Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
\n
\nTrainer
Kettemann\n
\n
Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
\n
Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
\n
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Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
",
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+              "index": 2,
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\nTrainer
Kettemann\n
",
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Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
",
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Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
",
+              "text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)"
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+              {
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+                "displayed_name": "Hansen",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mattes-hansen/spieler/bundesliga/2026-27/sc-paderborn-07",
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+                "slot_index": 3,
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+              {
+                "full_name": null,
+                "displayed_name": "Curda",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/laurin-curda/spieler/bundesliga/2026-27/sc-paderborn-07",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "displayed_name": "Castaneda",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/santiago-castaneda/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Obermair",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/raphael-obermair/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ulrich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/laurin-ulrich/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Vidovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/gabriel-vidovic/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Pieringer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marvin-pieringer/spieler/bundesliga/2026-27/sc-paderborn-07",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "S. Tigges",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/steffen-tigges/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Kettemann",
+            "name": "Kettemann",
+            "coach_url": "https://www.kicker.de/ralf-kettemann/trainer/bundesliga/2026-27/sc-paderborn-07"
+          },
+          "bench": {
+            "raw_text": "Reservebank Schubert , Götze , M. Hoffmeier , Lippmann , Mohr , Müller , Sticker , Baack , Duric , Batista Meier , Marino , Philippe , Zeitler",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Schubert",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/markus-schubert/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Götze",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-goetze/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Hoffmeier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-hoffmeier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lippmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/clemens-lippmann/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mohr",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-mohr-2/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ruben-mueller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sticker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonah-benedict-sticker/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Baack",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-baack/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Duric",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luka-djuric/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Batista Meier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-batista-meier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Marino",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefano-marino/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Philippe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Zeitler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-zeitler/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Awortwie-Grant(Knieverletzung),",
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+                "reason": "Knieverletzung",
+                "player_url": "https://www.kicker.de/nyamekye-awortwie-grant/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Eickel(nicht berücksichtigt),",
+                "name": "Eickel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/lasse-eickel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Gayret(Kreuzbandriss),",
+                "name": "Gayret",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/timur-gayret/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Klaas(Adduktorenverletzung),",
+                "name": "Klaas",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sebastian-klaas/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "S. Michel(Adduktorenverletzung),",
+                "name": "S. Michel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sven-michel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "A. Millgramm(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/albert-frank-millgramm/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Pruhs(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/florian-pruhs/spieler/bundesliga/2026-27/sc-paderborn-07"
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+              {
+                "raw_text": "Zobel(nicht berücksichtigt)",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tristan-zobel/spieler/bundesliga/2026-27/sc-paderborn-07"
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+        "schedule_row_text": "Borussia Dortmund Dortmund Sa. 15:30 SC Paderborn 07 Paderborn Vorschau",
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Zum Spiel
Karetsas fällt fürs Wochenende definitiv aus. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt.
",
+            "text": "Zum Spiel Karetsas fällt fürs Wochenende definitiv aus. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt."
+          },
+          {
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Zum Spiel
Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken.
",
+            "text": "Zum Spiel Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken."
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+      "home": {
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+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "formation_row": 1,
+            "slot_index": 1,
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\n
\n
\n\"VfBStuttgart\n
\n
\n
\n
Voraussichtliche Aufstellung
Bredlow - Vagnoman, Jeltsch, Hendriks, Mittelstädt - Prömel, Stiller - El Khannouss, Undav, Leweling - Pejcinovic
\n
\nTrainer
Hoeneß\n
\n
Reservebank
M. Funk, Al-Dakhil, Chabot, Jaquez, Stergiou, Führich, Karazor, Spalt, Demirovic, Sauer
\n
Es fehlen
Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)
\n
",
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Voraussichtliche Aufstellung
Bredlow - Vagnoman, Jeltsch, Hendriks, Mittelstädt - Prömel, Stiller - El Khannouss, Undav, Leweling - Pejcinovic
",
+              "text": "Voraussichtliche Aufstellung Bredlow - Vagnoman , Jeltsch , Hendriks , Mittelstädt - Prömel , Stiller - El Khannouss , Undav , Leweling - Pejcinovic"
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+            {
+              "index": 2,
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\nTrainer
Hoeneß\n
",
+              "text": "Trainer Hoeneß"
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Reservebank
M. Funk, Al-Dakhil, Chabot, Jaquez, Stergiou, Führich, Karazor, Spalt, Demirovic, Sauer
",
+              "text": "Reservebank M. Funk , Al-Dakhil , Chabot , Jaquez , Stergiou , Führich , Karazor , Spalt , Demirovic , Sauer"
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+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)
",
+              "text": "Es fehlen Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)"
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+            "raw_text": "Voraussichtliche Aufstellung Bredlow - Vagnoman , Jeltsch , Hendriks , Mittelstädt - Prömel , Stiller - El Khannouss , Undav , Leweling - Pejcinovic",
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+                "formation_row": 1,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/josha-vagnoman/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Jeltsch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/finn-jeltsch/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hendriks",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ramon-hendriks/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mittelstädt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-mittelstaedt/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Prömel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/grischa-proemel/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stiller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/angelo-stiller/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "El Khannouss",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bilal-el-khannous/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Undav",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-undav/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Leweling",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jamie-leweling/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 4,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Pejcinovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dzenan-pejcinovic/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Hoeneß",
+            "name": "Hoeneß",
+            "coach_url": "https://www.kicker.de/sebastian-hoeness/trainer/bundesliga/2026-27/vfb-stuttgart"
+          },
+          "bench": {
+            "raw_text": "Reservebank M. Funk , Al-Dakhil , Chabot , Jaquez , Stergiou , Führich , Karazor , Spalt , Demirovic , Sauer",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "M. Funk",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marius-funk/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Al-Dakhil",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ameen-al-dakhil/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chabot",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/julian-chabot/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jaquez",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-jaquez/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stergiou",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leonidas-stergiou/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Führich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/chris-fuehrich/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Karazor",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/atakan-karazor/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Spalt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yanik-spalt/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Demirovic",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ermedin-demirovic/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sauer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leo-sauer/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+          "unavailable": {
+            "raw_text": "Es fehlen Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)",
+            "players": [
+              {
+                "raw_text": "Assignon(Rückstand nach Schulter-OP),",
+                "name": "Assignon",
+                "reason": "Rückstand nach Schulter-OP",
+                "player_url": "https://www.kicker.de/lorenz-assignon/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Diehl(Oberschenkelverletzung),",
+                "name": "Diehl",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/justin-diehl/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Drljaca(nicht berücksichtigt),",
+                "name": "Drljaca",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/stefan-drljaca/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Malanga(nicht berücksichtigt),",
+                "name": "Malanga",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/jarzinho-malanga/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Nartey(Rückstand nach Oberschenkelverletzung),",
+                "name": "Nartey",
+                "reason": "Rückstand nach Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/nikolas-nartey/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Seimen(Sehnenverletzung im Oberschenkel),",
+                "name": "Seimen",
+                "reason": "Sehnenverletzung im Oberschenkel",
+                "player_url": "https://www.kicker.de/dennis-seimen/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Tiago Tomas(Muskelverletzung),",
+                "name": "Tiago Tomas",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/tiago-tomas/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Yigit(nicht berücksichtigt),",
+                "name": "Yigit",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/ertugrul-yigit/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Zagadou(Oberschenkelverletzung)",
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+        "schedule_row_text": "TSG Hoffenheim Hoffenheim Sa. 15:30 VfB Stuttgart Stuttgart Vorschau",
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Zum Spiel
Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt.
",
+            "text": "Zum Spiel Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt."
+          },
+          {
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Zum Spiel
Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken.
",
+            "text": "Zum Spiel Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken."
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+            "injury_status": null,
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+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Treu",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Ginter",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Lienhart",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Makengo",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "M. Eggestein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Engelhardt",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Beste",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Y. Suzuki",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Scherhant",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 3,
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+            "full_name": null,
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+            "position": null,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 5,
+            "slot_index": 1,
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\n
\n
\"SCFreiburg
\n
\n
\n
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
\n
Trainer
Schuster
\n
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
\n
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
\n
",
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Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
",
+              "text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic"
+            },
+            {
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Trainer
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Es fehlen
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\n\"Bor.M’gladbach\n
\n
\n
\n
Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Nguefack, Sander - Honorat, Bolin, Mohya - Kleindienst
\n
\nTrainer
Polanski\n
\n
Reservebank
Batz, Olschowsky, Chiarodia, Hashioka, Herold, Leszczynski, Fleck, Hack, Neuhaus, Stöger, Danfa, Lidberg, Machino
\n
Es fehlen
Castrop (Schulter-OP), Konoplia (Innenbandanriss im Knie), Kühn (Muskelbündelriss), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt), Uno (Trainingsrückstand)
\n
",
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Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Nguefack, Sander - Honorat, Bolin, Mohya - Kleindienst
",
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\nTrainer
Polanski\n
",
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Reservebank
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Es fehlen
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",
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+                "slot_index": 2,
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+                "slot_index": 1,
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+                "player_id": null,
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+                "player_url": "https://www.kicker.de/jan-leszczynski/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "player_url": "https://www.kicker.de/fritz-fleck/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "player_id": null,
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+                "slot_index": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-stoeger/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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Zum Spiel
Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind. 
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Zum Spiel
Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen.
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\"FCAugsburg
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
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Trainer
Baum
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Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
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Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
",
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Trainer
Baum
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Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
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Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
",
+              "text": "Es fehlen Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)"
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+                "player_url": "https://www.kicker.de/lucas-vazquez/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Andrich",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robert-andrich/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hofmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonas-hofmann/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ben Seghir",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ben-seghir/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Boniface",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/victor-boniface/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kofane",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christian-michel-kofane/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Moreira",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/afonso-moreira/spieler/bundesliga/2026-27/bayer-04-leverkusen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Terrier",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/martin-terrier/spieler/bundesliga/2026-27/bayer-04-leverkusen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Culbreath (Fußverletzung), Eichhorn (Stoffwechselstörung), Tella (Rückstand nach muskulären Problemen)",
+            "players": [
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+                "raw_text": "Culbreath(Fußverletzung),",
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+                "reason": "Fußverletzung",
+                "player_url": "https://www.kicker.de/montrell-culbreath/spieler/bundesliga/2026-27/bayer-04-leverkusen"
+              },
+              {
+                "raw_text": "Eichhorn(Stoffwechselstörung),",
+                "name": "Eichhorn",
+                "reason": "Stoffwechselstörung",
+                "player_url": "https://www.kicker.de/kennet-eichhorn/spieler/bundesliga/2026-27/bayer-04-leverkusen"
+              },
+              {
+                "raw_text": "Tella(Rückstand nach muskulären Problemen)",
+                "name": "Tella",
+                "reason": "Rückstand nach muskulären Problemen",
+                "player_url": "https://www.kicker.de/nathan-tella/spieler/bundesliga/2026-27/bayer-04-leverkusen"
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+        "schedule_row_text": "FC Augsburg Augsburg Sa. 15:30 Bayer 04 Leverkusen Leverkusen Vorschau",
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Zum Spiel
Bei Kade steht eine Diagnose noch aus, ansonsten drängen sich für Trainer Baum nach dem 4:1 in Frankfurt keine Änderungen auf.
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Zum Spiel
Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank.
",
+            "text": "Zum Spiel Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank."
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Gruber",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/fabio-gruber/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+            "formation_row": 2,
+            "slot_index": 2,
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+          {
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+            "displayed_name": "Potulski",
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+            "player_id": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 1
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/phillipp-mwene/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+            "slot_index": 3,
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/nadiem-amiri/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+            "formation_row": 4,
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+            "formation_row": 4,
+            "slot_index": 2,
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+            "full_name": null,
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+            "slot_index": 1,
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\"1.Mainz
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\n
\n
Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
\n
Trainer
Fischer
\n
Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
\n
Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
\n
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Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
",
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Trainer
Fischer
",
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Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
",
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Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
",
+              "text": "Es fehlen Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)"
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+                "full_name": null,
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+                "player_id": null,
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+                "slot_index": 3,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/anthony-caci/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/kaishu-sano/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/phillipp-mwene/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/nadiem-amiri/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "full_name": null,
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+                "player_id": null,
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+                "player_id": null,
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+                "formation_row": 5,
+                "slot_index": 1,
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+              {
+                "full_name": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/phillip-tietz/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+          "coach": {
+            "raw_text": "Trainer Fischer",
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+          },
+          "bench": {
+            "raw_text": "Reservebank Kinzig , Schwolow , Bell , da Costa , Nakuzola , Kawasaki , Maloney , Ruoppi , Hollerbach , Königsdörffer",
+            "players": [
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+                "full_name": null,
+                "displayed_name": "Kinzig",
+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-kinzig/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexander-schwolow/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
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+              {
+                "full_name": null,
+                "displayed_name": "Bell",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefan-bell/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "da Costa",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/danny-da-costa/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nakuzola",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rael-nakuzola/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kawasaki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sota-kawasaki/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Maloney",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lennard-maloney/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Ruoppi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otto-ruoppi/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Hollerbach",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/benedict-hollerbach/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Königsdörffer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ransford-yeboah-koenigsdoerffer/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+            "raw_text": "Es fehlen Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)",
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+                "player_url": "https://www.kicker.de/paul-nebel/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
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+                "raw_text": "Silas(Reha nach Schien- und Wadenbeinbruch),",
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+                "player_url": "https://www.kicker.de/silas-katompa-mvumpa/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Widmer(Kniereizung)",
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+            "full_name": null,
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+            "slot_index": 1,
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+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
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+            "displayed_name": "Brassier",
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+            "slot_index": 3,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/ritsu-doan/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+          {
+            "full_name": null,
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+            "formation_row": 3,
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+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Onyedika",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/raphael-onyedika/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+            "full_name": null,
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+            "player_url": "https://www.kicker.de/keita-kosugi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+            "full_name": null,
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\n
\n
\n\"EintrachtFrankfurt\n
\n
\n
\n
Voraussichtliche Aufstellung
Atubolu - Maluze, R. Koch, Brassier - Doan, M. Götze, Onyedika, Kosugi - Uzun - Ebnoutalib, Burkardt
\n
\nTrainer
Hütter\n
\n
Reservebank
Kaua Santos, Baum, Chandler, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, Chaibi, O. Höjlund, Pimpong
\n
Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
\n
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Voraussichtliche Aufstellung
Atubolu - Maluze, R. Koch, Brassier - Doan, M. Götze, Onyedika, Kosugi - Uzun - Ebnoutalib, Burkardt
",
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\nTrainer
Hütter\n
",
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Reservebank
Kaua Santos, Baum, Chandler, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, Chaibi, O. Höjlund, Pimpong
",
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Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
",
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+              {
+                "full_name": null,
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+                "formation_row": 3,
+                "slot_index": 1,
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+          "bench": {
+            "raw_text": "Reservebank Kaua Santos , Baum , Chandler , Otavio , Amaimouni-Echghouyab , Arrhov , Aseko , Chaibi , O. Höjlund , Pimpong",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Kaua Santos",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/kaua-santos/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/elias-baum/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
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+              },
+              {
+                "full_name": null,
+                "displayed_name": "Chandler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/timothy-chandler/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Otavio",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otavio-manoel-galdino-fernandes/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Amaimouni-Echghouyab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ayoube-amaimouni-echghouyab/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Arrhov",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/love-arrhov/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aseko",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/noel-aseko-nkili/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/fares-chaibi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "raw_text": "Collins(Rückenprobleme),",
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+                "player_url": "https://www.kicker.de/nnamdi-collins/spieler/bundesliga/2026-27/eintracht-frankfurt"
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+                "player_url": "https://www.kicker.de/jens-grahl/spieler/bundesliga/2026-27/eintracht-frankfurt"
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+                "player_url": "https://www.kicker.de/jessic-ngankam/spieler/bundesliga/2026-27/eintracht-frankfurt"
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+                "reason": "nicht berücksichtigt",
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+        "schedule_row_text": "1. FSV Mainz 05 Mainz Sa. 15:30 Eintracht Frankfurt Frankfurt Vorschau",
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Zum Spiel
Nach überstandenen Oberschenkelproblemen wird Zentner im Tor zurückerwartet. Darüber hinaus drängen sich keine Änderungen der Startformation gegenüber dem 5:0 in Hamburg auf.
",
+            "text": "Zum Spiel Nach überstandenen Oberschenkelproblemen wird Zentner im Tor zurückerwartet. Darüber hinaus drängen sich keine Änderungen der Startformation gegenüber dem 5:0 in Hamburg auf."
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Zum Spiel
Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend. 
",
+            "text": "Zum Spiel Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend."
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Voraussichtliche Aufstellung
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Reservebank
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Es fehlen
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Es fehlen
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Zum Spiel
Sollte es für El Mala (nach Infekt) nicht reichen, dürfte Maina beginnen. Castro-Montes trainierte am Mittwoch noch individuell, erste Alternative wäre Sebulonsen. Für den zuletzt angeschlagenen Waldschmidt könnte der Spieltag noch zu früh kommen.
",
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Zum Spiel
Es besteht kaum Grund für Veränderungen. Einzig die Rückkehr von Lynen führt zu einem Luxusproblem im Mittelfeldzentrum: Muss Reis oder Regeer weichen - oder keiner der beiden?
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",
+              "text": "Trainer Polzin"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Tangvik, Lemke, Muheim, Omari, Adeline, Amoako, Jatta, Nadir, Moffi, Poulsen, Stange
",
+              "text": "Reservebank Tangvik , Lemke , Muheim , Omari , Adeline , Amoako , Jatta , Nadir , Moffi , Poulsen , Stange"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Agyekum (nicht berücksichtigt), Bornauw (muskuläre Probleme), Dickes (nicht berücksichtigt), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Trainingsrückstand)
",
+              "text": "Es fehlen Agyekum (nicht berücksichtigt), Bornauw (muskuläre Probleme), Dickes (nicht berücksichtigt), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Trainingsrückstand)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Heuer Fernandes - Capaldo , Torunarigha , Nandja - El Ouahdi , Sambi Lokonga , Remberg , Wolfe - Fabio Vieira , Grönbaek - Daka",
+            "formation": "3-4-2-1",
+            "formation_lines": [
+              3,
+              4,
+              2,
+              1
+            ],
+            "formation_row_counts": [
+              1,
+              3,
+              4,
+              2,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Heuer Fernandes",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/daniel-heuer-fernandes/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Capaldo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nicolas-capaldo/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Torunarigha",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jordan-torunarigha/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nandja",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/shafiq-nandja/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "El Ouahdi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/zakaria-el-ouahdi/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sambi Lokonga",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/albert-sambi-lokonga/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Remberg",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nicolai-remberg/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Wolfe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/david-moeller-wolfe/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Fabio Vieira",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-vieira/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Grönbaek",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/albert-groenbaek-erlykke/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Daka",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/patson-daka/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Polzin",
+            "name": "Polzin",
+            "coach_url": "https://www.kicker.de/merlin-polzin/trainer/bundesliga/2026-27/hamburger-sv"
+          },
+          "bench": {
+            "raw_text": "Reservebank Tangvik , Lemke , Muheim , Omari , Adeline , Amoako , Jatta , Nadir , Moffi , Poulsen , Stange",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Tangvik",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sander-tangvik/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lemke",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/louis-lemke/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Muheim",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/miro-muheim/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Omari",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/warmed-omari/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Adeline",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/martin-adeline/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Amoako",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kofi-jeremy-amoako/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jatta",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bakery-jatta/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nadir",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bilal-nadir/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Moffi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/terem-moffi/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Poulsen",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yussuf-poulsen/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stange",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otto-stange/spieler/bundesliga/2026-27/hamburger-sv",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Agyekum (nicht berücksichtigt), Bornauw (muskuläre Probleme), Dickes (nicht berücksichtigt), Pherai (nicht berücksichtigt), Rössing-Lelesiit (Trainingsrückstand)",
+            "players": [
+              {
+                "raw_text": "Agyekum(nicht berücksichtigt),",
+                "name": "Agyekum",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/joel-agyekum/spieler/bundesliga/2026-27/hamburger-sv"
+              },
+              {
+                "raw_text": "Bornauw(muskuläre Probleme),",
+                "name": "Bornauw",
+                "reason": "muskuläre Probleme",
+                "player_url": "https://www.kicker.de/sebastiaan-bornauw/spieler/bundesliga/2026-27/hamburger-sv"
+              },
+              {
+                "raw_text": "Dickes(nicht berücksichtigt),",
+                "name": "Dickes",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/fernando-dickes/spieler/bundesliga/2026-27/hamburger-sv"
+              },
+              {
+                "raw_text": "Pherai(nicht berücksichtigt),",
+                "name": "Pherai",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/immanuel-pherai/spieler/bundesliga/2026-27/hamburger-sv"
+              },
+              {
+                "raw_text": "Rössing-Lelesiit(Trainingsrückstand)",
+                "name": "Rössing-Lelesiit",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/alexander-r-ssing-lelesiit/spieler/bundesliga/2026-27/hamburger-sv"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/leipzig-gegen-hsv-2026-bundesliga-5226828/aufstellung",
+        "schedule_row_text": "RB Leipzig Leipzig So. 15:30 Hamburger SV HSV Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Die Aufstellung hängt maßgeblich von den Eindrücken ab, die die Spieler im Champions-League-Spiel bei Como 1907 abliefern.
",
+            "text": "Zum Spiel Die Aufstellung hängt maßgeblich von den Eindrücken ab, die die Spieler im Champions-League-Spiel bei Como 1907 abliefern."
+          },
+          {
+            "outer_html": "
Zum Spiel
Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken. 
",
+            "text": "Zum Spiel Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken."
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_174117.json b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_174117.json
new file mode 100644
index 0000000..d82751c
--- /dev/null
+++ b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260910_174117.json
@@ -0,0 +1,8658 @@
+{
+  "metadata": {
+    "source": "Kicker",
+    "is_complete": true,
+    "coverage_status": "complete",
+    "fixture_captured_at": {
+      "https://www.kicker.de/union-gegen-schalke-2026-bundesliga-5226833/aufstellung": "2026-09-10T17:30:56+02:00",
+      "https://www.kicker.de/dortmund-gegen-paderborn-2026-bundesliga-5226827/aufstellung": "2026-09-10T17:31:16+02:00",
+      "https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung": "2026-09-10T17:31:37+02:00",
+      "https://www.kicker.de/freiburg-gegen-mgladbach-2026-bundesliga-5226830/aufstellung": "2026-09-10T17:31:58+02:00",
+      "https://www.kicker.de/augsburg-gegen-leverkusen-2026-bundesliga-5226831/aufstellung": "2026-09-10T17:32:18+02:00",
+      "https://www.kicker.de/mainz-gegen-frankfurt-2026-bundesliga-5226832/aufstellung": "2026-09-10T17:32:39+02:00",
+      "https://www.kicker.de/koeln-gegen-bremen-2026-bundesliga-5226834/aufstellung": "2026-09-10T17:40:17+02:00",
+      "https://www.kicker.de/leipzig-gegen-hsv-2026-bundesliga-5226828/aufstellung": "2026-09-10T17:40:22+02:00",
+      "https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung": "2026-09-10T17:41:23+02:00"
+    },
+    "cache_max_age_seconds": 3600,
+    "source_url": "https://www.kicker.de/bundesliga/spieltag/2026-27/3",
+    "season": "2026-27",
+    "matchday": 3,
+    "captured_at": "2026-09-10T17:41:17+02:00",
+    "capture_finished_at": "2026-09-10T17:41:23+02:00",
+    "fixture_link_count": 9,
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198,
+    "lineup_block_count": 18,
+    "skipped_fixture_count": 0,
+    "skipped_fixtures": []
+  },
+  "matches": [
+    {
+      "match_time": "Fr. 20:30",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "Rönnow",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/frederik-roennow/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Juranovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/josip-juranovic/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "van den Bosch",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/zeno-van-den-bosch/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Uduokhai",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Rothe",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "R. Khedira",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kemlein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Aebischer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Jeong",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Latte Lath",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ljubicic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"1.Union
\n
\n
\n
Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
\n
Trainer
Lustrinelli
\n
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
\n
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
",
+              "text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Lustrinelli
",
+              "text": "Trainer Lustrinelli"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
",
+              "text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
",
+              "text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic",
+            "formation": "4-2-2-2",
+            "formation_lines": [
+              4,
+              2,
+              2,
+              2
+            ],
+            "formation_row_counts": [
+              1,
+              4,
+              2,
+              2,
+              2
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Rönnow",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/frederik-roennow/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Juranovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/josip-juranovic/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "van den Bosch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/zeno-van-den-bosch/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Uduokhai",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rothe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "R. Khedira",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kemlein",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aebischer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Jeong",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/woo-yeong-jeong/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Latte Lath",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ljubicic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Lustrinelli",
+            "name": "Lustrinelli",
+            "coach_url": "https://www.kicker.de/mauro-lustrinelli/trainer/bundesliga/2026-27/1-fc-union-berlin"
+          },
+          "bench": {
+            "raw_text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Raab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/matheo-raab/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Köhn",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/derrick-koehn/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Querfeld",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leopold-querfeld/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Trimmel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christopher-trimmel/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Güther",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/linus-guether/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Haberer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-haberer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Imeri",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kastriot-imeri/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Schäfer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/andras-schaefer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Skarke",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-skarke/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Burcu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/livan-burcu/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Burke(Trainingsrückstand),",
+                "name": "Burke",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/oliver-burke/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "J. Friedrich(nicht berücksichtigt),",
+                "name": "J. Friedrich",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/julien-friedrich/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "M. Friedrich(Blessur),",
+                "name": "M. Friedrich",
+                "reason": "Blessur",
+                "player_url": "https://www.kicker.de/marvin-friedrich/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Gray(nicht berücksichtigt),",
+                "name": "Gray",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/mekhi-gray/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Ilic(Trainingsrückstand),",
+                "name": "Ilic",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/andrej-ilic/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Klaus(nicht berücksichtigt),",
+                "name": "Klaus",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/carl-klaus/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Markgraf(nicht berücksichtigt),",
+                "name": "Markgraf",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/andrik-markgraf/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Nsoki(Muskelprobleme),",
+                "name": "Nsoki",
+                "reason": "Muskelprobleme",
+                "player_url": "https://www.kicker.de/stanley-nsoki/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Skov(nicht berücksichtigt)",
+                "name": "Skov",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/robert-skov/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              }
+            ]
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+        }
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": null,
+            "displayed_name": "Karius",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/loris-karius/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "T. Becker",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/timo-becker-4/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Katic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/nikola-katic/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kurucay",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/hasan-kurucay/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Dina Ebimbe",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/eric-junior-dina-ebimbe/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "El-Faouzi",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/soufiane-el-faouzi/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Tanaka",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/satoshi-tanaka/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Gosens",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/robin-gosens/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Karaman",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/kenan-karaman/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Aouchiche",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/adil-aouchiche/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Sylla",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/moussa-sylla/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 2,
+          "raw_html": "
\n
\n
\n\"FCSchalke\n
\n
\n
\n
Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
\n
\nTrainer
Muslic\n
\n
Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
\n
Es fehlen
Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)
\n
",
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+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
",
+              "text": "Voraussichtliche Aufstellung Karius - T. Becker , Katic , Kurucay - Dina Ebimbe , El-Faouzi , Tanaka , Gosens - Karaman , Aouchiche - Sylla"
+            },
+            {
+              "index": 2,
+              "outer_html": "
\nTrainer
Muslic\n
",
+              "text": "Trainer Muslic"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
",
+              "text": "Reservebank Ke. Müller , Ayhan , V. Becker , Wöber , Bachmann , Ljubicic , Vozar , Adamu , Dzeko , H.-C. Hwang"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)
",
+              "text": "Es fehlen Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Karius - T. Becker , Katic , Kurucay - Dina Ebimbe , El-Faouzi , Tanaka , Gosens - Karaman , Aouchiche - Sylla",
+            "formation": "3-4-2-1",
+            "formation_lines": [
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+              4,
+              2,
+              1
+            ],
+            "formation_row_counts": [
+              1,
+              3,
+              4,
+              2,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Karius",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/loris-karius/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "T. Becker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/timo-becker-4/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Katic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nikola-katic/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kurucay",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/hasan-kurucay/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Dina Ebimbe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/eric-junior-dina-ebimbe/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "El-Faouzi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/soufiane-el-faouzi/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Tanaka",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/satoshi-tanaka/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "displayed_name": "Gosens",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-gosens/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Karaman",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kenan-karaman/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aouchiche",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adil-aouchiche/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Sylla",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/moussa-sylla/spieler/bundesliga/2026-27/fc-schalke-04",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+          "coach": {
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+            "coach_url": "https://www.kicker.de/miron-muslic/trainer/bundesliga/2026-27/fc-schalke-04"
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+          "bench": {
+            "raw_text": "Reservebank Ke. Müller , Ayhan , V. Becker , Wöber , Bachmann , Ljubicic , Vozar , Adamu , Dzeko , H.-C. Hwang",
+            "players": [
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+                "displayed_name": "Ke. Müller",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-mueller/spieler/bundesliga/2026-27/fc-schalke-04",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/mertcan-ayhan/spieler/bundesliga/2026-27/fc-schalke-04",
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+                "slot_index": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/vitalie-becker/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Wöber",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-woeber/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bachmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-bachmann/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ljubicic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dejan-ljubicic/spieler/bundesliga/2026-27/fc-schalke-04",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Vozar",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-vozar/spieler/bundesliga/2026-27/fc-schalke-04",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/junior-adamu/spieler/bundesliga/2026-27/fc-schalke-04",
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+                "slot_index": null,
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+              {
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+                "player_id": null,
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+                "slot_index": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/hee-chan-hwang/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "raw_text": "Gantenbein(Trainingsrückstand),",
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+                "player_url": "https://www.kicker.de/adrian-gantenbein/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Grüger(nicht berücksichtigt),",
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+                "player_url": "https://www.kicker.de/max-grueger/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "E. Höjlund(Fersen-OP),",
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+                "player_url": "https://www.kicker.de/emil-hoejlund/spieler/bundesliga/2026-27/fc-schalke-04"
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+              {
+                "raw_text": "Lasme(Trainingsrückstand),",
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+              },
+              {
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+                "name": "Porath",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/finn-porath/spieler/bundesliga/2026-27/fc-schalke-04"
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+              {
+                "raw_text": "Schallenberg(Rotsperre),",
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+                "player_url": "https://www.kicker.de/ron-schallenberg/spieler/bundesliga/2026-27/fc-schalke-04"
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+              {
+                "raw_text": "Siebeking(nicht berücksichtigt)",
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Zum Spiel
Burcu stellt eine Alternative zu Jeong dar.
",
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Zum Spiel
Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet.
",
+            "text": "Zum Spiel Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet."
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+            "slot_index": 2,
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+            "player_id": null,
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+            "slot_index": 2,
+            "starting_probability_rank": 1
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+            "slot_index": 3,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
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+            "displayed_name": "Nwaneri",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/ethan-nwaneri/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 1,
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+            "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
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+            "slot_index": 1,
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\n
\n
\"BorussiaDortmund
\n
\n
\n
Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
\n
Trainer
Kovac
\n
Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
\n
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
",
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Trainer
Kovac
",
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Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
",
+              "text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier"
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Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
",
+              "text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)"
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+              2
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+                "full_name": null,
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+                "position": null,
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+                "slot_index": 3,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/julian-ryerson/spieler/bundesliga/2026-27/borussia-dortmund",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "J. Veerman",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/joey-veerman/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Bellingham",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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Voraussichtliche Aufstellung
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Reservebank
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Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
",
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\nTrainer
Kettemann\n
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Reservebank
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Es fehlen
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+                "player_url": "https://www.kicker.de/felix-goetze/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Hoffmeier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-hoffmeier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lippmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/clemens-lippmann/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mohr",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-mohr-2/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ruben-mueller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sticker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonah-benedict-sticker/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Baack",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-baack/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Duric",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luka-djuric/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Batista Meier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-batista-meier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Marino",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefano-marino/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Philippe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Zeitler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-zeitler/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Awortwie-Grant(Knieverletzung),",
+                "name": "Awortwie-Grant",
+                "reason": "Knieverletzung",
+                "player_url": "https://www.kicker.de/nyamekye-awortwie-grant/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Eickel(nicht berücksichtigt),",
+                "name": "Eickel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/lasse-eickel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Gayret(Kreuzbandriss),",
+                "name": "Gayret",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/timur-gayret/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Klaas(Adduktorenverletzung),",
+                "name": "Klaas",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sebastian-klaas/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "S. Michel(Adduktorenverletzung),",
+                "name": "S. Michel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sven-michel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "A. Millgramm(nicht berücksichtigt),",
+                "name": "A. Millgramm",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/albert-frank-millgramm/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Pruhs(nicht berücksichtigt),",
+                "name": "Pruhs",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/florian-pruhs/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Zobel(nicht berücksichtigt)",
+                "name": "Zobel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tristan-zobel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              }
+            ]
+          }
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+        "schedule_row_text": "Borussia Dortmund Dortmund Sa. 15:30 SC Paderborn 07 Paderborn Vorschau",
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Zum Spiel
Karetsas fällt fürs Wochenende definitiv aus. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt.
",
+            "text": "Zum Spiel Karetsas fällt fürs Wochenende definitiv aus. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt."
+          },
+          {
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Zum Spiel
Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken.
",
+            "text": "Zum Spiel Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken."
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+        "lineup_status": "Predicted Lineup",
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+            "displayed_name": "Baumann",
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Coufal",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/vladimir-coufal/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Kabak",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ozan-kabak/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Hajdari",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "M. Rots",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Avdullahu",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Burger",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Wimmer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Daghim",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Lemperle",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Hlozek",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+        ],
+        "kicker_details": {
+          "lineup_index": 1,
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\n
\n
\"TSGHoffenheim
\n
\n
\n
Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Wimmer, Daghim - Lemperle, Hlozek
\n
Trainer
Ilzer
\n
Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, Machida, Conté, De Cat, Kramaric, Lenz, Moerstedt
\n
Es fehlen
Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)
\n
",
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Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Wimmer, Daghim - Lemperle, Hlozek
",
+              "text": "Voraussichtliche Aufstellung Baumann - Coufal , Kabak , Hajdari , M. Rots - Avdullahu , Burger - Wimmer , Daghim - Lemperle , Hlozek"
+            },
+            {
+              "index": 2,
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Trainer
Ilzer
",
+              "text": "Trainer Ilzer"
+            },
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Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, Machida, Conté, De Cat, Kramaric, Lenz, Moerstedt
",
+              "text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , Machida , Conté , De Cat , Kramaric , Lenz , Moerstedt"
+            },
+            {
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+              "outer_html": "
Es fehlen
Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)
",
+              "text": "Es fehlen Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Baumann - Coufal , Kabak , Hajdari , M. Rots - Avdullahu , Burger - Wimmer , Daghim - Lemperle , Hlozek",
+            "formation": "4-2-2-2",
+            "formation_lines": [
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+              2,
+              2,
+              2
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+              2,
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+              2
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-baumann/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Coufal",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/vladimir-coufal/spieler/bundesliga/2026-27/tsg-hoffenheim",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Kabak",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
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+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Hajdari",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "full_name": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Avdullahu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Burger",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Wimmer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Daghim",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lemperle",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hlozek",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Ilzer",
+            "name": "Ilzer",
+            "coach_url": "https://www.kicker.de/christian-ilzer/trainer/bundesliga/2026-27/tsg-hoffenheim"
+          },
+          "bench": {
+            "raw_text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , Machida , Conté , De Cat , Kramaric , Lenz , Moerstedt",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "L. Philipp",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-philipp/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Abraha",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/natnael-abraha/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bernardo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bernardo-4/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gendrey",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/valentin-gendrey/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": null,
+                "slot_index": null,
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Voraussichtliche Aufstellung
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Reservebank
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Es fehlen
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Voraussichtliche Aufstellung
Bredlow - Vagnoman, Jeltsch, Hendriks, Mittelstädt - Prömel, Stiller - El Khannouss, Undav, Leweling - Pejcinovic
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\nTrainer
Hoeneß\n
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Reservebank
M. Funk, Al-Dakhil, Chabot, Jaquez, Stergiou, Führich, Karazor, Spalt, Demirovic, Sauer
",
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Es fehlen
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",
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+                "formation_row": null,
+                "slot_index": null,
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+                "player_url": "https://www.kicker.de/leonidas-stergiou/spieler/bundesliga/2026-27/vfb-stuttgart",
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+              {
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
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+                "slot_index": null,
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+                "slot_index": null,
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+                "name": "Diehl",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/justin-diehl/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Drljaca(nicht berücksichtigt),",
+                "name": "Drljaca",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/stefan-drljaca/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Malanga(nicht berücksichtigt),",
+                "name": "Malanga",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/jarzinho-malanga/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Nartey(Rückstand nach Oberschenkelverletzung),",
+                "name": "Nartey",
+                "reason": "Rückstand nach Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/nikolas-nartey/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Seimen(Sehnenverletzung im Oberschenkel),",
+                "name": "Seimen",
+                "reason": "Sehnenverletzung im Oberschenkel",
+                "player_url": "https://www.kicker.de/dennis-seimen/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Tiago Tomas(Muskelverletzung),",
+                "name": "Tiago Tomas",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/tiago-tomas/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Yigit(nicht berücksichtigt),",
+                "name": "Yigit",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/ertugrul-yigit/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Zagadou(Oberschenkelverletzung)",
+                "name": "Zagadou",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/dan-axel-zagadou/spieler/bundesliga/2026-27/vfb-stuttgart"
+              }
+            ]
+          }
+        }
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+        "schedule_row_text": "TSG Hoffenheim Hoffenheim Sa. 15:30 VfB Stuttgart Stuttgart Vorschau",
+        "lineup_block_count": 2,
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+            "outer_html": "
Zum Spiel
Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt.
",
+            "text": "Zum Spiel Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt."
+          },
+          {
+            "outer_html": "
Zum Spiel
Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken.
",
+            "text": "Zum Spiel Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken."
+          }
+        ]
+      }
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+      "match_time": "Sa. 15:30",
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+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Treu",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Ginter",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Lienhart",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Makengo",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "M. Eggestein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Engelhardt",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Beste",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Y. Suzuki",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Scherhant",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Matanovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"SCFreiburg
\n
\n
\n
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
\n
Trainer
Schuster
\n
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
\n
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
",
+              "text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Schuster
",
+              "text": "Trainer Schuster"
+            },
+            {
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Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
",
+              "text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
",
+              "text": "Es fehlen Muslija (Aufbautraining nach Kreuzbandriss)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic",
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+              2,
+              3,
+              1
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+              2,
+              3,
+              1
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+                "formation_row": 1,
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+              {
+                "full_name": null,
+                "displayed_name": "Treu",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ginter",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Lienhart",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Makengo",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Eggestein",
+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Engelhardt",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
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+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Y. Suzuki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 4,
+                "slot_index": 2,
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+              {
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 4,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Matanovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+          },
+          "coach": {
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+          },
+          "bench": {
+            "raw_text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Huth",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jannik-huth/spieler/bundesliga/2026-27/sc-freiburg",
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+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/florian-mueller-3/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Günter",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christian-guenter/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "A. Jung",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/anthony-jung/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kübler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lukas-kuebler/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ogbus",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bruno-ogbus/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rosenfelder",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/max-rosenfelder/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Yilmaz",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/berkay-yilmaz-3/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Grifo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/vincenzo-grifo/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Osterhage",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/patrick-osterhage/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Tarnutzer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rouven-tarnutzer/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "R. Yamamoto",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rihito-yamamoto/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Goto",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/keisuke-goto/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Höler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lucas-hoeler/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Irié",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/cyriaque-kalou-bi-irie/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Muslija (Aufbautraining nach Kreuzbandriss)",
+            "players": [
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+                "name": "Muslija",
+                "reason": "Aufbautraining nach Kreuzbandriss",
+                "player_url": "https://www.kicker.de/florent-muslija/spieler/bundesliga/2026-27/sc-freiburg"
+              }
+            ]
+          }
+        }
+      },
+      "away": {
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Reservebank
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Voraussichtliche Aufstellung
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Zum Spiel
Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind. 
",
+            "text": "Zum Spiel Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind."
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Zum Spiel
Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen.
",
+            "text": "Zum Spiel Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen."
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+            "slot_index": 1,
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
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Baum
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Reservebank
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Voraussichtliche Aufstellung
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Trainer
Baum
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Reservebank
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Es fehlen
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\n\"BayerLeverkusen\n
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Voraussichtliche Aufstellung
Flekken - Quansah, Tapsoba, Medina, Miguel - E. Fernandez, Aleix Garcia - Diaby, Tillman, Maza - Schick
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\nTrainer
Martinez\n
\n
Reservebank
Blaswich, Lomb, Badé, G. Doué, Oermann, Vazquez, Andrich, Hofmann, Ben Seghir, Boniface, Kofane, Moreira, Terrier
\n
Es fehlen
Culbreath (Fußverletzung), Eichhorn (Stoffwechselstörung), Tella (Rückstand nach muskulären Problemen)
\n
",
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Voraussichtliche Aufstellung
Flekken - Quansah, Tapsoba, Medina, Miguel - E. Fernandez, Aleix Garcia - Diaby, Tillman, Maza - Schick
",
+              "text": "Voraussichtliche Aufstellung Flekken - Quansah , Tapsoba , Medina , Miguel - E. Fernandez , Aleix Garcia - Diaby , Tillman , Maza - Schick"
+            },
+            {
+              "index": 2,
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\nTrainer
Martinez\n
",
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Reservebank
Blaswich, Lomb, Badé, G. Doué, Oermann, Vazquez, Andrich, Hofmann, Ben Seghir, Boniface, Kofane, Moreira, Terrier
",
+              "text": "Reservebank Blaswich , Lomb , Badé , G. Doué , Oermann , Vazquez , Andrich , Hofmann , Ben Seghir , Boniface , Kofane , Moreira , Terrier"
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+              "index": 4,
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Es fehlen
Culbreath (Fußverletzung), Eichhorn (Stoffwechselstörung), Tella (Rückstand nach muskulären Problemen)
",
+              "text": "Es fehlen Culbreath (Fußverletzung), Eichhorn (Stoffwechselstörung), Tella (Rückstand nach muskulären Problemen)"
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+              {
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+                "slot_index": 1,
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+          "bench": {
+            "raw_text": "Reservebank Blaswich , Lomb , Badé , G. Doué , Oermann , Vazquez , Andrich , Hofmann , Ben Seghir , Boniface , Kofane , Moreira , Terrier",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/loic-bade/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "G. Doué",
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+                "player_id": null,
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+                "player_id": null,
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+                "slot_index": null,
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+              {
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/lucas-vazquez/spieler/bundesliga/2026-27/bayer-04-leverkusen",
+                "formation_row": null,
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+                "player_url": "https://www.kicker.de/robert-andrich/spieler/bundesliga/2026-27/bayer-04-leverkusen",
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+                "slot_index": null,
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+                "slot_index": null,
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+              {
+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/christian-michel-kofane/spieler/bundesliga/2026-27/bayer-04-leverkusen",
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+              {
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+                "formation_row": null,
+                "slot_index": null,
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+          "unavailable": {
+            "raw_text": "Es fehlen Culbreath (Fußverletzung), Eichhorn (Stoffwechselstörung), Tella (Rückstand nach muskulären Problemen)",
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+              {
+                "raw_text": "Culbreath(Fußverletzung),",
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Zum Spiel
Bei Kade steht eine Diagnose noch aus, ansonsten drängen sich für Trainer Baum nach dem 4:1 in Frankfurt keine Änderungen auf.
",
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Zum Spiel
Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank.
",
+            "text": "Zum Spiel Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank."
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+            "slot_index": 1,
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+            "player_id": null,
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+            "formation_row": 3,
+            "slot_index": 2,
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+          {
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+            "displayed_name": "Mwene",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/phillipp-mwene/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+            "slot_index": 3,
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+          {
+            "full_name": null,
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+            "player_url": "https://www.kicker.de/nadiem-amiri/spieler/bundesliga/2026-27/1-fsv-mainz-05",
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+            "slot_index": 1,
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+          {
+            "full_name": null,
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+            "player_id": null,
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+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Becker",
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+            "slot_index": 1,
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+          {
+            "full_name": null,
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\n
\n
\"1.Mainz
\n
\n
\n
Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
\n
Trainer
Fischer
\n
Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
\n
Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
\n
",
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Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
",
+              "text": "Voraussichtliche Aufstellung Zentner - Posch , Gruber , Potulski - Caci , Kai. Sano , Mwene - Amiri , J.-S. Lee - Becker , P. Tietz"
+            },
+            {
+              "index": 2,
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Trainer
Fischer
",
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Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
",
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Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
",
+              "text": "Es fehlen Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)"
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Voraussichtliche Aufstellung
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Reservebank
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Ebnoutalib",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/younes-ebnoutalib/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Burkardt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonathan-burkardt/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+          "coach": {
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+            "coach_url": "https://www.kicker.de/adolf-huetter/trainer/bundesliga/2026-27/eintracht-frankfurt"
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+          "bench": {
+            "raw_text": "Reservebank Kaua Santos , Baum , Chandler , Otavio , Amaimouni-Echghouyab , Arrhov , Aseko , Chaibi , O. Höjlund , Pimpong",
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+                "displayed_name": "Kaua Santos",
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+                "player_id": null,
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+                "slot_index": null,
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+              {
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+                "displayed_name": "Baum",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/elias-baum/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Chandler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/timothy-chandler/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Otavio",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otavio-manoel-galdino-fernandes/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Amaimouni-Echghouyab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ayoube-amaimouni-echghouyab/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Arrhov",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/love-arrhov/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Aseko",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/noel-aseko-nkili/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "player_url": "https://www.kicker.de/fares-chaibi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "full_name": null,
+                "displayed_name": "O. Höjlund",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/oscar-hoejlund/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "full_name": null,
+                "displayed_name": "Pimpong",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/malik-pimpong/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
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+                "raw_text": "Knauff(Oberschenkelverletzung),",
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+                "raw_text": "Ngankam(Muskelverletzung),",
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+                "raw_text": "Siljevic(nicht berücksichtigt)",
+                "name": "Siljevic",
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Zum Spiel
Nach überstandenen Oberschenkelproblemen wird Zentner im Tor zurückerwartet. Darüber hinaus drängen sich keine Änderungen der Startformation gegenüber dem 5:0 in Hamburg auf.
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Zum Spiel
Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend. 
",
+            "text": "Zum Spiel Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend."
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/isak-bergmann-johannesson/spieler/bundesliga/2026-27/1-fc-koeln",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/tom-krauss/spieler/bundesliga/2026-27/1-fc-koeln",
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+            "full_name": null,
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\"1.Köln
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Voraussichtliche Aufstellung
Schwäbe - Sebulonsen, Simpson-Pusey, Lochoshvili, Mensah - Skhiri - Johannesson, Krauß - Moore, S. El Mala - Ache
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Trainer
Wagner
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Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Maina, Okon-Engstler, Thielmann, Bülter, Dallinga
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Es fehlen
Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)
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Voraussichtliche Aufstellung
Schwäbe - Sebulonsen, Simpson-Pusey, Lochoshvili, Mensah - Skhiri - Johannesson, Krauß - Moore, S. El Mala - Ache
",
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Trainer
Wagner
",
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Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Maina, Okon-Engstler, Thielmann, Bülter, Dallinga
",
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Es fehlen
Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)
",
+              "text": "Es fehlen Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)"
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+                "player_id": null,
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/ragnar-ache/spieler/bundesliga/2026-27/1-fc-koeln",
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+          "bench": {
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/joel-schmied/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": null,
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Es fehlen
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+                "player_url": "https://www.kicker.de/dariusz-stalmach/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Weiser",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mitchell-weiser/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Erevbenagie",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/paul-erevbenagie/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Itten",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/cedric-itten/spieler/bundesliga/2026-27/werder-bremen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Kownacki",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/dawid-kownacki/spieler/bundesliga/2026-27/werder-bremen",
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+                "displayed_name": "Musah",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/salim-amani-musah/spieler/bundesliga/2026-27/werder-bremen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/felix-agu/spieler/bundesliga/2026-27/werder-bremen"
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+              {
+                "raw_text": "Lynen(Beckenproblematik),",
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+                "player_url": "https://www.kicker.de/senne-lynen/spieler/bundesliga/2026-27/werder-bremen"
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+              {
+                "raw_text": "Njinmah(Oberschenkelverletzung),",
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+                "player_url": "https://www.kicker.de/justin-njinmah/spieler/bundesliga/2026-27/werder-bremen"
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+              {
+                "raw_text": "Quetant(nicht berücksichtigt),",
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+                "player_url": "https://www.kicker.de/jens-stage/spieler/bundesliga/2026-27/werder-bremen"
+              },
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+                "player_url": "https://www.kicker.de/keke-maximilian-topp/spieler/bundesliga/2026-27/werder-bremen"
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Zum Spiel
Sollte es für El Mala (nach Infekt) nicht reichen, dürfte Maina beginnen. Castro-Montes trainierte am Mittwoch noch individuell, erste Alternative wäre Sebulonsen. Für den zuletzt angeschlagenen Waldschmidt könnte der Spieltag noch zu früh kommen.
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Zum Spiel
Es besteht kaum Grund für Veränderungen. Einzig die Rückkehr von Lynen führt zu einem Luxusproblem im Mittelfeldzentrum: Muss Reis oder Regeer weichen - oder keiner der beiden?
",
+            "text": "Zum Spiel Es besteht kaum Grund für Veränderungen. Einzig die Rückkehr von Lynen führt zu einem Luxusproblem im Mittelfeldzentrum: Muss Reis oder Regeer weichen - oder keiner der beiden?"
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+            "slot_index": 2,
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+            "player_url": "https://www.kicker.de/brajan-gruda/spieler/bundesliga/2026-27/rb-leipzig",
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+            "slot_index": 1,
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\"RBLeipzig
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Voraussichtliche Aufstellung
Vandevoordt - R. Baku, Orban, Lukeba, Raum - Seiwald - El Aynaoui, Maksimovic - Gruda, Nkunku, Nusa
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Trainer
Demichelis
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Banzuzi, Ouedraogo, Bakayoko, Gomis, Guiu, Konaté, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Vandevoordt - R. Baku, Orban, Lukeba, Raum - Seiwald - El Aynaoui, Maksimovic - Gruda, Nkunku, Nusa
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Trainer
Demichelis
",
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Banzuzi, Ouedraogo, Bakayoko, Gomis, Guiu, Konaté, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
",
+              "text": "Es fehlen Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)"
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+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/castello-lukeba/spieler/bundesliga/2026-27/rb-leipzig",
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+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/david-raum/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": 2,
+                "slot_index": 4,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/nicolas-seiwald/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "injury_status": null,
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
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+                "full_name": null,
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+          },
+          "bench": {
+            "raw_text": "Reservebank Nyland , Zingerle , Esteve , Finkgräfe , Henrichs , Klostermann , Koné , Banzuzi , Ouedraogo , Bakayoko , Gomis , Guiu , Konaté , Romulo",
+            "players": [
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+              {
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+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/maxime-esteve/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Finkgräfe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/max-finkgraefe/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Henrichs",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/benjamin-henrichs/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Klostermann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lukas-klostermann/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Koné",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/abdoul-kone/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Banzuzi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ezechiel-banzuzi-2/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ouedraogo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/forzan-ouedraogo/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Bakayoko",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/johan-bakayoko/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gomis",
+                "position": null,
+                "injury_status": null,
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Zum Spiel
Die Aufstellung hängt maßgeblich von den Eindrücken ab, die die Spieler im Champions-League-Spiel bei Como 1907 abliefern.
",
+            "text": "Zum Spiel Die Aufstellung hängt maßgeblich von den Eindrücken ab, die die Spieler im Champions-League-Spiel bei Como 1907 abliefern."
+          },
+          {
+            "outer_html": "
Zum Spiel
Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken. 
",
+            "text": "Zum Spiel Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken."
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\n
\n
\"SVElversberg
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\n
\n
Voraussichtliche Aufstellung
Kristof - Gyamerah, Pinckert, Rohr, La. Günther - Keidel, Poreba - L. Petkov, Onyeka, Campbell - Mokwa
\n
Trainer
Frantz
\n
Reservebank
Boss, Le Joncour, Mickelson, Sirch, Condé, Darvich, Krattenmacher, Futkeu, L. Pfeiffer, Schnellbacher
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Es fehlen
Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)
\n
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Voraussichtliche Aufstellung
Kristof - Gyamerah, Pinckert, Rohr, La. Günther - Keidel, Poreba - L. Petkov, Onyeka, Campbell - Mokwa
",
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Trainer
Frantz
",
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Reservebank
Boss, Le Joncour, Mickelson, Sirch, Condé, Darvich, Krattenmacher, Futkeu, L. Pfeiffer, Schnellbacher
",
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Es fehlen
Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)
",
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+          "bench": {
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+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)",
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+              {
+                "raw_text": "Etringer(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
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+              },
+              {
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+              {
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+                "player_url": "https://www.kicker.de/luis-seifert/spieler/bundesliga/2026-27/sv-elversberg"
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Voraussichtliche Aufstellung
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Reservebank
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Es fehlen
Boey (nicht berücksichtigt), Santos (Aufbautraining)
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Voraussichtliche Aufstellung
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Es fehlen
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+                "displayed_name": "Gnabry",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/serge-gnabry/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "player_url": "https://www.kicker.de/sacha-boey/spieler/bundesliga/2026-27/fc-bayern-muenchen"
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+              {
+                "raw_text": "Santos(Aufbautraining)",
+                "name": "Santos",
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+                "player_url": "https://www.kicker.de/david-daiber/spieler/bundesliga/2026-27/fc-bayern-muenchen"
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+        "schedule_row_text": "SV Elversberg Elversberg So. 17:30 Bayern München Bayern Vorschau",
+        "lineup_block_count": 2,
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+            "outer_html": "
Zum Spiel
Krattenmacher hat sich mit zwei Toren beim 4:3-Sieg in Gladbach für die linke offensive Außenbahn empfohlen, wegen seiner muskulären Probleme in der Saisonvorbereitung könnte ein Startelfeinsatz aber noch zu früh kommen.
",
+            "text": "Zum Spiel Krattenmacher hat sich mit zwei Toren beim 4:3-Sieg in Gladbach für die linke offensive Außenbahn empfohlen, wegen seiner muskulären Probleme in der Saisonvorbereitung könnte ein Startelfeinsatz aber noch zu früh kommen."
+          },
+          {
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Zum Spiel
In einer Woche mit drei Spielen dürfte Trainer Kompany wieder zur leichten Rotation greifen. 
",
+            "text": "Zum Spiel In einer Woche mit drei Spielen dürfte Trainer Kompany wieder zur leichten Rotation greifen."
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260911_094243.json b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260911_094243.json
new file mode 100644
index 0000000..a6e26de
--- /dev/null
+++ b/outputs/kicker/predicted_lineups/kicker_bundesliga_lineups_20260911_094243.json
@@ -0,0 +1,8658 @@
+{
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+      "https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung": "2026-09-11T09:43:06+02:00",
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\"1.Union
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Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
\n
Trainer
Lustrinelli
\n
Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
\n
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
\n
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Voraussichtliche Aufstellung
Rönnow - Juranovic, van den Bosch, Uduokhai, Rothe - R. Khedira, Kemlein - Aebischer, Jeong - Latte Lath, Ljubicic
",
+              "text": "Voraussichtliche Aufstellung Rönnow - Juranovic , van den Bosch , Uduokhai , Rothe - R. Khedira , Kemlein - Aebischer , Jeong - Latte Lath , Ljubicic"
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Trainer
Lustrinelli
",
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Reservebank
Raab, Köhn, Querfeld, Trimmel, Güther, Haberer, Imeri, Schäfer, Skarke, Burcu
",
+              "text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu"
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+              "outer_html": "
Es fehlen
Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)
",
+              "text": "Es fehlen Burke (Trainingsrückstand), J. Friedrich (nicht berücksichtigt), M. Friedrich (Blessur), Gray (nicht berücksichtigt), Ilic (Trainingsrückstand), Klaus (nicht berücksichtigt), Markgraf (nicht berücksichtigt), Nsoki (Muskelprobleme), Skov (nicht berücksichtigt)"
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+              2
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+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Uduokhai",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-uduokhai/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rothe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-rothe/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/rani-khedira/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Kemlein",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/aljoscha-kemlein/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aebischer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michel-aebischer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
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+                "player_url": "https://www.kicker.de/emmanuel-latte-lath/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ljubicic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marin-ljubicic-2/spieler/bundesliga/2026-27/1-fc-union-berlin",
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+          "bench": {
+            "raw_text": "Reservebank Raab , Köhn , Querfeld , Trimmel , Güther , Haberer , Imeri , Schäfer , Skarke , Burcu",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Raab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/matheo-raab/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Köhn",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/derrick-koehn/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Querfeld",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leopold-querfeld/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Trimmel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christopher-trimmel/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Güther",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/linus-guether/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Haberer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-haberer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kastriot-imeri/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
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+              {
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+                "position": null,
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+                "player_url": "https://www.kicker.de/andras-schaefer/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Skarke",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-skarke/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Burcu",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/livan-burcu/spieler/bundesliga/2026-27/1-fc-union-berlin",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
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+              {
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+              },
+              {
+                "raw_text": "M. Friedrich(Blessur),",
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+              },
+              {
+                "raw_text": "Gray(nicht berücksichtigt),",
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+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/mekhi-gray/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Ilic(Trainingsrückstand),",
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+                "player_url": "https://www.kicker.de/andrej-ilic/spieler/bundesliga/2026-27/1-fc-union-berlin"
+              },
+              {
+                "raw_text": "Klaus(nicht berücksichtigt),",
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+                "raw_text": "Markgraf(nicht berücksichtigt),",
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+              },
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+                "raw_text": "Nsoki(Muskelprobleme),",
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+              },
+              {
+                "raw_text": "Skov(nicht berücksichtigt)",
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+                "player_url": "https://www.kicker.de/robert-skov/spieler/bundesliga/2026-27/1-fc-union-berlin"
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/satoshi-tanaka/spieler/bundesliga/2026-27/fc-schalke-04",
+            "formation_row": 3,
+            "slot_index": 3,
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+          {
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\n
\n
\n\"FCSchalke\n
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\n
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Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
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\nTrainer
Muslic\n
\n
Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
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Es fehlen
Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Karius - T. Becker, Katic, Kurucay - Dina Ebimbe, El-Faouzi, Tanaka, Gosens - Karaman, Aouchiche - Sylla
",
+              "text": "Voraussichtliche Aufstellung Karius - T. Becker , Katic , Kurucay - Dina Ebimbe , El-Faouzi , Tanaka , Gosens - Karaman , Aouchiche - Sylla"
+            },
+            {
+              "index": 2,
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\nTrainer
Muslic\n
",
+              "text": "Trainer Muslic"
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Reservebank
Ke. Müller, Ayhan, V. Becker, Wöber, Bachmann, Ljubicic, Vozar, Adamu, Dzeko, H.-C. Hwang
",
+              "text": "Reservebank Ke. Müller , Ayhan , V. Becker , Wöber , Bachmann , Ljubicic , Vozar , Adamu , Dzeko , H.-C. Hwang"
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+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)
",
+              "text": "Es fehlen Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)"
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+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Karius - T. Becker , Katic , Kurucay - Dina Ebimbe , El-Faouzi , Tanaka , Gosens - Karaman , Aouchiche - Sylla",
+            "formation": "3-4-2-1",
+            "formation_lines": [
+              3,
+              4,
+              2,
+              1
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+            "formation_row_counts": [
+              1,
+              3,
+              4,
+              2,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Karius",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/loris-karius/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "T. Becker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/timo-becker-4/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Katic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nikola-katic/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kurucay",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/hasan-kurucay/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Dina Ebimbe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/eric-junior-dina-ebimbe/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "El-Faouzi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/soufiane-el-faouzi/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Tanaka",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/satoshi-tanaka/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gosens",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-gosens/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Karaman",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kenan-karaman/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Aouchiche",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adil-aouchiche/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sylla",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/moussa-sylla/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Muslic",
+            "name": "Muslic",
+            "coach_url": "https://www.kicker.de/miron-muslic/trainer/bundesliga/2026-27/fc-schalke-04"
+          },
+          "bench": {
+            "raw_text": "Reservebank Ke. Müller , Ayhan , V. Becker , Wöber , Bachmann , Ljubicic , Vozar , Adamu , Dzeko , H.-C. Hwang",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Ke. Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-mueller/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Ayhan",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mertcan-ayhan/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "V. Becker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/vitalie-becker/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Wöber",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-woeber/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bachmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/janik-bachmann/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ljubicic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dejan-ljubicic/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Vozar",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luca-vozar/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Adamu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/junior-adamu/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Dzeko",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/edin-dzeko/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "H.-C. Hwang",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/hee-chan-hwang/spieler/bundesliga/2026-27/fc-schalke-04",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Gantenbein (Trainingsrückstand), Grüger (nicht berücksichtigt), E. Höjlund (Fersen-OP), Lasme (Trainingsrückstand), Porath (nicht berücksichtigt), Schallenberg (Rotsperre), Siebeking (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Gantenbein(Trainingsrückstand),",
+                "name": "Gantenbein",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/adrian-gantenbein/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Grüger(nicht berücksichtigt),",
+                "name": "Grüger",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/max-grueger/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "E. Höjlund(Fersen-OP),",
+                "name": "E. Höjlund",
+                "reason": "Fersen-OP",
+                "player_url": "https://www.kicker.de/emil-hoejlund/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Lasme(Trainingsrückstand),",
+                "name": "Lasme",
+                "reason": "Trainingsrückstand",
+                "player_url": "https://www.kicker.de/bryan-lasme/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Porath(nicht berücksichtigt),",
+                "name": "Porath",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/finn-porath/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Schallenberg(Rotsperre),",
+                "name": "Schallenberg",
+                "reason": "Rotsperre",
+                "player_url": "https://www.kicker.de/ron-schallenberg/spieler/bundesliga/2026-27/fc-schalke-04"
+              },
+              {
+                "raw_text": "Siebeking(nicht berücksichtigt)",
+                "name": "Siebeking",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/johannes-siebeking/spieler/bundesliga/2026-27/fc-schalke-04"
+              }
+            ]
+          }
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+        "fixture_url": "https://www.kicker.de/union-gegen-schalke-2026-bundesliga-5226833/aufstellung",
+        "schedule_row_text": "1. FC Union Berlin Union 20:30 heute FC Schalke 04 Schalke Vorschau",
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+            "outer_html": "
Zum Spiel
Burcu stellt eine Alternative zu Jeong dar.
",
+            "text": "Zum Spiel Burcu stellt eine Alternative zu Jeong dar."
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Zum Spiel
Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet.
",
+            "text": "Zum Spiel Nach seinem Kurzeinsatz gegen Bayern steht Karaman wieder komplett zur Verfügung, der Kapitän dürfte Ljubicic aus der Startelf verdrängen. Erstmals im Kader wird Sommerzugang Hwang erwartet."
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+            "displayed_name": "Kobel",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+            "displayed_name": "Gadou",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/joane-gadou-2/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Anton",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Bensebaini",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ramy-bensebaini/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Ryerson",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/julian-ryerson/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+            "full_name": null,
+            "displayed_name": "J. Veerman",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/joey-veerman/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Bellingham",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jobe-bellingham/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Svensson",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/daniel-svensson/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Nwaneri",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/ethan-nwaneri/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Guirassy",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/serhou-guirassy/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Fabio Silva",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/fabio-silva/spieler/bundesliga/2026-27/borussia-dortmund",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+        ],
+        "kicker_details": {
+          "lineup_index": 1,
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\n
\n
\"BorussiaDortmund
\n
\n
\n
Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
\n
Trainer
Kovac
\n
Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
\n
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Kobel - Gadou, Anton, Bensebaini - Ryerson, J. Veerman, Bellingham, Svensson - Nwaneri - Guirassy, Fabio Silva
",
+              "text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , J. Veerman , Bellingham , Svensson - Nwaneri - Guirassy , Fabio Silva"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Kovac
",
+              "text": "Trainer Kovac"
+            },
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+              "outer_html": "
Reservebank
A. Meyer, Kaua Prates, Reggiani, N. Schlotterbeck, Chukwuemeka, F. Nmecha, Sabitzer, Albert, Beier
",
+              "text": "Reservebank A. Meyer , Kaua Prates , Reggiani , N. Schlotterbeck , Chukwuemeka , F. Nmecha , Sabitzer , Albert , Beier"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)
",
+              "text": "Es fehlen Can (Kreuzbandriss), Drewes (nicht berücksichtigt), Duarte (nicht berücksichtigt), Inacio (Rotsperre), Kaba (nicht berücksichtigt), Karetsas (Kreislauf-Probleme), Konstantelias (Kreuzbandriss), Lerma (Muskelverletzung), Mane (Muskelverletzung), Ostrzinski (nicht berücksichtigt)"
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+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Kobel - Gadou , Anton , Bensebaini - Ryerson , J. Veerman , Bellingham , Svensson - Nwaneri - Guirassy , Fabio Silva",
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+            "formation_lines": [
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+              4,
+              1,
+              2
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+            "formation_row_counts": [
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+              3,
+              4,
+              1,
+              2
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+            "players": [
+              {
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+                "displayed_name": "Kobel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/gregor-kobel/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gadou",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/joane-gadou-2/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Anton",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/waldemar-anton/spieler/bundesliga/2026-27/borussia-dortmund",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bensebaini",
+                "position": null,
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\n\"SCPaderborn\n
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Voraussichtliche Aufstellung
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Kettemann\n
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Reservebank
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Es fehlen
Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Noll - ter Horst, Scheller, Hansen - Curda, Castaneda, Obermair - Ulrich, Vidovic - Pieringer, S. Tigges
",
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\nTrainer
Kettemann\n
",
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Reservebank
Schubert, Götze, M. Hoffmeier, Lippmann, Mohr, Müller, Sticker, Baack, Duric, Batista Meier, Marino, Philippe, Zeitler
",
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Es fehlen
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",
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+                "displayed_name": "S. Tigges",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/steffen-tigges/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Kettemann",
+            "name": "Kettemann",
+            "coach_url": "https://www.kicker.de/ralf-kettemann/trainer/bundesliga/2026-27/sc-paderborn-07"
+          },
+          "bench": {
+            "raw_text": "Reservebank Schubert , Götze , M. Hoffmeier , Lippmann , Mohr , Müller , Sticker , Baack , Duric , Batista Meier , Marino , Philippe , Zeitler",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Schubert",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/markus-schubert/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Götze",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/felix-goetze/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Hoffmeier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marcel-hoffmeier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lippmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/clemens-lippmann/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mohr",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-mohr-2/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ruben-mueller/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sticker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonah-benedict-sticker/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Baack",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tom-baack/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Duric",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/luka-djuric/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Batista Meier",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oliver-batista-meier/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Marino",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefano-marino/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Philippe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rayan-philippe/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Zeitler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/deniz-zeitler/spieler/bundesliga/2026-27/sc-paderborn-07",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Awortwie-Grant (Knieverletzung), Eickel (nicht berücksichtigt), Gayret (Kreuzbandriss), Klaas (Adduktorenverletzung), S. Michel (Adduktorenverletzung), A. Millgramm (nicht berücksichtigt), Pruhs (nicht berücksichtigt), Zobel (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Awortwie-Grant(Knieverletzung),",
+                "name": "Awortwie-Grant",
+                "reason": "Knieverletzung",
+                "player_url": "https://www.kicker.de/nyamekye-awortwie-grant/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Eickel(nicht berücksichtigt),",
+                "name": "Eickel",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/lasse-eickel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Gayret(Kreuzbandriss),",
+                "name": "Gayret",
+                "reason": "Kreuzbandriss",
+                "player_url": "https://www.kicker.de/timur-gayret/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Klaas(Adduktorenverletzung),",
+                "name": "Klaas",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sebastian-klaas/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "S. Michel(Adduktorenverletzung),",
+                "name": "S. Michel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/sven-michel/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "A. Millgramm(nicht berücksichtigt),",
+                "name": "A. Millgramm",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/albert-frank-millgramm/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Pruhs(nicht berücksichtigt),",
+                "name": "Pruhs",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/florian-pruhs/spieler/bundesliga/2026-27/sc-paderborn-07"
+              },
+              {
+                "raw_text": "Zobel(nicht berücksichtigt)",
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+                "player_url": "https://www.kicker.de/tristan-zobel/spieler/bundesliga/2026-27/sc-paderborn-07"
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Zum Spiel
Karetsas fällt fürs Wochenende definitiv aus. Möglich, dass Kovac gegen den Aufsteiger auf eine Grundordnung mit zwei Spitzen umstellt.
",
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Zum Spiel
Für Tigges könnte auch Philippe in der Startelf stehen. Hinten wäre Sticker eine Alternative zu ter Horst, Hansen würde dann in der Dreier-Abwehrkette womöglich von links nach rechts rücken.
",
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+            "slot_index": 1,
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
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+            "displayed_name": "Kabak",
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+            "injury_status": null,
+            "player_id": null,
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+            "injury_status": null,
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+            "player_url": "https://www.kicker.de/albian-hajdari/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 3,
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+            "full_name": null,
+            "displayed_name": "M. Rots",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
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+            "displayed_name": "Avdullahu",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
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+            "displayed_name": "Burger",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Wimmer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Daghim",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Lemperle",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+            "displayed_name": "Hlozek",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+            "formation_row": 5,
+            "slot_index": 2,
+            "starting_probability_rank": 1
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+        ],
+        "kicker_details": {
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\n
\n
\"TSGHoffenheim
\n
\n
\n
Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Wimmer, Daghim - Lemperle, Hlozek
\n
Trainer
Ilzer
\n
Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, Machida, Conté, De Cat, Kramaric, Lenz, Moerstedt
\n
Es fehlen
Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)
\n
",
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Voraussichtliche Aufstellung
Baumann - Coufal, Kabak, Hajdari, M. Rots - Avdullahu, Burger - Wimmer, Daghim - Lemperle, Hlozek
",
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+            {
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Trainer
Ilzer
",
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Reservebank
L. Philipp, Abraha, Bernardo, Gendrey, Hranac, Machida, Conté, De Cat, Kramaric, Lenz, Moerstedt
",
+              "text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , Machida , Conté , De Cat , Kramaric , Lenz , Moerstedt"
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Es fehlen
Asllani (Trainingsrückstand), Dulic (nicht berücksichtigt), Engelns (nicht berücksichtigt), Petersson (nicht berücksichtigt), Prass (Trainingsrückstand)
",
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+          ],
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+                "formation_row": 1,
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+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
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+                "slot_index": 1,
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Hajdari",
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+                "slot_index": 3,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/mats-rots/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
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+                "full_name": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/leon-avdullahu/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
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+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/wouter-burger/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Wimmer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/patrick-wimmer/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Daghim",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adam-daghim/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lemperle",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/tim-lemperle/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hlozek",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/adam-hlozek/spieler/bundesliga/2026-27/tsg-hoffenheim",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Ilzer",
+            "name": "Ilzer",
+            "coach_url": "https://www.kicker.de/christian-ilzer/trainer/bundesliga/2026-27/tsg-hoffenheim"
+          },
+          "bench": {
+            "raw_text": "Reservebank L. Philipp , Abraha , Bernardo , Gendrey , Hranac , Machida , Conté , De Cat , Kramaric , Lenz , Moerstedt",
+            "players": [
+              {
+                "full_name": null,
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Voraussichtliche Aufstellung
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+                "player_url": "https://www.kicker.de/ermedin-demirovic/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Sauer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/leo-sauer/spieler/bundesliga/2026-27/vfb-stuttgart",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Assignon (Rückstand nach Schulter-OP), Diehl (Oberschenkelverletzung), Drljaca (nicht berücksichtigt), Malanga (nicht berücksichtigt), Nartey (Rückstand nach Oberschenkelverletzung), Seimen (Sehnenverletzung im Oberschenkel), Tiago Tomas (Muskelverletzung), Yigit (nicht berücksichtigt), Zagadou (Oberschenkelverletzung)",
+            "players": [
+              {
+                "raw_text": "Assignon(Rückstand nach Schulter-OP),",
+                "name": "Assignon",
+                "reason": "Rückstand nach Schulter-OP",
+                "player_url": "https://www.kicker.de/lorenz-assignon/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Diehl(Oberschenkelverletzung),",
+                "name": "Diehl",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/justin-diehl/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Drljaca(nicht berücksichtigt),",
+                "name": "Drljaca",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/stefan-drljaca/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Malanga(nicht berücksichtigt),",
+                "name": "Malanga",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/jarzinho-malanga/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Nartey(Rückstand nach Oberschenkelverletzung),",
+                "name": "Nartey",
+                "reason": "Rückstand nach Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/nikolas-nartey/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Seimen(Sehnenverletzung im Oberschenkel),",
+                "name": "Seimen",
+                "reason": "Sehnenverletzung im Oberschenkel",
+                "player_url": "https://www.kicker.de/dennis-seimen/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Tiago Tomas(Muskelverletzung),",
+                "name": "Tiago Tomas",
+                "reason": "Muskelverletzung",
+                "player_url": "https://www.kicker.de/tiago-tomas/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Yigit(nicht berücksichtigt),",
+                "name": "Yigit",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/ertugrul-yigit/spieler/bundesliga/2026-27/vfb-stuttgart"
+              },
+              {
+                "raw_text": "Zagadou(Oberschenkelverletzung)",
+                "name": "Zagadou",
+                "reason": "Oberschenkelverletzung",
+                "player_url": "https://www.kicker.de/dan-axel-zagadou/spieler/bundesliga/2026-27/vfb-stuttgart"
+              }
+            ]
+          }
+        }
+      },
+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/hoffenheim-gegen-stuttgart-2026-bundesliga-5226829/aufstellung",
+        "schedule_row_text": "TSG Hoffenheim Hoffenheim Sa. 15:30 VfB Stuttgart Stuttgart Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt.
",
+            "text": "Zum Spiel Auch Moerstedt, Conté oder De Cat könnten in der Startelf auftauchen, ob auch Kramaric schon soweit ist, darf bezweifelt werden. Wahrscheinlicher ist, dass Trainer Ilzer es nach der starken ersten Stunde gegen Dortmund bei der Formation belässt."
+          },
+          {
+            "outer_html": "
Zum Spiel
Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken.
",
+            "text": "Zum Spiel Gut möglich, dass Führich und Chabot eine Schaffenspause bekommen und von Leweling und Hendriks ersetzt werden. Pejcinovic könnte für Demirovic zurück in die Startelf rücken."
+          }
+        ]
+      }
+    },
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+      "match_time": "Sa. 15:30",
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+        "side": "home",
+        "lineup_status": "Predicted Lineup",
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+            "displayed_name": "Backhaus",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/mio-backhaus/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Treu",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ginter",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Lienhart",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Makengo",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "M. Eggestein",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Engelhardt",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Beste",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Y. Suzuki",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Scherhant",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Matanovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          }
+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"SCFreiburg
\n
\n
\n
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
\n
Trainer
Schuster
\n
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
\n
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
\n
",
+          "paragraphs": [
+            {
+              "index": 1,
+              "outer_html": "
Voraussichtliche Aufstellung
Backhaus - Treu, Ginter, Lienhart, Makengo - M. Eggestein, Engelhardt - Beste, Y. Suzuki, Scherhant - Matanovic
",
+              "text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Schuster
",
+              "text": "Trainer Schuster"
+            },
+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Huth, F. Müller, Günter, A. Jung, Kübler, Ogbus, Rosenfelder, Yilmaz, Grifo, Osterhage, Tarnutzer, R. Yamamoto, Goto, Höler, Irié
",
+              "text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Muslija (Aufbautraining nach Kreuzbandriss)
",
+              "text": "Es fehlen Muslija (Aufbautraining nach Kreuzbandriss)"
+            }
+          ],
+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Backhaus - Treu , Ginter , Lienhart , Makengo - M. Eggestein , Engelhardt - Beste , Y. Suzuki , Scherhant - Matanovic",
+            "formation": "4-2-3-1",
+            "formation_lines": [
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+              2,
+              3,
+              1
+            ],
+            "formation_row_counts": [
+              1,
+              4,
+              2,
+              3,
+              1
+            ],
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Backhaus",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mio-backhaus/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Treu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/philipp-treu/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ginter",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/matthias-ginter/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Lienhart",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/philipp-lienhart/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Makengo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jordy-makengo/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 2,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Eggestein",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-eggestein/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Engelhardt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yannik-engelhardt/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Beste",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jan-niklas-beste/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Y. Suzuki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yuito-suzuki/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Scherhant",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/derry-scherhant/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 4,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Matanovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/igor-matanovic-2/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Schuster",
+            "name": "Schuster",
+            "coach_url": "https://www.kicker.de/julian-schuster/trainer/bundesliga/2026-27/sc-freiburg"
+          },
+          "bench": {
+            "raw_text": "Reservebank Huth , F. Müller , Günter , A. Jung , Kübler , Ogbus , Rosenfelder , Yilmaz , Grifo , Osterhage , Tarnutzer , R. Yamamoto , Goto , Höler , Irié",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Huth",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jannik-huth/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "F. Müller",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/florian-mueller-3/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Günter",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/christian-guenter/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "A. Jung",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/anthony-jung/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kübler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lukas-kuebler/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ogbus",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/bruno-ogbus/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rosenfelder",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/max-rosenfelder/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Yilmaz",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/berkay-yilmaz-3/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Grifo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/vincenzo-grifo/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Osterhage",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/patrick-osterhage/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Tarnutzer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rouven-tarnutzer/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "R. Yamamoto",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rihito-yamamoto/spieler/bundesliga/2026-27/sc-freiburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Goto",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/keisuke-goto/spieler/bundesliga/2026-27/sc-freiburg",
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\n\"Bor.M’gladbach\n
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Voraussichtliche Aufstellung
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Polanski\n
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Reservebank
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Es fehlen
Castrop (Schulter-OP), Konoplia (Innenbandanriss im Knie), Kühn (Muskelbündelriss), Leopold (Kreuzbandriss), Sippel (nicht berücksichtigt), Uno (Trainingsrückstand)
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Voraussichtliche Aufstellung
Nicolas - Scally, Itakura, Diks, Ullrich - Nguefack, Sander - Honorat, Bolin, Mohya - Kleindienst
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Polanski\n
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Reservebank
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+                "player_url": "https://www.kicker.de/fabio-chiarodia/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "player_id": null,
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+                "formation_row": null,
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+                "player_url": "https://www.kicker.de/david-herold/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+              {
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/fritz-fleck/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
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+                "starting_probability_rank": 1
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-hack/spieler/bundesliga/2026-27/bor-moenchengladbach",
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+                "slot_index": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/kevin-stoeger/spieler/bundesliga/2026-27/bor-moenchengladbach",
+                "formation_row": null,
+                "slot_index": null,
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+              {
+                "full_name": null,
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+                "player_id": null,
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+                "raw_text": "Konoplia(Innenbandanriss im Knie),",
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Zum Spiel
Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind. 
",
+            "text": "Zum Spiel Es gibt weiterhin einige enge Duelle (Treu/Kübler, Lienhart/Rosenfelder, Scherhant/Grifo), durch die es zu Veränderungen kommen kann. Noch offen, ob Osterhage (nach muskulären Problemen) und Yamamoto (zuletzt U-23-Einsatz) Kaderoptionen sind."
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Zum Spiel
Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen.
",
+            "text": "Zum Spiel Kühn fällt mit einem Muskelbündelriss im linken Oberschenkel wochenlang aus. Hashioka (Nacken) könnte in Freiburg wieder zum Kader gehören. Bei Uno (Trainingsrückstand) wird überlegt, ihn in der U23 Spielpraxis sammeln zu lassen."
+          }
+        ]
+      }
+    },
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+      "match_time": "Sa. 15:30",
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+        "side": "home",
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
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+            "player_id": null,
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+            "slot_index": 2,
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+          {
+            "full_name": null,
+            "displayed_name": "Brackelmann",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/calvin-brackelmann/spieler/bundesliga/2026-27/fc-augsburg",
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+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "M. Wolf",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/marius-wolf/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Massengo",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/han-noah-massengo/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Rieder",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/fabian-rieder/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Behrens",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/hennes-behrens/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ibrahimovic",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/arijon-ibrahimovic/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Fellhauer",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/robin-fellhauer/spieler/bundesliga/2026-27/fc-augsburg",
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+            "slot_index": 2,
+            "starting_probability_rank": 1
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+            "full_name": null,
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+            "player_url": "https://www.kicker.de/michael-gregoritsch/spieler/bundesliga/2026-27/fc-augsburg",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+        ],
+        "kicker_details": {
+          "lineup_index": 1,
+          "raw_html": "
\n
\n
\"FCAugsburg
\n
\n
\n
Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
\n
Trainer
Baum
\n
Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
\n
Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Dahmen - Banks, Matsima, Brackelmann - M. Wolf, Massengo, Rieder, Behrens - Ibrahimovic, Fellhauer - Gregoritsch
",
+              "text": "Voraussichtliche Aufstellung Dahmen - Banks , Matsima , Brackelmann - M. Wolf , Massengo , Rieder , Behrens - Ibrahimovic , Fellhauer - Gregoritsch"
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+            {
+              "index": 2,
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Trainer
Baum
",
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Reservebank
Labrovic, Bah, Gouweleeuw, Seol, Claude-Maurice, Kade, Keitel, Kömür, Ogundu, Ribeiro
",
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+              "index": 4,
+              "outer_html": "
Es fehlen
Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)
",
+              "text": "Es fehlen Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)"
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+            "raw_text": "Voraussichtliche Aufstellung Dahmen - Banks , Matsima , Brackelmann - M. Wolf , Massengo , Rieder , Behrens - Ibrahimovic , Fellhauer - Gregoritsch",
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+              1
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+              1
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+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Matsima",
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+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
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+                "full_name": null,
+                "displayed_name": "Brackelmann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/calvin-brackelmann/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "M. Wolf",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/marius-wolf/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Massengo",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/han-noah-massengo/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Rieder",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabian-rieder/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Behrens",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/hennes-behrens/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 3,
+                "slot_index": 4,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ibrahimovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/arijon-ibrahimovic/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Fellhauer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/robin-fellhauer/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gregoritsch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/michael-gregoritsch/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Baum",
+            "name": "Baum",
+            "coach_url": "https://www.kicker.de/manuel-baum/trainer/bundesliga/2026-27/fc-augsburg"
+          },
+          "bench": {
+            "raw_text": "Reservebank Labrovic , Bah , Gouweleeuw , Seol , Claude-Maurice , Kade , Keitel , Kömür , Ogundu , Ribeiro",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Labrovic",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nedilijko-labrovic/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bah",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/juma-bah/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gouweleeuw",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jeffrey-gouweleeuw/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Seol",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/young-woo-seol/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Claude-Maurice",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexis-claude-maurice/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kade",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/anton-kade/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Keitel",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/yannik-keitel/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kömür",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mert-koemuer/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Ogundu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/uchenna-ogundu/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ribeiro",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rodrigo-ribeiro/spieler/bundesliga/2026-27/fc-augsburg",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Breithaupt (nicht berücksichtigt), Mounié (nicht berücksichtigt), Sakar (nicht berücksichtigt), Schnitzer (nicht berücksichtigt), Suso (nicht berücksichtigt), Wisbereit (nicht berücksichtigt)",
+            "players": [
+              {
+                "raw_text": "Breithaupt(nicht berücksichtigt),",
+                "name": "Breithaupt",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tim-breithaupt/spieler/bundesliga/2026-27/fc-augsburg"
+              },
+              {
+                "raw_text": "Mounié(nicht berücksichtigt),",
+                "name": "Mounié",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/steve-mounie/spieler/bundesliga/2026-27/fc-augsburg"
+              },
+              {
+                "raw_text": "Sakar(nicht berücksichtigt),",
+                "name": "Sakar",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/faik-sakar/spieler/bundesliga/2026-27/fc-augsburg"
+              },
+              {
+                "raw_text": "Schnitzer(nicht berücksichtigt),",
+                "name": "Schnitzer",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tim-schnitzer-2/spieler/bundesliga/2026-27/fc-augsburg"
+              },
+              {
+                "raw_text": "Suso(nicht berücksichtigt),",
+                "name": "Suso",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/klaus-suso/spieler/bundesliga/2026-27/fc-augsburg"
+              },
+              {
+                "raw_text": "Wisbereit(nicht berücksichtigt)",
+                "name": "Wisbereit",
+                "reason": "nicht berücksichtigt",
+                "player_url": "https://www.kicker.de/tom-wisbereit/spieler/bundesliga/2026-27/fc-augsburg"
+              }
+            ]
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+      "away": {
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+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
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+            "displayed_name": "Flekken",
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+            "injury_status": null,
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+            "player_url": "https://www.kicker.de/jarell-quansah/spieler/bundesliga/2026-27/bayer-04-leverkusen",
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+            "player_id": null,
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+            "slot_index": 3,
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Voraussichtliche Aufstellung
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Reservebank
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Es fehlen
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Zum Spiel
Bei Kade steht eine Diagnose noch aus, ansonsten drängen sich für Trainer Baum nach dem 4:1 in Frankfurt keine Änderungen auf.
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Zum Spiel
Obwohl der neue Rechtsverteidiger Doué nun einsatzfähig ist, dürfte die Viererkette aus dem Union-Spiel beginnen. In der offensiven Dreierreihe könnte auch Moreira links spielen und dadurch Maza zentral starten; so bliebe für Tillman die Ersatzbank.
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\"1.Mainz
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Voraussichtliche Aufstellung
Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
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Trainer
Fischer
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Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
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Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
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Zentner - Posch, Gruber, Potulski - Caci, Kai. Sano, Mwene - Amiri, J.-S. Lee - Becker, P. Tietz
",
+              "text": "Voraussichtliche Aufstellung Zentner - Posch , Gruber , Potulski - Caci , Kai. Sano , Mwene - Amiri , J.-S. Lee - Becker , P. Tietz"
+            },
+            {
+              "index": 2,
+              "outer_html": "
Trainer
Fischer
",
+              "text": "Trainer Fischer"
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+            {
+              "index": 3,
+              "outer_html": "
Reservebank
Kinzig, Schwolow, Bell, da Costa, Nakuzola, Kawasaki, Maloney, Ruoppi, Hollerbach, Königsdörffer
",
+              "text": "Reservebank Kinzig , Schwolow , Bell , da Costa , Nakuzola , Kawasaki , Maloney , Ruoppi , Hollerbach , Königsdörffer"
+            },
+            {
+              "index": 4,
+              "outer_html": "
Es fehlen
Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)
",
+              "text": "Es fehlen Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)"
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+          "starting_xi": {
+            "raw_text": "Voraussichtliche Aufstellung Zentner - Posch , Gruber , Potulski - Caci , Kai. Sano , Mwene - Amiri , J.-S. Lee - Becker , P. Tietz",
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+              3,
+              2,
+              2
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+            "formation_row_counts": [
+              1,
+              3,
+              3,
+              2,
+              2
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+            "players": [
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+                "player_id": null,
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+                "formation_row": 1,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Posch",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefan-posch/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 2,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Gruber",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/fabio-gruber/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 2,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Potulski",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kacper-potulski/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 2,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Caci",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/anthony-caci/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 3,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kai. Sano",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/kaishu-sano/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 3,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Mwene",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/phillipp-mwene/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Amiri",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/nadiem-amiri/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 4,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "J.-S. Lee",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jae-sung-lee/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 4,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Becker",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sheraldo-becker/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 5,
+                "slot_index": 1,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "P. Tietz",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/phillip-tietz/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": 5,
+                "slot_index": 2,
+                "starting_probability_rank": 1
+              }
+            ]
+          },
+          "coach": {
+            "raw_text": "Trainer Fischer",
+            "name": "Fischer",
+            "coach_url": "https://www.kicker.de/urs-fischer/trainer/bundesliga/2026-27/1-fsv-mainz-05"
+          },
+          "bench": {
+            "raw_text": "Reservebank Kinzig , Schwolow , Bell , da Costa , Nakuzola , Kawasaki , Maloney , Ruoppi , Hollerbach , Königsdörffer",
+            "players": [
+              {
+                "full_name": null,
+                "displayed_name": "Kinzig",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maximilian-kinzig/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Schwolow",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/alexander-schwolow/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Bell",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/stefan-bell/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "da Costa",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/danny-da-costa/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Nakuzola",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/rael-nakuzola/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Kawasaki",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/sota-kawasaki/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Maloney",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lennard-maloney/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Ruoppi",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otto-ruoppi/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Hollerbach",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/benedict-hollerbach/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Königsdörffer",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ransford-yeboah-koenigsdoerffer/spieler/bundesliga/2026-27/1-fsv-mainz-05",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              }
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+          },
+          "unavailable": {
+            "raw_text": "Es fehlen Haidara (U 23), Kohr (Syndesmoseverletzung), Martel (Rückstand nach Innenbandanriss im Knie), Nebel (Adduktorenverletzung), Silas (Reha nach Schien- und Wadenbeinbruch), Widmer (Kniereizung)",
+            "players": [
+              {
+                "raw_text": "Haidara(U 23),",
+                "name": "Haidara",
+                "reason": "U 23",
+                "player_url": "https://www.kicker.de/alynho-haidara/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Kohr(Syndesmoseverletzung),",
+                "name": "Kohr",
+                "reason": "Syndesmoseverletzung",
+                "player_url": "https://www.kicker.de/dominik-kohr/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Martel(Rückstand nach Innenbandanriss im Knie),",
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+                "reason": "Rückstand nach Innenbandanriss im Knie",
+                "player_url": "https://www.kicker.de/eric-martel/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Nebel(Adduktorenverletzung),",
+                "name": "Nebel",
+                "reason": "Adduktorenverletzung",
+                "player_url": "https://www.kicker.de/paul-nebel/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Silas(Reha nach Schien- und Wadenbeinbruch),",
+                "name": "Silas",
+                "reason": "Reha nach Schien- und Wadenbeinbruch",
+                "player_url": "https://www.kicker.de/silas-katompa-mvumpa/spieler/bundesliga/2026-27/1-fsv-mainz-05"
+              },
+              {
+                "raw_text": "Widmer(Kniereizung)",
+                "name": "Widmer",
+                "reason": "Kniereizung",
+                "player_url": "https://www.kicker.de/silvan-widmer/spieler/bundesliga/2026-27/1-fsv-mainz-05"
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+            "slot_index": 1,
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+            "formation_row": 2,
+            "slot_index": 2,
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+            "slot_index": 1,
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/mario-goetze/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/raphael-onyedika/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+            "player_url": "https://www.kicker.de/keita-kosugi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+            "starting_probability_rank": 1
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/can-uzun/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": null,
+            "displayed_name": "Ebnoutalib",
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+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/younes-ebnoutalib/spieler/bundesliga/2026-27/eintracht-frankfurt",
+            "formation_row": 5,
+            "slot_index": 1,
+            "starting_probability_rank": 1
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+          {
+            "full_name": null,
+            "displayed_name": "Burkardt",
+            "position": null,
+            "injury_status": null,
+            "player_id": null,
+            "player_url": "https://www.kicker.de/jonathan-burkardt/spieler/bundesliga/2026-27/eintracht-frankfurt",
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\n
\n
\n\"EintrachtFrankfurt\n
\n
\n
\n
Voraussichtliche Aufstellung
Atubolu - Maluze, R. Koch, Brassier - Doan, M. Götze, Onyedika, Kosugi - Uzun - Ebnoutalib, Burkardt
\n
\nTrainer
Hütter\n
\n
Reservebank
Kaua Santos, Baum, Chandler, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, Chaibi, O. Höjlund, Pimpong
\n
Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
\n
",
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Voraussichtliche Aufstellung
Atubolu - Maluze, R. Koch, Brassier - Doan, M. Götze, Onyedika, Kosugi - Uzun - Ebnoutalib, Burkardt
",
+              "text": "Voraussichtliche Aufstellung Atubolu - Maluze , R. Koch , Brassier - Doan , M. Götze , Onyedika , Kosugi - Uzun - Ebnoutalib , Burkardt"
+            },
+            {
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\nTrainer
Hütter\n
",
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Reservebank
Kaua Santos, Baum, Chandler, Otavio, Amaimouni-Echghouyab, Arrhov, Aseko, Chaibi, O. Höjlund, Pimpong
",
+              "text": "Reservebank Kaua Santos , Baum , Chandler , Otavio , Amaimouni-Echghouyab , Arrhov , Aseko , Chaibi , O. Höjlund , Pimpong"
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Es fehlen
Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)
",
+              "text": "Es fehlen Collins (Rückenprobleme), Grahl (nicht berücksichtigt), Knauff (Oberschenkelverletzung), Ngankam (Muskelverletzung), Siljevic (nicht berücksichtigt)"
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+              1,
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+                "player_id": null,
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+                "displayed_name": "Doan",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ritsu-doan/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 3,
+                "slot_index": 1,
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+              {
+                "full_name": null,
+                "displayed_name": "M. Götze",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mario-goetze/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Onyedika",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/raphael-onyedika/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": 3,
+                "slot_index": 3,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Kosugi",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/keita-kosugi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": 4,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Uzun",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/can-uzun/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": 1,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Ebnoutalib",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/younes-ebnoutalib/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Burkardt",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/jonathan-burkardt/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+          "coach": {
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+                "displayed_name": "Kaua Santos",
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+                "player_url": "https://www.kicker.de/kaua-santos/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "starting_probability_rank": 1
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/elias-baum/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Chandler",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/timothy-chandler/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Otavio",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/otavio-manoel-galdino-fernandes/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Amaimouni-Echghouyab",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/ayoube-amaimouni-echghouyab/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Arrhov",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/love-arrhov/spieler/bundesliga/2026-27/eintracht-frankfurt",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Aseko",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/noel-aseko-nkili/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Chaibi",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/fares-chaibi/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+              {
+                "full_name": null,
+                "displayed_name": "O. Höjlund",
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+                "player_url": "https://www.kicker.de/oscar-hoejlund/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+              {
+                "full_name": null,
+                "displayed_name": "Pimpong",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/malik-pimpong/spieler/bundesliga/2026-27/eintracht-frankfurt",
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+                "slot_index": null,
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+                "player_url": "https://www.kicker.de/jens-grahl/spieler/bundesliga/2026-27/eintracht-frankfurt"
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+                "raw_text": "Ngankam(Muskelverletzung),",
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+              {
+                "raw_text": "Siljevic(nicht berücksichtigt)",
+                "name": "Siljevic",
+                "reason": "nicht berücksichtigt",
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Zum Spiel
Nach überstandenen Oberschenkelproblemen wird Zentner im Tor zurückerwartet. Darüber hinaus drängen sich keine Änderungen der Startformation gegenüber dem 5:0 in Hamburg auf.
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Zum Spiel
Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend. 
",
+            "text": "Zum Spiel Eine Umstellung auf 3-5-2 oder 3-4-2-1 ist denkbar. Dann würde wohl Maluze für Baum in die Elf rücken. Im Mittelfeld bleibt die Besetzung neben Onyedika spannend."
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/isak-bergmann-johannesson/spieler/bundesliga/2026-27/1-fc-koeln",
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+            "player_id": null,
+            "player_url": "https://www.kicker.de/tom-krauss/spieler/bundesliga/2026-27/1-fc-koeln",
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+            "full_name": null,
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+            "player_id": null,
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\n
\n
\"1.Köln
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\n
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Voraussichtliche Aufstellung
Schwäbe - Sebulonsen, Simpson-Pusey, Lochoshvili, Mensah - Skhiri - Johannesson, Krauß - Moore, S. El Mala - Ache
\n
Trainer
Wagner
\n
Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Maina, Okon-Engstler, Thielmann, Bülter, Dallinga
\n
Es fehlen
Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)
\n
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Voraussichtliche Aufstellung
Schwäbe - Sebulonsen, Simpson-Pusey, Lochoshvili, Mensah - Skhiri - Johannesson, Krauß - Moore, S. El Mala - Ache
",
+              "text": "Voraussichtliche Aufstellung Schwäbe - Sebulonsen , Simpson-Pusey , Lochoshvili , Mensah - Skhiri - Johannesson , Krauß - Moore , S. El Mala - Ache"
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Trainer
Wagner
",
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Reservebank
Zieler, Schmied, Sosa, van den Berg, Heskey, Maina, Okon-Engstler, Thielmann, Bülter, Dallinga
",
+              "text": "Reservebank Zieler , Schmied , Sosa , van den Berg , Heskey , Maina , Okon-Engstler , Thielmann , Bülter , Dallinga"
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Es fehlen
Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)
",
+              "text": "Es fehlen Castro-Montes (muskuläre Probleme), M. El Mala (bei der U 21), Hübers (Aufbautraining nach Kreuzbandriss), James (bei der U 21), Köbbing (nicht berücksichtigt), Neves (bei der U 21), Rondic (nicht berücksichtigt), Waldschmidt (muskuläre Probleme)"
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+                "slot_index": 3,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/isak-bergmann-johannesson/spieler/bundesliga/2026-27/1-fc-koeln",
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+                "player_url": "https://www.kicker.de/tom-krauss/spieler/bundesliga/2026-27/1-fc-koeln",
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+                "position": null,
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/mikey-moore/spieler/bundesliga/2026-27/1-fc-koeln",
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/said-el-mala/spieler/bundesliga/2026-27/1-fc-koeln",
+                "formation_row": 5,
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Es fehlen
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+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/niklas-stark/spieler/bundesliga/2026-27/werder-bremen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Wojcik",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/oskar-wojcik/spieler/bundesliga/2026-27/werder-bremen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Alvero",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/skelly-alvero/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Soylu",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/darwin-soylu/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Stalmach",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/dariusz-stalmach/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Weiser",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/mitchell-weiser/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Erevbenagie",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/paul-erevbenagie/spieler/bundesliga/2026-27/werder-bremen",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "displayed_name": "Itten",
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+                "player_url": "https://www.kicker.de/cedric-itten/spieler/bundesliga/2026-27/werder-bremen",
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+                "displayed_name": "Kownacki",
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+                "player_url": "https://www.kicker.de/salim-amani-musah/spieler/bundesliga/2026-27/werder-bremen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+                "player_url": "https://www.kicker.de/felix-agu/spieler/bundesliga/2026-27/werder-bremen"
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+                "raw_text": "Lynen(Beckenproblematik),",
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+                "player_url": "https://www.kicker.de/senne-lynen/spieler/bundesliga/2026-27/werder-bremen"
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+              {
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+                "raw_text": "Quetant(nicht berücksichtigt),",
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+                "player_url": "https://www.kicker.de/kenny-quetant/spieler/bundesliga/2026-27/werder-bremen"
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Zum Spiel
Sollte es für El Mala (nach Infekt) nicht reichen, dürfte Maina beginnen. Castro-Montes trainierte am Mittwoch noch individuell, erste Alternative wäre Sebulonsen. Für den zuletzt angeschlagenen Waldschmidt könnte der Spieltag noch zu früh kommen.
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Zum Spiel
Es besteht kaum Grund für Veränderungen. Einzig die Rückkehr von Lynen führt zu einem Luxusproblem im Mittelfeldzentrum: Muss Reis oder Regeer weichen - oder keiner der beiden?
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\"RBLeipzig
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Voraussichtliche Aufstellung
Vandevoordt - R. Baku, Orban, Lukeba, Raum - Seiwald - El Aynaoui, Maksimovic - Gruda, Nkunku, Nusa
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Trainer
Demichelis
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Banzuzi, Ouedraogo, Bakayoko, Gomis, Guiu, Konaté, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
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Voraussichtliche Aufstellung
Vandevoordt - R. Baku, Orban, Lukeba, Raum - Seiwald - El Aynaoui, Maksimovic - Gruda, Nkunku, Nusa
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Trainer
Demichelis
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Reservebank
Nyland, Zingerle, Esteve, Finkgräfe, Henrichs, Klostermann, Koné, Banzuzi, Ouedraogo, Bakayoko, Gomis, Guiu, Konaté, Romulo
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Es fehlen
Baumgartner (Sehnenriss im Oberschenkel), Gebel (nicht berücksichtigt), Kaltefleiter (nicht berücksichtigt), Reitz (Oberschenkelverletzung), Sani (nicht berücksichtigt)
",
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+                "slot_index": 3,
+                "starting_probability_rank": 1
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+                "slot_index": 1,
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+                "slot_index": 2,
+                "starting_probability_rank": 1
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+              {
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+                "full_name": null,
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+          },
+          "bench": {
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+            "players": [
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+                "injury_status": null,
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+                "slot_index": null,
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+              {
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+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Esteve",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/maxime-esteve/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Finkgräfe",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/max-finkgraefe/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Henrichs",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/benjamin-henrichs/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Klostermann",
+                "position": null,
+                "injury_status": null,
+                "player_id": null,
+                "player_url": "https://www.kicker.de/lukas-klostermann/spieler/bundesliga/2026-27/rb-leipzig",
+                "formation_row": null,
+                "slot_index": null,
+                "starting_probability_rank": 1
+              },
+              {
+                "full_name": null,
+                "displayed_name": "Koné",
+                "position": null,
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+                "raw_text": "Dickes(nicht berücksichtigt),",
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+                "player_url": "https://www.kicker.de/fernando-dickes/spieler/bundesliga/2026-27/hamburger-sv"
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+              {
+                "raw_text": "Pherai(nicht berücksichtigt),",
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+                "raw_text": "Rössing-Lelesiit(Trainingsrückstand)",
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Zum Spiel
Die Aufstellung hängt maßgeblich von den Eindrücken ab, die die Spieler im Champions-League-Spiel bei Como 1907 abliefern.
",
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Zum Spiel
Omari ist nach Schulterblessur zwar zurück im Mannschaftstraining, aber noch keine Startelf-Option. Fällt Bornauw tatsächlich aus, dürfte Youngster Nandja links in der Dreierkette beginnen und Torunarigha in die Mitte rücken. 
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\n
\n
\"SVElversberg
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\n
\n
Voraussichtliche Aufstellung
Kristof - Gyamerah, Pinckert, Rohr, La. Günther - Keidel, Poreba - L. Petkov, Onyeka, Campbell - Mokwa
\n
Trainer
Frantz
\n
Reservebank
Boss, Le Joncour, Mickelson, Sirch, Condé, Darvich, Krattenmacher, Futkeu, L. Pfeiffer, Schnellbacher
\n
Es fehlen
Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)
\n
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Voraussichtliche Aufstellung
Kristof - Gyamerah, Pinckert, Rohr, La. Günther - Keidel, Poreba - L. Petkov, Onyeka, Campbell - Mokwa
",
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Trainer
Frantz
",
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Reservebank
Boss, Le Joncour, Mickelson, Sirch, Condé, Darvich, Krattenmacher, Futkeu, L. Pfeiffer, Schnellbacher
",
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Es fehlen
Adam (nicht berücksichtigt), Etringer (nicht berücksichtigt), Lehmann (nicht berücksichtigt), Schmahl (nicht berücksichtigt), Seifert (Syndesmoseriss), Zimmerschied (Trainingsrückstand nach Rückenproblemen)
",
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+                "slot_index": null,
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\n\"BayernBayern\n
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Voraussichtliche Aufstellung
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Reservebank
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Es fehlen
Boey (nicht berücksichtigt), Santos (Aufbautraining)
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Voraussichtliche Aufstellung
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Es fehlen
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",
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+                "player_id": null,
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
+                "full_name": null,
+                "displayed_name": "Gnabry",
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+                "player_id": null,
+                "player_url": "https://www.kicker.de/serge-gnabry/spieler/bundesliga/2026-27/fc-bayern-muenchen",
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+                "slot_index": null,
+                "starting_probability_rank": 1
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+              {
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+                "formation_row": null,
+                "slot_index": null,
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+          "unavailable": {
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+            "players": [
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+                "raw_text": "Boey(nicht berücksichtigt),",
+                "name": "Boey",
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+                "player_url": "https://www.kicker.de/sacha-boey/spieler/bundesliga/2026-27/fc-bayern-muenchen"
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+              {
+                "raw_text": "Santos(Aufbautraining)",
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+                "player_url": "https://www.kicker.de/david-daiber/spieler/bundesliga/2026-27/fc-bayern-muenchen"
+              }
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+        }
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+      "kicker_details": {
+        "fixture_url": "https://www.kicker.de/elversberg-gegen-bayern-2026-bundesliga-5226835/aufstellung",
+        "schedule_row_text": "SV Elversberg Elversberg So. 17:30 Bayern München Bayern Vorschau",
+        "lineup_block_count": 2,
+        "explanations": [
+          {
+            "outer_html": "
Zum Spiel
Krattenmacher hat sich mit zwei Toren beim 4:3-Sieg in Gladbach für die linke offensive Außenbahn empfohlen, wegen seiner muskulären Probleme in der Saisonvorbereitung könnte ein Startelfeinsatz aber noch zu früh kommen.
",
+            "text": "Zum Spiel Krattenmacher hat sich mit zwei Toren beim 4:3-Sieg in Gladbach für die linke offensive Außenbahn empfohlen, wegen seiner muskulären Probleme in der Saisonvorbereitung könnte ein Startelfeinsatz aber noch zu früh kommen."
+          },
+          {
+            "outer_html": "
Zum Spiel
In einer Woche mit drei Spielen dürfte Trainer Kompany wieder zur leichten Rotation greifen. 
",
+            "text": "Zum Spiel In einer Woche mit drei Spielen dürfte Trainer Kompany wieder zur leichten Rotation greifen."
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260904_165856.json b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260904_165856.json
new file mode 100644
index 0000000..576595c
--- /dev/null
+++ b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260904_165856.json
@@ -0,0 +1,2939 @@
+{
+  "metadata": {
+    "source": "LigaInsider",
+    "source_url": "https://www.ligainsider.de/",
+    "captured_at": "2026-09-04T16:58:56+02:00",
+    "capture_finished_at": "2026-09-04T16:59:28+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 250,
+    "team_page_count": 18,
+    "team_pages": {
+      "Bayern München": "https://www.ligainsider.de/fc-bayern-muenchen/1/",
+      "Borussia Dortmund": "https://www.ligainsider.de/borussia-dortmund/14/",
+      "RB Leipzig": "https://www.ligainsider.de/rb-leipzig/1311/",
+      "VfB Stuttgart": "https://www.ligainsider.de/vfb-stuttgart/12/",
+      "TSG Hoffenheim": "https://www.ligainsider.de/tsg-hoffenheim/10/",
+      "Bayer 04 Leverkusen": "https://www.ligainsider.de/bayer-04-leverkusen/4/",
+      "SC Freiburg": "https://www.ligainsider.de/sc-freiburg/18/",
+      "Eintracht Frankfurt": "https://www.ligainsider.de/eintracht-frankfurt/3/",
+      "FC Augsburg": "https://www.ligainsider.de/fc-augsburg/21/",
+      "FSV Mainz 05": "https://www.ligainsider.de/1-fsv-mainz-05/17/",
+      "1. FC Union Berlin": "https://www.ligainsider.de/1-fc-union-berlin/1246/",
+      "Borussia Mönchengladbach": "https://www.ligainsider.de/borussia-moenchengladbach/5/",
+      "Hamburger SV": "https://www.ligainsider.de/hamburger-sv/9/",
+      "1. FC Köln": "https://www.ligainsider.de/1-fc-koeln/15/",
+      "SV Werder Bremen": "https://www.ligainsider.de/sv-werder-bremen/2/",
+      "Schalke 04": "https://www.ligainsider.de/fc-schalke-04/13/",
+      "SV 07 Elversberg": "https://www.ligainsider.de/sv-07-elversberg/1331/",
+      "SC Paderborn": "https://www.ligainsider.de/sc-paderborn-07/1249/"
+    },
+    "skipped_teams": [],
+    "unmatched_teams": []
+  },
+  "matches": [
+    {
+      "match_time": "2026-09-04T20:30+02:00",
+      "home": {
+        "team_name": "VfB Stuttgart",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Fabian Bredlow",
+            "displayed_name": "Bredlow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 6395,
+            "player_url": "https://www.ligainsider.de/fabian-bredlow_6395/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Josha Vagnoman",
+            "displayed_name": "Vagnoman",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 18427,
+            "player_url": "https://www.ligainsider.de/josha-vagnoman_18427/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Finn Jeltsch",
+            "displayed_name": "Jeltsch",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 36816,
+            "player_url": "https://www.ligainsider.de/finn-jeltsch_36816/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Julian Chabot",
+            "displayed_name": "Chabot",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 12583,
+            "player_url": "https://www.ligainsider.de/julian-chabot_12583/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Maximilian Mittelstaedt",
+            "displayed_name": "Mittelstädt",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 6206,
+            "player_url": "https://www.ligainsider.de/maximilian-mittelstaedt_6206/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Grischa Proemel",
+            "displayed_name": "Prömel",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 5816,
+            "player_url": "https://www.ligainsider.de/grischa-proemel_5816/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Deniz Undav",
+            "displayed_name": "Undav",
+            "position": "AMC",
+            "injury_status": null,
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+            "full_name": "Fares Chaibi",
+            "displayed_name": "Chaïbi",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 35910,
+            "player_url": "https://www.ligainsider.de/fares-chaibi_35910/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Oscar Hoejlund",
+            "displayed_name": "Højlund",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 37210,
+            "player_url": "https://www.ligainsider.de/oscar-hoejlund_37210/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Mario Goetze",
+            "displayed_name": "Götze",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 501,
+            "player_url": "https://www.ligainsider.de/mario-goetze_501/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 3
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "Onyedika",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 26786,
+            "player_url": "https://www.ligainsider.de/raphael-onyedika_26786/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 35949,
+            "player_url": "https://www.ligainsider.de/can-uzun_35949/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Ebnoutalib",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 38489,
+            "player_url": "https://www.ligainsider.de/younes-ebnoutalib_38489/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "Burkardt",
+            "position": "FWCL",
+            "injury_status": null,
+            "player_id": 19272,
+            "player_url": "https://www.ligainsider.de/jonathan-burkardt_19272/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Augsburg",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 18728,
+            "player_url": "https://www.ligainsider.de/finn-dahmen_18728/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "Banks",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 37195,
+            "player_url": "https://www.ligainsider.de/noahkai-banks_37195/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jeffrey Gouweleeuw",
+            "displayed_name": "Gouweleeuw",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 1851,
+            "player_url": "https://www.ligainsider.de/jeffrey-gouweleeuw_1851/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Chrislain Matsima",
+            "displayed_name": "Matsima",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 26695,
+            "player_url": "https://www.ligainsider.de/chrislain-matsima_26695/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "Brackelmann",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 12771,
+            "player_url": "https://www.ligainsider.de/calvin-brackelmann_12771/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Marius Wolf",
+            "displayed_name": "Wolf",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 5670,
+            "player_url": "https://www.ligainsider.de/marius-wolf_5670/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Mert Koemuer",
+            "displayed_name": "Kömür",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 27169,
+            "player_url": "https://www.ligainsider.de/mert-koemuer_27169/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Han Noah Massengo",
+            "displayed_name": "Massengo",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 35978,
+            "player_url": "https://www.ligainsider.de/han-noah-massengo_35978/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Fabian Rieder",
+            "displayed_name": "Rieder",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 25579,
+            "player_url": "https://www.ligainsider.de/fabian-rieder_25579/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "Behrens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 37221,
+            "player_url": "https://www.ligainsider.de/hennes-behrens_37221/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Arijon Ibrahimovic",
+            "displayed_name": "Ibrahimović",
+            "position": "AMCR",
+            "injury_status": null,
+            "player_id": 27354,
+            "player_url": "https://www.ligainsider.de/arijon-ibrahimovic_27354/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Anton Kade",
+            "displayed_name": "Kade",
+            "position": "AMCR",
+            "injury_status": "QUES",
+            "player_id": 26138,
+            "player_url": "https://www.ligainsider.de/anton-kade_26138/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Michael Gregoritsch",
+            "displayed_name": "Gregoritsch",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 1512,
+            "player_url": "https://www.ligainsider.de/michael-gregoritsch_1512/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Robin Fellhauer",
+            "displayed_name": "Fellhauer",
+            "position": "AMCL",
+            "injury_status": null,
+            "player_id": 24864,
+            "player_url": "https://www.ligainsider.de/robin-fellhauer_24864/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260904_173905.json b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260904_173905.json
new file mode 100644
index 0000000..287fdff
--- /dev/null
+++ b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260904_173905.json
@@ -0,0 +1,2928 @@
+{
+  "metadata": {
+    "source": "LigaInsider",
+    "source_url": "https://www.ligainsider.de/",
+    "captured_at": "2026-09-04T17:39:05+02:00",
+    "capture_finished_at": "2026-09-04T17:39:34+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 249,
+    "team_page_count": 18,
+    "team_pages": {
+      "Bayern München": "https://www.ligainsider.de/fc-bayern-muenchen/1/",
+      "Borussia Dortmund": "https://www.ligainsider.de/borussia-dortmund/14/",
+      "RB Leipzig": "https://www.ligainsider.de/rb-leipzig/1311/",
+      "VfB Stuttgart": "https://www.ligainsider.de/vfb-stuttgart/12/",
+      "TSG Hoffenheim": "https://www.ligainsider.de/tsg-hoffenheim/10/",
+      "Bayer 04 Leverkusen": "https://www.ligainsider.de/bayer-04-leverkusen/4/",
+      "SC Freiburg": "https://www.ligainsider.de/sc-freiburg/18/",
+      "Eintracht Frankfurt": "https://www.ligainsider.de/eintracht-frankfurt/3/",
+      "FC Augsburg": "https://www.ligainsider.de/fc-augsburg/21/",
+      "FSV Mainz 05": "https://www.ligainsider.de/1-fsv-mainz-05/17/",
+      "1. FC Union Berlin": "https://www.ligainsider.de/1-fc-union-berlin/1246/",
+      "Borussia Mönchengladbach": "https://www.ligainsider.de/borussia-moenchengladbach/5/",
+      "Hamburger SV": "https://www.ligainsider.de/hamburger-sv/9/",
+      "1. FC Köln": "https://www.ligainsider.de/1-fc-koeln/15/",
+      "SV Werder Bremen": "https://www.ligainsider.de/sv-werder-bremen/2/",
+      "Schalke 04": "https://www.ligainsider.de/fc-schalke-04/13/",
+      "SV 07 Elversberg": "https://www.ligainsider.de/sv-07-elversberg/1331/",
+      "SC Paderborn": "https://www.ligainsider.de/sc-paderborn-07/1249/"
+    },
+    "skipped_teams": [],
+    "unmatched_teams": []
+  },
+  "matches": [
+    {
+      "match_time": "2026-09-04T20:30+02:00",
+      "home": {
+        "team_name": "VfB Stuttgart",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Fabian Bredlow",
+            "displayed_name": "Bredlow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 6395,
+            "player_url": "https://www.ligainsider.de/fabian-bredlow_6395/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Josha Vagnoman",
+            "displayed_name": "Vagnoman",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 18427,
+            "player_url": "https://www.ligainsider.de/josha-vagnoman_18427/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Ramon Hendriks",
+            "displayed_name": "Hendriks",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 23957,
+            "player_url": "https://www.ligainsider.de/ramon-hendriks_23957/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Finn Jeltsch",
+            "displayed_name": "Jeltsch",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 36816,
+            "player_url": "https://www.ligainsider.de/finn-jeltsch_36816/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Julian Chabot",
+            "displayed_name": "Chabot",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 12583,
+            "player_url": "https://www.ligainsider.de/julian-chabot_12583/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Maximilian Mittelstaedt",
+            "displayed_name": "Mittelstädt",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 6206,
+            "player_url": "https://www.ligainsider.de/maximilian-mittelstaedt_6206/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Grischa Proemel",
+            "displayed_name": "Prömel",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 5816,
+            "player_url": "https://www.ligainsider.de/grischa-proemel_5816/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Deniz Undav",
+            "displayed_name": "Undav",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 19154,
+            "player_url": "https://www.ligainsider.de/deniz-undav_19154/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Angelo Stiller",
+            "displayed_name": "Stiller",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 20766,
+            "player_url": "https://www.ligainsider.de/angelo-stiller_20766/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jamie Leweling",
+            "displayed_name": "Leweling",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 21336,
+            "player_url": "https://www.ligainsider.de/jamie-leweling_21336/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Bilal El Khannouss",
+            "displayed_name": "El Khannouss",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 37086,
+            "player_url": "https://www.ligainsider.de/bilal-el-khannouss_37086/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Dzenan Pejcinovic",
+            "displayed_name": "Pejčinović",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 26158,
+            "player_url": "https://www.ligainsider.de/dzenan-pejcinovic_26158/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Chris Fuehrich",
+            "displayed_name": "Führich",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 18542,
+            "player_url": "https://www.ligainsider.de/chris-fuehrich_18542/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "1. FC Köln",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Marvin Schwaebe",
+            "displayed_name": "Schwäbe",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 2626,
+            "player_url": "https://www.ligainsider.de/marvin-schwaebe_2626/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Alessio Castro Montes",
+            "displayed_name": "Castro-Montes",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 22736,
+            "player_url": "https://www.ligainsider.de/alessio-castro-montes_22736/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jahmai Simpson Pusey",
+            "displayed_name": "Simpson-Pusey",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 38128,
+            "player_url": "https://www.ligainsider.de/jahmai-simpson-pusey_38128/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Luka Lochoshvili",
+            "displayed_name": "Lochoshvili",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 23949,
+            "player_url": "https://www.ligainsider.de/luka-lochoshvili_23949/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Gideon Mensah",
+            "displayed_name": "Mensah",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 16759,
+            "player_url": "https://www.ligainsider.de/gideon-mensah_16759/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Tom Krauss",
+            "displayed_name": "Krauß",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 20244,
+            "player_url": "https://www.ligainsider.de/tom-krauss_20244/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Isak Johannesson",
+            "displayed_name": "Jóhannesson",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 35249,
+            "player_url": "https://www.ligainsider.de/isak-johannesson_35249/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Ellyes Skhiri",
+            "displayed_name": "Skhiri",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 20776,
+            "player_url": "https://www.ligainsider.de/ellyes-skhiri_20776/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Paul Okon Engstler",
+            "displayed_name": "Okon-Engstler",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 38936,
+            "player_url": "https://www.ligainsider.de/paul-okon-engstler_38936/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Linton Maina",
+            "displayed_name": "Maina",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 18217,
+            "player_url": "https://www.ligainsider.de/linton-maina_18217/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Ragnar Ache",
+            "displayed_name": "Ache",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 23720,
+            "player_url": "https://www.ligainsider.de/ragnar-ache_23720/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Mikey Moore",
+            "displayed_name": "Moore",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 38448,
+            "player_url": "https://www.ligainsider.de/mikey-moore_38448/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jan Thielmann",
+            "displayed_name": "Thielmann",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 21998,
+            "player_url": "https://www.ligainsider.de/jan-thielmann_21998/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "2026-09-05T15:30+02:00",
+      "home": {
+        "team_name": "Bayer 04 Leverkusen",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Mark Flekken",
+            "displayed_name": "Flekken",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 4530,
+            "player_url": "https://www.ligainsider.de/mark-flekken_4530/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jarell Quansah",
+            "displayed_name": "Quansah",
+            "position": "DR",
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+          {
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+            "player_url": "https://www.ligainsider.de/fabio-gruber_26579/",
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+          {
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+            "player_id": 12798,
+            "player_url": "https://www.ligainsider.de/stefan-posch_12798/",
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+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Kacper Potulski",
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+            "player_id": 38608,
+            "player_url": "https://www.ligainsider.de/kacper-potulski_38608/",
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+          },
+          {
+            "full_name": "Anthony Caci",
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+            "starting_probability_rank": 1
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+          {
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+            "player_id": 21202,
+            "player_url": "https://www.ligainsider.de/jaesung-lee_21202/",
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+            "starting_probability_rank": 1
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+          {
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+            "player_id": 36958,
+            "player_url": "https://www.ligainsider.de/kaishu-sano_36958/",
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+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nadiem Amiri",
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+            "player_id": 5815,
+            "player_url": "https://www.ligainsider.de/nadiem-amiri_5815/",
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+            "starting_probability_rank": 1
+          },
+          {
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+            "player_id": 2723,
+            "player_url": "https://www.ligainsider.de/phillipp-mwene_2723/",
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+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Sheraldo Becker",
+            "displayed_name": "Becker",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 20640,
+            "player_url": "https://www.ligainsider.de/sheraldo-becker_20640/",
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+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Phillip Tietz",
+            "displayed_name": "Tietz",
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+            "injury_status": null,
+            "player_id": 7480,
+            "player_url": "https://www.ligainsider.de/phillip-tietz_7480/",
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+            "starting_probability_rank": 1
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "2026-09-06T17:30+02:00",
+      "home": {
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+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
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+            "displayed_name": "Atubolu",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 22000,
+            "player_url": "https://www.ligainsider.de/noah-atubolu_22000/",
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+          },
+          {
+            "full_name": "Elias Baum",
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+            "player_id": 35727,
+            "player_url": "https://www.ligainsider.de/elias-baum_35727/",
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+          },
+          {
+            "full_name": "Robin Koch",
+            "displayed_name": "Koch",
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+            "player_id": 12490,
+            "player_url": "https://www.ligainsider.de/robin-koch_12490/",
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+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jeremiaha Maluze",
+            "displayed_name": "Maluze",
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+            "injury_status": null,
+            "player_id": 38581,
+            "player_url": "https://www.ligainsider.de/jeremiaha-maluze_38581/",
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+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lilian Brassier",
+            "displayed_name": "Brassier",
+            "position": "DCL",
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+            "player_id": 24489,
+            "player_url": "https://www.ligainsider.de/lilian-brassier_24489/",
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+          {
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+            "player_id": 38762,
+            "player_url": "https://www.ligainsider.de/keita-kosugi_38762/",
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+            "starting_probability_rank": 1
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+          {
+            "full_name": "Ritsu Doan",
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+            "player_id": 22974,
+            "player_url": "https://www.ligainsider.de/ritsu-doan_22974/",
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+          },
+          {
+            "full_name": "Ayoube Amaimouni Echghouyab",
+            "displayed_name": "Amaimouni",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 38710,
+            "player_url": "https://www.ligainsider.de/ayoube-amaimouni-echghouyab_38710/",
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+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Fares Chaibi",
+            "displayed_name": "Chaïbi",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 35910,
+            "player_url": "https://www.ligainsider.de/fares-chaibi_35910/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Oscar Hoejlund",
+            "displayed_name": "Højlund",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 37210,
+            "player_url": "https://www.ligainsider.de/oscar-hoejlund_37210/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Mario Goetze",
+            "displayed_name": "Götze",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 501,
+            "player_url": "https://www.ligainsider.de/mario-goetze_501/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 3
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "Onyedika",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 26786,
+            "player_url": "https://www.ligainsider.de/raphael-onyedika_26786/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 35949,
+            "player_url": "https://www.ligainsider.de/can-uzun_35949/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Ebnoutalib",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 38489,
+            "player_url": "https://www.ligainsider.de/younes-ebnoutalib_38489/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "Burkardt",
+            "position": "FWCL",
+            "injury_status": null,
+            "player_id": 19272,
+            "player_url": "https://www.ligainsider.de/jonathan-burkardt_19272/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Augsburg",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 18728,
+            "player_url": "https://www.ligainsider.de/finn-dahmen_18728/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "Banks",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 37195,
+            "player_url": "https://www.ligainsider.de/noahkai-banks_37195/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jeffrey Gouweleeuw",
+            "displayed_name": "Gouweleeuw",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 1851,
+            "player_url": "https://www.ligainsider.de/jeffrey-gouweleeuw_1851/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Chrislain Matsima",
+            "displayed_name": "Matsima",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 26695,
+            "player_url": "https://www.ligainsider.de/chrislain-matsima_26695/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "Brackelmann",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 12771,
+            "player_url": "https://www.ligainsider.de/calvin-brackelmann_12771/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Marius Wolf",
+            "displayed_name": "Wolf",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 5670,
+            "player_url": "https://www.ligainsider.de/marius-wolf_5670/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Mert Koemuer",
+            "displayed_name": "Kömür",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 27169,
+            "player_url": "https://www.ligainsider.de/mert-koemuer_27169/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Han Noah Massengo",
+            "displayed_name": "Massengo",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 35978,
+            "player_url": "https://www.ligainsider.de/han-noah-massengo_35978/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Fabian Rieder",
+            "displayed_name": "Rieder",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 25579,
+            "player_url": "https://www.ligainsider.de/fabian-rieder_25579/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "Behrens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 37221,
+            "player_url": "https://www.ligainsider.de/hennes-behrens_37221/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Arijon Ibrahimovic",
+            "displayed_name": "Ibrahimović",
+            "position": "AMCR",
+            "injury_status": null,
+            "player_id": 27354,
+            "player_url": "https://www.ligainsider.de/arijon-ibrahimovic_27354/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Anton Kade",
+            "displayed_name": "Kade",
+            "position": "AMCR",
+            "injury_status": "QUES",
+            "player_id": 26138,
+            "player_url": "https://www.ligainsider.de/anton-kade_26138/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Michael Gregoritsch",
+            "displayed_name": "Gregoritsch",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 1512,
+            "player_url": "https://www.ligainsider.de/michael-gregoritsch_1512/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Robin Fellhauer",
+            "displayed_name": "Fellhauer",
+            "position": "AMCL",
+            "injury_status": null,
+            "player_id": 24864,
+            "player_url": "https://www.ligainsider.de/robin-fellhauer_24864/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260909_134039.json b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260909_134039.json
new file mode 100644
index 0000000..abdcf00
--- /dev/null
+++ b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260909_134039.json
@@ -0,0 +1,2862 @@
+{
+  "metadata": {
+    "source": "LigaInsider",
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+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Florian Le Joncour",
+            "displayed_name": "Le Joncour",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 37052,
+            "player_url": "https://www.ligainsider.de/florian-le-joncour_37052/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Maximilian Rohr",
+            "displayed_name": "Rohr",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 24711,
+            "player_url": "https://www.ligainsider.de/maximilian-rohr_24711/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lasse Guenther",
+            "displayed_name": "Günther",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 26087,
+            "player_url": "https://www.ligainsider.de/lasse-guenther_26087/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Felix Keidel",
+            "displayed_name": "Keidel",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 27483,
+            "player_url": "https://www.ligainsider.de/felix-keidel_27483/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Francis Onyeka",
+            "displayed_name": "Onyeka",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 36948,
+            "player_url": "https://www.ligainsider.de/francis-onyeka_36948/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lukasz Poreba",
+            "displayed_name": "Poręba",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 36788,
+            "player_url": "https://www.ligainsider.de/lukasz-poreba_36788/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lukas Petkov",
+            "displayed_name": "Petkov",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 20088,
+            "player_url": "https://www.ligainsider.de/lukas-petkov_20088/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "David Mokwa",
+            "displayed_name": "Mokwa",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 35765,
+            "player_url": "https://www.ligainsider.de/david-mokwa_35765/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Cole Campbell",
+            "displayed_name": "Campbell",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 36946,
+            "player_url": "https://www.ligainsider.de/cole-campbell_36946/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayern München",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Manuel Neuer",
+            "displayed_name": "Neuer",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 114,
+            "player_url": "https://www.ligainsider.de/manuel-neuer_114/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jonas Urbig",
+            "displayed_name": "Urbig",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 26101,
+            "player_url": "https://www.ligainsider.de/jonas-urbig_26101/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Josip Stanisic",
+            "displayed_name": "Stanišić",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 20102,
+            "player_url": "https://www.ligainsider.de/josip-stanisic_20102/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Konrad Laimer",
+            "displayed_name": "Laimer",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 6324,
+            "player_url": "https://www.ligainsider.de/konrad-laimer_6324/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Dayot Upamecano",
+            "displayed_name": "Upamecano",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 11541,
+            "player_url": "https://www.ligainsider.de/dayot-upamecano_11541/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Minjae Kim",
+            "displayed_name": "Minjae",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 27022,
+            "player_url": "https://www.ligainsider.de/minjae-kim_27022/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Jonathan Tah",
+            "displayed_name": "Tah",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 2385,
+            "player_url": "https://www.ligainsider.de/jonathan-tah_2385/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Alphonso Davies",
+            "displayed_name": "Davies",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 20098,
+            "player_url": "https://www.ligainsider.de/alphonso-davies_20098/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nathaniel Brown",
+            "displayed_name": "Brown",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 35857,
+            "player_url": "https://www.ligainsider.de/nathaniel-brown_35857/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Joshua Kimmich",
+            "displayed_name": "Kimmich",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 5768,
+            "player_url": "https://www.ligainsider.de/joshua-kimmich_5768/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Ismael Saibari",
+            "displayed_name": "Saibari",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 25609,
+            "player_url": "https://www.ligainsider.de/ismael-saibari_25609/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Aleksandar Pavlovic",
+            "displayed_name": "Pavlović",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 35918,
+            "player_url": "https://www.ligainsider.de/aleksandar-pavlovic_35918/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Tom Bischof",
+            "displayed_name": "Bischof",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 26133,
+            "player_url": "https://www.ligainsider.de/tom-bischof_26133/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Michael Olise",
+            "displayed_name": "Olise",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 37170,
+            "player_url": "https://www.ligainsider.de/michael-olise_37170/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lennart Karl",
+            "displayed_name": "Karl",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 38411,
+            "player_url": "https://www.ligainsider.de/lennart-karl_38411/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Harry Kane",
+            "displayed_name": "Kane",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 4828,
+            "player_url": "https://www.ligainsider.de/harry-kane_4828/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Luis Diaz",
+            "displayed_name": "Luis Díaz",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 22566,
+            "player_url": "https://www.ligainsider.de/luis-diaz_22566/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jamal Musiala",
+            "displayed_name": "Musiala",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 24149,
+            "player_url": "https://www.ligainsider.de/jamal-musiala_24149/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260910_134827.json b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260910_134827.json
new file mode 100644
index 0000000..b0645ec
--- /dev/null
+++ b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260910_134827.json
@@ -0,0 +1,2840 @@
+{
+  "metadata": {
+    "source": "LigaInsider",
+    "source_url": "https://www.ligainsider.de/",
+    "captured_at": "2026-09-10T13:48:27+02:00",
+    "capture_finished_at": "2026-09-10T13:49:18+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 241,
+    "team_page_count": 18,
+    "team_pages": {
+      "Bayern München": "https://www.ligainsider.de/fc-bayern-muenchen/1/",
+      "Borussia Dortmund": "https://www.ligainsider.de/borussia-dortmund/14/",
+      "RB Leipzig": "https://www.ligainsider.de/rb-leipzig/1311/",
+      "VfB Stuttgart": "https://www.ligainsider.de/vfb-stuttgart/12/",
+      "TSG Hoffenheim": "https://www.ligainsider.de/tsg-hoffenheim/10/",
+      "Bayer 04 Leverkusen": "https://www.ligainsider.de/bayer-04-leverkusen/4/",
+      "SC Freiburg": "https://www.ligainsider.de/sc-freiburg/18/",
+      "Eintracht Frankfurt": "https://www.ligainsider.de/eintracht-frankfurt/3/",
+      "FC Augsburg": "https://www.ligainsider.de/fc-augsburg/21/",
+      "FSV Mainz 05": "https://www.ligainsider.de/1-fsv-mainz-05/17/",
+      "1. FC Union Berlin": "https://www.ligainsider.de/1-fc-union-berlin/1246/",
+      "Borussia Mönchengladbach": "https://www.ligainsider.de/borussia-moenchengladbach/5/",
+      "Hamburger SV": "https://www.ligainsider.de/hamburger-sv/9/",
+      "1. FC Köln": "https://www.ligainsider.de/1-fc-koeln/15/",
+      "SV Werder Bremen": "https://www.ligainsider.de/sv-werder-bremen/2/",
+      "Schalke 04": "https://www.ligainsider.de/fc-schalke-04/13/",
+      "SV 07 Elversberg": "https://www.ligainsider.de/sv-07-elversberg/1331/",
+      "SC Paderborn": "https://www.ligainsider.de/sc-paderborn-07/1249/"
+    },
+    "skipped_teams": [],
+    "unmatched_teams": []
+  },
+  "matches": [
+    {
+      "match_time": "2026-09-11T20:30+02:00",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Frederik Roennow",
+            "displayed_name": "Rønnow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 7943,
+            "player_url": "https://www.ligainsider.de/frederik-roennow_7943/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Josip Juranovic",
+            "displayed_name": "Juranović",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 26979,
+            "player_url": "https://www.ligainsider.de/josip-juranovic_26979/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Zeno Van Den Bosch",
+            "displayed_name": "Van Den Bosch",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 25990,
+            "player_url": "https://www.ligainsider.de/zeno-van-den-bosch_25990/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Felix Uduokhai",
+            "displayed_name": "Uduokhai",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 7041,
+            "player_url": "https://www.ligainsider.de/felix-uduokhai_7041/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Leopold Querfeld",
+            "displayed_name": "Querfeld",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 27234,
+            "player_url": "https://www.ligainsider.de/leopold-querfeld_27234/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Tom Rothe",
+            "displayed_name": "Rothe",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 26243,
+            "player_url": "https://www.ligainsider.de/tom-rothe_26243/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Michel Aebischer",
+            "displayed_name": "Aebischer",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 12508,
+            "player_url": "https://www.ligainsider.de/michel-aebischer_12508/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Wooyeong Jeong",
+            "displayed_name": "Jeong",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 14145,
+            "player_url": "https://www.ligainsider.de/wooyeong-jeong_14145/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Rani Khedira",
+            "displayed_name": "Khedira",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 2122,
+            "player_url": "https://www.ligainsider.de/rani-khedira_2122/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Aljoscha Kemlein",
+            "displayed_name": "Kemlein",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 27560,
+            "player_url": "https://www.ligainsider.de/aljoscha-kemlein_27560/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Livan Burcu",
+            "displayed_name": "Burcu",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 36114,
+            "player_url": "https://www.ligainsider.de/livan-burcu_36114/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Andras Schaefer",
+            "displayed_name": "Schäfer",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 27369,
+            "player_url": "https://www.ligainsider.de/andras-schaefer_27369/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Emmanuel Latte Lath",
+            "displayed_name": "Latte Lath",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 24183,
+            "player_url": "https://www.ligainsider.de/emmanuel-latte-lath_24183/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Tim Skarke",
+            "displayed_name": "Skarke",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 6374,
+            "player_url": "https://www.ligainsider.de/tim-skarke_6374/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Marin Ljubicic",
+            "displayed_name": "Ljubičić",
+            "position": "FWCL",
+            "injury_status": null,
+            "player_id": 36465,
+            "player_url": "https://www.ligainsider.de/marin-ljubicic_36465/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Loris Karius",
+            "displayed_name": "Karius",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 1641,
+            "player_url": "https://www.ligainsider.de/loris-karius_1641/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Timo Becker",
+            "displayed_name": "T. Becker",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 11068,
+            "player_url": "https://www.ligainsider.de/timo-becker_11068/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nikola Katic",
+            "displayed_name": "Katić",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23002,
+            "player_url": "https://www.ligainsider.de/nikola-katic_23002/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Hasan Kurucay",
+            "displayed_name": "Kuruçay",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 35927,
+            "player_url": "https://www.ligainsider.de/hasan-kurucay_35927/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Junior Dina Ebimbe",
+            "displayed_name": "Dina Ebimbe",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 26881,
+            "player_url": "https://www.ligainsider.de/junior-dina-ebimbe_26881/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Kenan Karaman",
+            "displayed_name": "Karaman",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 2676,
+            "player_url": "https://www.ligainsider.de/kenan-karaman_2676/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Soufiane El Faouzi",
+            "displayed_name": "El-Faouzi",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 26067,
+            "player_url": "https://www.ligainsider.de/soufiane-el-faouzi_26067/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
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+          {
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+          {
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+          {
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+        ]
+      },
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+          },
+          {
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+          {
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+            "player_url": "https://www.ligainsider.de/sebastiaan-bornauw_18822/",
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+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Zakaria El Ouahdi",
+            "displayed_name": "El Ouahdi",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 38592,
+            "player_url": "https://www.ligainsider.de/zakaria-el-ouahdi_38592/",
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+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Albert Sambi Lokonga",
+            "displayed_name": "Sambi",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 18447,
+            "player_url": "https://www.ligainsider.de/albert-sambi-lokonga_18447/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nicolai Remberg",
+            "displayed_name": "Remberg",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 26449,
+            "player_url": "https://www.ligainsider.de/nicolai-remberg_26449/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "David Moller Wolfe",
+            "displayed_name": "Møller Wolfe",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 37717,
+            "player_url": "https://www.ligainsider.de/david-moller-wolfe_37717/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Fabio Vieira",
+            "displayed_name": "Fábio Vieira",
+            "position": "AMCR",
+            "injury_status": null,
+            "player_id": 24438,
+            "player_url": "https://www.ligainsider.de/fabio-vieira_24438/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Patson Daka",
+            "displayed_name": "Daka",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 16774,
+            "player_url": "https://www.ligainsider.de/patson-daka_16774/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Terem Moffi",
+            "displayed_name": "Moffi",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 39019,
+            "player_url": "https://www.ligainsider.de/terem-moffi_39019/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Albert Groenbaek",
+            "displayed_name": "Grønbæk",
+            "position": "AMCL",
+            "injury_status": null,
+            "player_id": 35437,
+            "player_url": "https://www.ligainsider.de/albert-groenbaek_35437/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "2026-09-13T17:30+02:00",
+      "home": {
+        "team_name": "SV 07 Elversberg",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Nicolas Kristof",
+            "displayed_name": "Kristof",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 26473,
+            "player_url": "https://www.ligainsider.de/nicolas-kristof_26473/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jan Gyamerah",
+            "displayed_name": "Gyamerah",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 5825,
+            "player_url": "https://www.ligainsider.de/jan-gyamerah_5825/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Luca Sirch",
+            "displayed_name": "Sirch",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 26346,
+            "player_url": "https://www.ligainsider.de/luca-sirch_26346/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Lukas Pinckert",
+            "displayed_name": "Pinckert",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 38539,
+            "player_url": "https://www.ligainsider.de/lukas-pinckert_38539/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Florian Le Joncour",
+            "displayed_name": "Le Joncour",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 37052,
+            "player_url": "https://www.ligainsider.de/florian-le-joncour_37052/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Maximilian Rohr",
+            "displayed_name": "Rohr",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 24711,
+            "player_url": "https://www.ligainsider.de/maximilian-rohr_24711/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lasse Guenther",
+            "displayed_name": "Günther",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 26087,
+            "player_url": "https://www.ligainsider.de/lasse-guenther_26087/",
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+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Felix Keidel",
+            "displayed_name": "Keidel",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 27483,
+            "player_url": "https://www.ligainsider.de/felix-keidel_27483/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Francis Onyeka",
+            "displayed_name": "Onyeka",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 36948,
+            "player_url": "https://www.ligainsider.de/francis-onyeka_36948/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lukasz Poreba",
+            "displayed_name": "Poręba",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 36788,
+            "player_url": "https://www.ligainsider.de/lukasz-poreba_36788/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lukas Petkov",
+            "displayed_name": "Petkov",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 20088,
+            "player_url": "https://www.ligainsider.de/lukas-petkov_20088/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "David Mokwa",
+            "displayed_name": "Mokwa",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 35765,
+            "player_url": "https://www.ligainsider.de/david-mokwa_35765/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Cole Campbell",
+            "displayed_name": "Campbell",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 36946,
+            "player_url": "https://www.ligainsider.de/cole-campbell_36946/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayern München",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Manuel Neuer",
+            "displayed_name": "Neuer",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 114,
+            "player_url": "https://www.ligainsider.de/manuel-neuer_114/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jonas Urbig",
+            "displayed_name": "Urbig",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 26101,
+            "player_url": "https://www.ligainsider.de/jonas-urbig_26101/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Josip Stanisic",
+            "displayed_name": "Stanišić",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 20102,
+            "player_url": "https://www.ligainsider.de/josip-stanisic_20102/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Konrad Laimer",
+            "displayed_name": "Laimer",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 6324,
+            "player_url": "https://www.ligainsider.de/konrad-laimer_6324/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Dayot Upamecano",
+            "displayed_name": "Upamecano",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 11541,
+            "player_url": "https://www.ligainsider.de/dayot-upamecano_11541/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Minjae Kim",
+            "displayed_name": "Minjae",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 27022,
+            "player_url": "https://www.ligainsider.de/minjae-kim_27022/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Jonathan Tah",
+            "displayed_name": "Tah",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 2385,
+            "player_url": "https://www.ligainsider.de/jonathan-tah_2385/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Alphonso Davies",
+            "displayed_name": "Davies",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 20098,
+            "player_url": "https://www.ligainsider.de/alphonso-davies_20098/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nathaniel Brown",
+            "displayed_name": "Brown",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 35857,
+            "player_url": "https://www.ligainsider.de/nathaniel-brown_35857/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Joshua Kimmich",
+            "displayed_name": "Kimmich",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 5768,
+            "player_url": "https://www.ligainsider.de/joshua-kimmich_5768/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Ismael Saibari",
+            "displayed_name": "Saibari",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 25609,
+            "player_url": "https://www.ligainsider.de/ismael-saibari_25609/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Aleksandar Pavlovic",
+            "displayed_name": "Pavlović",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 35918,
+            "player_url": "https://www.ligainsider.de/aleksandar-pavlovic_35918/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Tom Bischof",
+            "displayed_name": "Bischof",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 26133,
+            "player_url": "https://www.ligainsider.de/tom-bischof_26133/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Michael Olise",
+            "displayed_name": "Olise",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 37170,
+            "player_url": "https://www.ligainsider.de/michael-olise_37170/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lennart Karl",
+            "displayed_name": "Karl",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 38411,
+            "player_url": "https://www.ligainsider.de/lennart-karl_38411/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Harry Kane",
+            "displayed_name": "Kane",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 4828,
+            "player_url": "https://www.ligainsider.de/harry-kane_4828/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Luis Diaz",
+            "displayed_name": "Luis Díaz",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 22566,
+            "player_url": "https://www.ligainsider.de/luis-diaz_22566/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jamal Musiala",
+            "displayed_name": "Musiala",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 24149,
+            "player_url": "https://www.ligainsider.de/jamal-musiala_24149/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260910_173302.json b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260910_173302.json
new file mode 100644
index 0000000..f5963cf
--- /dev/null
+++ b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260910_173302.json
@@ -0,0 +1,2851 @@
+{
+  "metadata": {
+    "source": "LigaInsider",
+    "source_url": "https://www.ligainsider.de/",
+    "captured_at": "2026-09-10T17:33:02+02:00",
+    "capture_finished_at": "2026-09-10T17:33:21+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 242,
+    "team_page_count": 18,
+    "team_pages": {
+      "Bayern München": "https://www.ligainsider.de/fc-bayern-muenchen/1/",
+      "Borussia Dortmund": "https://www.ligainsider.de/borussia-dortmund/14/",
+      "RB Leipzig": "https://www.ligainsider.de/rb-leipzig/1311/",
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+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Felix Keidel",
+            "displayed_name": "Keidel",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 27483,
+            "player_url": "https://www.ligainsider.de/felix-keidel_27483/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Francis Onyeka",
+            "displayed_name": "Onyeka",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 36948,
+            "player_url": "https://www.ligainsider.de/francis-onyeka_36948/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lukasz Poreba",
+            "displayed_name": "Poręba",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 36788,
+            "player_url": "https://www.ligainsider.de/lukasz-poreba_36788/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lukas Petkov",
+            "displayed_name": "Petkov",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 20088,
+            "player_url": "https://www.ligainsider.de/lukas-petkov_20088/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "David Mokwa",
+            "displayed_name": "Mokwa",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 35765,
+            "player_url": "https://www.ligainsider.de/david-mokwa_35765/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Cole Campbell",
+            "displayed_name": "Campbell",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 36946,
+            "player_url": "https://www.ligainsider.de/cole-campbell_36946/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayern München",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Manuel Neuer",
+            "displayed_name": "Neuer",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 114,
+            "player_url": "https://www.ligainsider.de/manuel-neuer_114/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jonas Urbig",
+            "displayed_name": "Urbig",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 26101,
+            "player_url": "https://www.ligainsider.de/jonas-urbig_26101/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Josip Stanisic",
+            "displayed_name": "Stanišić",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 20102,
+            "player_url": "https://www.ligainsider.de/josip-stanisic_20102/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Konrad Laimer",
+            "displayed_name": "Laimer",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 6324,
+            "player_url": "https://www.ligainsider.de/konrad-laimer_6324/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Dayot Upamecano",
+            "displayed_name": "Upamecano",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 11541,
+            "player_url": "https://www.ligainsider.de/dayot-upamecano_11541/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Minjae Kim",
+            "displayed_name": "Minjae",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 27022,
+            "player_url": "https://www.ligainsider.de/minjae-kim_27022/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Jonathan Tah",
+            "displayed_name": "Tah",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 2385,
+            "player_url": "https://www.ligainsider.de/jonathan-tah_2385/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Alphonso Davies",
+            "displayed_name": "Davies",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 20098,
+            "player_url": "https://www.ligainsider.de/alphonso-davies_20098/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nathaniel Brown",
+            "displayed_name": "Brown",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 35857,
+            "player_url": "https://www.ligainsider.de/nathaniel-brown_35857/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Joshua Kimmich",
+            "displayed_name": "Kimmich",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 5768,
+            "player_url": "https://www.ligainsider.de/joshua-kimmich_5768/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Ismael Saibari",
+            "displayed_name": "Saibari",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 25609,
+            "player_url": "https://www.ligainsider.de/ismael-saibari_25609/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Aleksandar Pavlovic",
+            "displayed_name": "Pavlović",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 35918,
+            "player_url": "https://www.ligainsider.de/aleksandar-pavlovic_35918/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Tom Bischof",
+            "displayed_name": "Bischof",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 26133,
+            "player_url": "https://www.ligainsider.de/tom-bischof_26133/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Michael Olise",
+            "displayed_name": "Olise",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 37170,
+            "player_url": "https://www.ligainsider.de/michael-olise_37170/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Lennart Karl",
+            "displayed_name": "Karl",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 38411,
+            "player_url": "https://www.ligainsider.de/lennart-karl_38411/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Harry Kane",
+            "displayed_name": "Kane",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 4828,
+            "player_url": "https://www.ligainsider.de/harry-kane_4828/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Luis Diaz",
+            "displayed_name": "Luis Díaz",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 22566,
+            "player_url": "https://www.ligainsider.de/luis-diaz_22566/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Jamal Musiala",
+            "displayed_name": "Musiala",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 24149,
+            "player_url": "https://www.ligainsider.de/jamal-musiala_24149/",
+            "formation_row": 4,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260911_094158.json b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260911_094158.json
new file mode 100644
index 0000000..c4521d2
--- /dev/null
+++ b/outputs/ligainsider/predicted_lineups/ligainsider_bundesliga_lineups_20260911_094158.json
@@ -0,0 +1,2851 @@
+{
+  "metadata": {
+    "source": "LigaInsider",
+    "source_url": "https://www.ligainsider.de/",
+    "captured_at": "2026-09-11T09:41:58+02:00",
+    "capture_finished_at": "2026-09-11T09:42:16+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 242,
+    "team_page_count": 18,
+    "team_pages": {
+      "Bayern München": "https://www.ligainsider.de/fc-bayern-muenchen/1/",
+      "Borussia Dortmund": "https://www.ligainsider.de/borussia-dortmund/14/",
+      "RB Leipzig": "https://www.ligainsider.de/rb-leipzig/1311/",
+      "VfB Stuttgart": "https://www.ligainsider.de/vfb-stuttgart/12/",
+      "TSG Hoffenheim": "https://www.ligainsider.de/tsg-hoffenheim/10/",
+      "Bayer 04 Leverkusen": "https://www.ligainsider.de/bayer-04-leverkusen/4/",
+      "SC Freiburg": "https://www.ligainsider.de/sc-freiburg/18/",
+      "Eintracht Frankfurt": "https://www.ligainsider.de/eintracht-frankfurt/3/",
+      "FC Augsburg": "https://www.ligainsider.de/fc-augsburg/21/",
+      "FSV Mainz 05": "https://www.ligainsider.de/1-fsv-mainz-05/17/",
+      "1. FC Union Berlin": "https://www.ligainsider.de/1-fc-union-berlin/1246/",
+      "Borussia Mönchengladbach": "https://www.ligainsider.de/borussia-moenchengladbach/5/",
+      "Hamburger SV": "https://www.ligainsider.de/hamburger-sv/9/",
+      "1. FC Köln": "https://www.ligainsider.de/1-fc-koeln/15/",
+      "SV Werder Bremen": "https://www.ligainsider.de/sv-werder-bremen/2/",
+      "Schalke 04": "https://www.ligainsider.de/fc-schalke-04/13/",
+      "SV 07 Elversberg": "https://www.ligainsider.de/sv-07-elversberg/1331/",
+      "SC Paderborn": "https://www.ligainsider.de/sc-paderborn-07/1249/"
+    },
+    "skipped_teams": [],
+    "unmatched_teams": []
+  },
+  "matches": [
+    {
+      "match_time": "2026-09-11T20:30+02:00",
+      "home": {
+        "team_name": "1. FC Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Frederik Roennow",
+            "displayed_name": "Rønnow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 7943,
+            "player_url": "https://www.ligainsider.de/frederik-roennow_7943/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Josip Juranovic",
+            "displayed_name": "Juranović",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 26979,
+            "player_url": "https://www.ligainsider.de/josip-juranovic_26979/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Zeno Van Den Bosch",
+            "displayed_name": "Van Den Bosch",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 25990,
+            "player_url": "https://www.ligainsider.de/zeno-van-den-bosch_25990/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Felix Uduokhai",
+            "displayed_name": "Uduokhai",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 7041,
+            "player_url": "https://www.ligainsider.de/felix-uduokhai_7041/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Leopold Querfeld",
+            "displayed_name": "Querfeld",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 27234,
+            "player_url": "https://www.ligainsider.de/leopold-querfeld_27234/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Tom Rothe",
+            "displayed_name": "Rothe",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 26243,
+            "player_url": "https://www.ligainsider.de/tom-rothe_26243/",
+            "formation_row": 2,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Michel Aebischer",
+            "displayed_name": "Aebischer",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 12508,
+            "player_url": "https://www.ligainsider.de/michel-aebischer_12508/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Wooyeong Jeong",
+            "displayed_name": "Jeong",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 14145,
+            "player_url": "https://www.ligainsider.de/wooyeong-jeong_14145/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Rani Khedira",
+            "displayed_name": "Khedira",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 2122,
+            "player_url": "https://www.ligainsider.de/rani-khedira_2122/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Aljoscha Kemlein",
+            "displayed_name": "Kemlein",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 27560,
+            "player_url": "https://www.ligainsider.de/aljoscha-kemlein_27560/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Livan Burcu",
+            "displayed_name": "Burcu",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 36114,
+            "player_url": "https://www.ligainsider.de/livan-burcu_36114/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Andras Schaefer",
+            "displayed_name": "Schäfer",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 27369,
+            "player_url": "https://www.ligainsider.de/andras-schaefer_27369/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Emmanuel Latte Lath",
+            "displayed_name": "Latte Lath",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 24183,
+            "player_url": "https://www.ligainsider.de/emmanuel-latte-lath_24183/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Tim Skarke",
+            "displayed_name": "Skarke",
+            "position": "FWCR",
+            "injury_status": null,
+            "player_id": 6374,
+            "player_url": "https://www.ligainsider.de/tim-skarke_6374/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Marin Ljubicic",
+            "displayed_name": "Ljubičić",
+            "position": "FWCL",
+            "injury_status": null,
+            "player_id": 36465,
+            "player_url": "https://www.ligainsider.de/marin-ljubicic_36465/",
+            "formation_row": 4,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Loris Karius",
+            "displayed_name": "Karius",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 1641,
+            "player_url": "https://www.ligainsider.de/loris-karius_1641/",
+            "formation_row": 1,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Timo Becker",
+            "displayed_name": "T. Becker",
+            "position": "DCR",
+            "injury_status": null,
+            "player_id": 11068,
+            "player_url": "https://www.ligainsider.de/timo-becker_11068/",
+            "formation_row": 2,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Nikola Katic",
+            "displayed_name": "Katić",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23002,
+            "player_url": "https://www.ligainsider.de/nikola-katic_23002/",
+            "formation_row": 2,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Hasan Kurucay",
+            "displayed_name": "Kuruçay",
+            "position": "DCL",
+            "injury_status": null,
+            "player_id": 35927,
+            "player_url": "https://www.ligainsider.de/hasan-kurucay_35927/",
+            "formation_row": 2,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Junior Dina Ebimbe",
+            "displayed_name": "Dina Ebimbe",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 26881,
+            "player_url": "https://www.ligainsider.de/junior-dina-ebimbe_26881/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Kenan Karaman",
+            "displayed_name": "Karaman",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 2676,
+            "player_url": "https://www.ligainsider.de/kenan-karaman_2676/",
+            "formation_row": 3,
+            "slot_index": 1,
+            "starting_probability_rank": 2
+          },
+          {
+            "full_name": "Soufiane El Faouzi",
+            "displayed_name": "El-Faouzi",
+            "position": "MCR",
+            "injury_status": null,
+            "player_id": 26067,
+            "player_url": "https://www.ligainsider.de/soufiane-el-faouzi_26067/",
+            "formation_row": 3,
+            "slot_index": 2,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Satoshi Tanaka",
+            "displayed_name": "Tanaka",
+            "position": "MCL",
+            "injury_status": null,
+            "player_id": 38876,
+            "player_url": "https://www.ligainsider.de/satoshi-tanaka_38876/",
+            "formation_row": 3,
+            "slot_index": 3,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Robin Gosens",
+            "displayed_name": "Gosens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 16537,
+            "player_url": "https://www.ligainsider.de/robin-gosens_16537/",
+            "formation_row": 3,
+            "slot_index": 4,
+            "starting_probability_rank": 1
+          },
+          {
+            "full_name": "Dejan Ljubicic",
+            "displayed_name": "Ljubičić",
+            "position": "AMCR",
+            "injury_status": null,
+            "player_id": 24396,
+            "player_url": "https://www.ligainsider.de/dejan-ljubicic_24396/",
+            "formation_row": 4,
+            "slot_index": 1,
+            "starting_probability_rank": 1
+          },
+          {
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+}
diff --git a/outputs/optimized_squad/optimized_squad_budget_150m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102031_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_150m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102031_+0200.csv
new file mode 100644
index 0000000..79151c3
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_150m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102031_+0200.csv
@@ -0,0 +1,12 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+237,2,Manuel,Neuer,14858009.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,-6695.0,-6695.0,35815.0,67081.0,305026.0,2368762.0,7.06,2.555821753713465,0.6896551724137931,1.0,1.0,1.0,0.0,0.8758620689655172,10.0062,158.139427
+7215,5,Jordy,Makengo,10018922.0,105.0,2.0,2.0,2.0,11429.0,210.0,0,2,https://kickbase.b-cdn.net/content/file/fd0567aa1f2a49ac97f7b4bdc6aa87a7.png,33.0,1,20.0,21.0,"[{""hasPlayed"": true, ""points"": 120}, {""hasPlayed"": true, ""points"": 90}]",2,Jordy Makengo,279658.0,279658.0,334354.0,345413.0,2056568.0,7776126.0,7.09,1.9419701146090236,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,137.771046
+14241,7,Facundo,Medina,10472103.0,128.0,2.0,2.0,1.0,6771.0,256.0,0,2,https://kickbase.b-cdn.net/content/file/a59d86f8dc644a43babfe89f615d199f.png,2.0,1,24.0,151.0,"[{""hasPlayed"": true, ""points"": 235}, {""hasPlayed"": true, ""points"": 21}]",2,Facundo Medina,245304.0,245304.0,356322.0,379620.0,1912344.0,10472103.0,7.35,1.8533627342888646,1.0,1.0,1.0,0.85,0.15,0.985,10.0062,134.262019
+2199,9,Josha,Vagnoman,10561924.0,192.0,2.0,2.0,2.0,11468.0,383.0,0,2,https://kickbase.b-cdn.net/content/file/c0ddab007ad34b48b3efcfa3cb66ef4d.png,4.0,1,36.0,167.0,"[{""hasPlayed"": true, ""points"": 310}, {""hasPlayed"": true, ""points"": 73}]",2,Josha Vagnoman,229596.0,229596.0,259992.0,403123.0,2260302.0,5716327.0,7.32,1.339825007056167,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,98.135997
+15193,14,Mats,Rots,8370423.0,46.0,2.0,2.0,1.0,6457.0,91.0,0,2,https://kickbase.b-cdn.net/content/file/d96dc40ca1674b38aef03dff83ae8ab0.png,39.0,1,10.0,84.0,"[{""hasPlayed"": true, ""points"": 105}, {""hasPlayed"": true, ""points"": -14}]",2,Mats Rots,234764.0,234764.0,271901.0,270413.0,518230.0,-2128441.0,6.78,1.43465989274626,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,97.330248
+9507,43,Antonio,Nusa,27181846.0,146.0,2.0,2.0,2.0,11023.0,291.0,0,3,https://kickbase.b-cdn.net/content/file/9a7ea9c911e04f9e9cf0fa6c4b57ca54.png,7.0,1,10.0,113.0,"[{""hasPlayed"": true, ""points"": 65}, {""hasPlayed"": true, ""points"": 226}]",1,Antonio Nusa,45356.0,45356.0,67029.0,60202.0,521164.0,2426550.0,7.27,2.2116504854368935,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,160.886678
+2358,28,Tom,Krauß,7949571.0,59.0,2.0,2.0,2.0,10881.0,118.0,0,3,https://kickbase.b-cdn.net/content/file/55c214adfaba4a839c1bb19ad5a5f8ed.png,5.0,2,14.0,21.0,"[{""hasPlayed"": true, ""points"": 44}, {""hasPlayed"": true, ""points"": 74}]",2,Tom Krauß,-169831.0,-169831.0,-195189.0,-205674.0,-1335315.0,409889.0,7.01,1.6381251153349328,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,114.903767
+7721,10,Marco,Grüll,8421609.0,209.0,2.0,2.0,2.0,11124.0,417.0,0,3,https://kickbase.b-cdn.net/content/file/73071b81354346399a14dd6431d4e823.png,17.0,1,49.0,115.0,"[{""hasPlayed"": true, ""points"": 290}, {""hasPlayed"": true, ""points"": 127}]",1,Marco Grüll,330366.0,330366.0,343279.0,340822.0,2104931.0,4645747.0,8.01,1.1121978224764715,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,89.14228
+1920,3,Serhou,Guirassy,31162478.0,206.0,2.0,2.0,2.0,11247.0,412.0,0,4,https://kickbase.b-cdn.net/content/file/f60de765e2e34fce8747b78399dca305.png,9.0,1,13.0,36.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 180}]",1,Serhou Guirassy,97113.0,97113.0,106484.0,106233.0,682756.0,2864731.0,7.93,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,195.617566
+2030,18,Phillip,Tietz,15871451.0,203.0,2.0,2.0,2.0,11355.0,406.0,0,4,https://kickbase.b-cdn.net/content/file/2acf94096d5443fcb6d70524c93fb74e.png,9.0,1,25.0,166.0,"[{""hasPlayed"": true, ""points"": 321}, {""hasPlayed"": true, ""points"": 85}]",1,Phillip Tietz,163210.0,163210.0,162557.0,147724.0,588490.0,4590336.0,8.36,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,145.14347
+10106,40,Marin,Ljubičić,4643553.0,7.0,2.0,2.0,2.0,10999.0,14.0,0,4,https://kickbase.b-cdn.net/content/file/fcb660bdc74f41ef85fd3f45ac56962e.png,27.0,2,3.0,22.0,"[{""hasPlayed"": true, ""points"": -9}, {""hasPlayed"": true, ""points"": 23}]",2,Marin Ljubičić,8576.0,8576.0,-19100.0,-61934.0,-1063912.0,2035988.0,7.11,1.4627702161729386,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,104.067444
diff --git a/outputs/optimized_squad/optimized_squad_budget_152_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102033_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_152_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102033_+0200.csv
new file mode 100644
index 0000000..6bb1548
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_152_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102033_+0200.csv
@@ -0,0 +1,12 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+8227,43,Maarten,Vandevoordt,16411587.0,109.0,2.0,2.0,2.0,11814.0,218.0,0,1,https://kickbase.b-cdn.net/content/file/1aa808600ddb4c5b9883e7caedba5966.png,26.0,2,13.0,110.0,"[{""hasPlayed"": true, ""points"": 31}, {""hasPlayed"": true, ""points"": 187}]",1,Maarten Vandevoordt,-351575.0,-351575.0,-321138.0,-206293.0,-974482.0,1828792.0,6.48,2.2116504854368935,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,143.403807
+2300,2,Josip,Stanišić,16727483.0,43.0,1.0,1.0,0.0,1298.0,43.0,0,2,https://kickbase.b-cdn.net/content/file/e5f36d7812254f3cb4534802eb6cd7e9.png,44.0,2,2.0,30.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 43}]",3,Josip Stanišić,-305070.0,-305070.0,-372497.0,-417427.0,-2880079.0,-10178391.0,6.93,2.555821753713465,1.0,0.6896551724137931,1.0,1.0,0.0,0.9068965517241379,10.0062,160.727699
+14241,7,Facundo,Medina,10472103.0,128.0,2.0,2.0,1.0,6771.0,256.0,0,2,https://kickbase.b-cdn.net/content/file/a59d86f8dc644a43babfe89f615d199f.png,2.0,1,24.0,151.0,"[{""hasPlayed"": true, ""points"": 235}, {""hasPlayed"": true, ""points"": 21}]",2,Facundo Medina,245304.0,245304.0,356322.0,379620.0,1912344.0,10472103.0,7.35,1.8533627342888646,1.0,1.0,1.0,0.85,0.15,0.985,10.0062,134.262019
+2199,9,Josha,Vagnoman,10561924.0,192.0,2.0,2.0,2.0,11468.0,383.0,0,2,https://kickbase.b-cdn.net/content/file/c0ddab007ad34b48b3efcfa3cb66ef4d.png,4.0,1,36.0,167.0,"[{""hasPlayed"": true, ""points"": 310}, {""hasPlayed"": true, ""points"": 73}]",2,Josha Vagnoman,229596.0,229596.0,259992.0,403123.0,2260302.0,5716327.0,7.32,1.339825007056167,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,98.135997
+15193,14,Mats,Rots,8370423.0,46.0,2.0,2.0,1.0,6457.0,91.0,0,2,https://kickbase.b-cdn.net/content/file/d96dc40ca1674b38aef03dff83ae8ab0.png,39.0,1,10.0,84.0,"[{""hasPlayed"": true, ""points"": 105}, {""hasPlayed"": true, ""points"": -14}]",2,Mats Rots,234764.0,234764.0,271901.0,270413.0,518230.0,-2128441.0,6.78,1.43465989274626,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,97.330248
+2358,28,Tom,Krauß,7949571.0,59.0,2.0,2.0,2.0,10881.0,118.0,0,3,https://kickbase.b-cdn.net/content/file/55c214adfaba4a839c1bb19ad5a5f8ed.png,5.0,2,14.0,21.0,"[{""hasPlayed"": true, ""points"": 44}, {""hasPlayed"": true, ""points"": 74}]",2,Tom Krauß,-169831.0,-169831.0,-195189.0,-205674.0,-1335315.0,409889.0,7.01,1.6381251153349328,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,114.903767
+12297,8,Satoshi,Tanaka,7025555.0,94.0,1.0,1.0,1.0,5741.0,94.0,0,3,https://kickbase.b-cdn.net/content/file/450d1dc6d03543289c75d4e5e117d7e1.png,13.0,1,13.0,66.0,"[{""hasPlayed"": true, ""points"": 94}, {""hasPlayed"": false, ""points"": null}]",2,Satoshi Tanaka,310453.0,310453.0,333858.0,350895.0,1991138.0,-848071.0,7.03,1.258606885508407,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,88.534922
+1920,3,Serhou,Guirassy,31162478.0,206.0,2.0,2.0,2.0,11247.0,412.0,0,4,https://kickbase.b-cdn.net/content/file/f60de765e2e34fce8747b78399dca305.png,9.0,1,13.0,36.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 180}]",1,Serhou Guirassy,97113.0,97113.0,106484.0,106233.0,682756.0,2864731.0,7.93,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,195.617566
+3304,5,Igor,Matanović,22245370.0,244.0,2.0,2.0,2.0,10204.0,487.0,0,4,https://kickbase.b-cdn.net/content/file/6bb42fe3c2da4e1e9f8ad8dc25f1cc85.png,31.0,1,21.0,67.0,"[{""hasPlayed"": true, ""points"": 196}, {""hasPlayed"": true, ""points"": 291}]",1,Igor Matanović,179718.0,179718.0,207827.0,223161.0,1415647.0,5076443.0,8.35,1.9419701146090236,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,162.25504
+2030,18,Phillip,Tietz,15871451.0,203.0,2.0,2.0,2.0,11355.0,406.0,0,4,https://kickbase.b-cdn.net/content/file/2acf94096d5443fcb6d70524c93fb74e.png,9.0,1,25.0,166.0,"[{""hasPlayed"": true, ""points"": 321}, {""hasPlayed"": true, ""points"": 85}]",1,Phillip Tietz,163210.0,163210.0,162557.0,147724.0,588490.0,4590336.0,8.36,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,145.14347
+10106,40,Marin,Ljubičić,4643553.0,7.0,2.0,2.0,2.0,10999.0,14.0,0,4,https://kickbase.b-cdn.net/content/file/fcb660bdc74f41ef85fd3f45ac56962e.png,27.0,2,3.0,22.0,"[{""hasPlayed"": true, ""points"": -9}, {""hasPlayed"": true, ""points"": 23}]",2,Marin Ljubičić,8576.0,8576.0,-19100.0,-61934.0,-1063912.0,2035988.0,7.11,1.4627702161729386,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,104.067444
diff --git a/outputs/optimized_squad/optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101653_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101653_+0200.csv
new file mode 100644
index 0000000..e67d2d7
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101653_+0200.csv
@@ -0,0 +1,12 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+237,2,Manuel,Neuer,14858009.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,-6695.0,-6695.0,35815.0,67081.0,305026.0,2368762.0,7.06,2.555821753713465,0.6896551724137931,1.0,1.0,1.0,0.0,0.8758620689655172,10.0062,158.139427
+10115,3,Daniel,Svensson,19535626.0,143.0,2.0,2.0,2.0,11756.0,286.0,0,2,https://kickbase.b-cdn.net/content/file/da063055c5d14c798dd8d7427fb2a48f.png,24.0,1,14.0,28.0,"[{""hasPlayed"": true, ""points"": 123}, {""hasPlayed"": true, ""points"": 163}]",1,Daniel Svensson,182663.0,182663.0,211848.0,229953.0,1475023.0,-470652.0,7.36,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,181.556782
+2300,2,Josip,Stanišić,16727483.0,43.0,1.0,1.0,0.0,1298.0,43.0,0,2,https://kickbase.b-cdn.net/content/file/e5f36d7812254f3cb4534802eb6cd7e9.png,44.0,2,2.0,30.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 43}]",3,Josip Stanišić,-305070.0,-305070.0,-372497.0,-417427.0,-2880079.0,-10178391.0,6.93,2.555821753713465,1.0,0.6896551724137931,1.0,1.0,0.0,0.9068965517241379,10.0062,160.727699
+7215,5,Jordy,Makengo,10018922.0,105.0,2.0,2.0,2.0,11429.0,210.0,0,2,https://kickbase.b-cdn.net/content/file/fd0567aa1f2a49ac97f7b4bdc6aa87a7.png,33.0,1,20.0,21.0,"[{""hasPlayed"": true, ""points"": 120}, {""hasPlayed"": true, ""points"": 90}]",2,Jordy Makengo,279658.0,279658.0,334354.0,345413.0,2056568.0,7776126.0,7.09,1.9419701146090236,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,137.771046
+14241,7,Facundo,Medina,10472103.0,128.0,2.0,2.0,1.0,6771.0,256.0,0,2,https://kickbase.b-cdn.net/content/file/a59d86f8dc644a43babfe89f615d199f.png,2.0,1,24.0,151.0,"[{""hasPlayed"": true, ""points"": 235}, {""hasPlayed"": true, ""points"": 21}]",2,Facundo Medina,245304.0,245304.0,356322.0,379620.0,1912344.0,10472103.0,7.35,1.8533627342888646,1.0,1.0,1.0,0.85,0.15,0.985,10.0062,134.262019
+11665,18,Kacper,Potulski,7481720.0,79.0,2.0,2.0,1.0,6531.0,158.0,0,2,https://kickbase.b-cdn.net/content/file/b1ee33c0ce864060a4d44adf70936760.png,48.0,1,21.0,72.0,"[{""hasPlayed"": true, ""points"": 130}, {""hasPlayed"": true, ""points"": 28}]",2,Kacper Potulski,349836.0,349836.0,369771.0,382502.0,2346692.0,-544741.0,6.87,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,119.274598
+4335,5,Derry,Scherhant,11194489.0,133.0,2.0,2.0,2.0,10181.0,266.0,0,3,https://kickbase.b-cdn.net/content/file/bef26d4942154c3483dbb80207a36d4d.png,7.0,1,23.0,15.0,"[{""hasPlayed"": true, ""points"": 122}, {""hasPlayed"": true, ""points"": 144}]",3,Derry Scherhant,182612.0,182612.0,208619.0,229344.0,1806927.0,6206553.0,7.48,1.9419701146090236,1.0,0.6896551724137931,1.0,1.0,0.0,0.9068965517241379,10.0062,131.816893
+11956,7,Ezequiél,Fernández,11550806.0,134.0,2.0,2.0,2.0,7676.0,267.0,0,3,https://kickbase.b-cdn.net/content/file/2c37f7daf46f4c9693ffa9ef33ff980b.png,6.0,1,23.0,133.0,"[{""hasPlayed"": true, ""points"": 228}, {""hasPlayed"": true, ""points"": 39}]",2,Ezequiél Fernández,157168.0,157168.0,175452.0,193373.0,823117.0,7895364.0,7.09,1.8533627342888646,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,131.484888
+1920,3,Serhou,Guirassy,31162478.0,206.0,2.0,2.0,2.0,11247.0,412.0,0,4,https://kickbase.b-cdn.net/content/file/f60de765e2e34fce8747b78399dca305.png,9.0,1,13.0,36.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 180}]",1,Serhou Guirassy,97113.0,97113.0,106484.0,106233.0,682756.0,2864731.0,7.93,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,195.617566
+2030,18,Phillip,Tietz,15871451.0,203.0,2.0,2.0,2.0,11355.0,406.0,0,4,https://kickbase.b-cdn.net/content/file/2acf94096d5443fcb6d70524c93fb74e.png,9.0,1,25.0,166.0,"[{""hasPlayed"": true, ""points"": 321}, {""hasPlayed"": true, ""points"": 85}]",1,Phillip Tietz,163210.0,163210.0,162557.0,147724.0,588490.0,4590336.0,8.36,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,145.14347
+10106,40,Marin,Ljubičić,4643553.0,7.0,2.0,2.0,2.0,10999.0,14.0,0,4,https://kickbase.b-cdn.net/content/file/fcb660bdc74f41ef85fd3f45ac56962e.png,27.0,2,3.0,22.0,"[{""hasPlayed"": true, ""points"": -9}, {""hasPlayed"": true, ""points"": 23}]",2,Marin Ljubičić,8576.0,8576.0,-19100.0,-61934.0,-1063912.0,2035988.0,7.11,1.4627702161729386,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,104.067444
diff --git a/outputs/optimized_squad/optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102037_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102037_+0200.csv
new file mode 100644
index 0000000..4abd838
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_155m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102037_+0200.csv
@@ -0,0 +1,12 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+237,2,Manuel,Neuer,14858009.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,-6695.0,-6695.0,35815.0,67081.0,305026.0,2368762.0,7.06,2.555821753713465,0.6896551724137931,1.0,1.0,1.0,0.0,0.8758620689655172,10.0062,158.139427
+2141,43,Ridle ,Baku,21146865.0,236.0,2.0,2.0,2.0,10421.0,471.0,0,2,https://kickbase.b-cdn.net/content/file/938a124759354a928af165b155e6925a.png,17.0,1,22.0,3.0,"[{""hasPlayed"": true, ""points"": 238}, {""hasPlayed"": true, ""points"": 233}]",2,Ridle  Baku,183198.0,183198.0,225427.0,231590.0,1493657.0,1608746.0,7.02,2.2116504854368935,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,155.354124
+14241,7,Facundo,Medina,10472103.0,128.0,2.0,2.0,1.0,6771.0,256.0,0,2,https://kickbase.b-cdn.net/content/file/a59d86f8dc644a43babfe89f615d199f.png,2.0,1,24.0,151.0,"[{""hasPlayed"": true, ""points"": 235}, {""hasPlayed"": true, ""points"": 21}]",2,Facundo Medina,245304.0,245304.0,356322.0,379620.0,1912344.0,10472103.0,7.35,1.8533627342888646,1.0,1.0,1.0,0.85,0.15,0.985,10.0062,134.262019
+2199,9,Josha,Vagnoman,10561924.0,192.0,2.0,2.0,2.0,11468.0,383.0,0,2,https://kickbase.b-cdn.net/content/file/c0ddab007ad34b48b3efcfa3cb66ef4d.png,4.0,1,36.0,167.0,"[{""hasPlayed"": true, ""points"": 310}, {""hasPlayed"": true, ""points"": 73}]",2,Josha Vagnoman,229596.0,229596.0,259992.0,403123.0,2260302.0,5716327.0,7.32,1.339825007056167,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,98.135997
+15193,14,Mats,Rots,8370423.0,46.0,2.0,2.0,1.0,6457.0,91.0,0,2,https://kickbase.b-cdn.net/content/file/d96dc40ca1674b38aef03dff83ae8ab0.png,39.0,1,10.0,84.0,"[{""hasPlayed"": true, ""points"": 105}, {""hasPlayed"": true, ""points"": -14}]",2,Mats Rots,234764.0,234764.0,271901.0,270413.0,518230.0,-2128441.0,6.78,1.43465989274626,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,97.330248
+2358,28,Tom,Krauß,7949571.0,59.0,2.0,2.0,2.0,10881.0,118.0,0,3,https://kickbase.b-cdn.net/content/file/55c214adfaba4a839c1bb19ad5a5f8ed.png,5.0,2,14.0,21.0,"[{""hasPlayed"": true, ""points"": 44}, {""hasPlayed"": true, ""points"": 74}]",2,Tom Krauß,-169831.0,-169831.0,-195189.0,-205674.0,-1335315.0,409889.0,7.01,1.6381251153349328,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,114.903767
+12297,8,Satoshi,Tanaka,7025555.0,94.0,1.0,1.0,1.0,5741.0,94.0,0,3,https://kickbase.b-cdn.net/content/file/450d1dc6d03543289c75d4e5e117d7e1.png,13.0,1,13.0,66.0,"[{""hasPlayed"": true, ""points"": 94}, {""hasPlayed"": false, ""points"": null}]",2,Satoshi Tanaka,310453.0,310453.0,333858.0,350895.0,1991138.0,-848071.0,7.03,1.258606885508407,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,88.534922
+1920,3,Serhou,Guirassy,31162478.0,206.0,2.0,2.0,2.0,11247.0,412.0,0,4,https://kickbase.b-cdn.net/content/file/f60de765e2e34fce8747b78399dca305.png,9.0,1,13.0,36.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 180}]",1,Serhou Guirassy,97113.0,97113.0,106484.0,106233.0,682756.0,2864731.0,7.93,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,195.617566
+3304,5,Igor,Matanović,22245370.0,244.0,2.0,2.0,2.0,10204.0,487.0,0,4,https://kickbase.b-cdn.net/content/file/6bb42fe3c2da4e1e9f8ad8dc25f1cc85.png,31.0,1,21.0,67.0,"[{""hasPlayed"": true, ""points"": 196}, {""hasPlayed"": true, ""points"": 291}]",1,Igor Matanović,179718.0,179718.0,207827.0,223161.0,1415647.0,5076443.0,8.35,1.9419701146090236,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,162.25504
+2030,18,Phillip,Tietz,15871451.0,203.0,2.0,2.0,2.0,11355.0,406.0,0,4,https://kickbase.b-cdn.net/content/file/2acf94096d5443fcb6d70524c93fb74e.png,9.0,1,25.0,166.0,"[{""hasPlayed"": true, ""points"": 321}, {""hasPlayed"": true, ""points"": 85}]",1,Phillip Tietz,163210.0,163210.0,162557.0,147724.0,588490.0,4590336.0,8.36,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,145.14347
+10106,40,Marin,Ljubičić,4643553.0,7.0,2.0,2.0,2.0,10999.0,14.0,0,4,https://kickbase.b-cdn.net/content/file/fcb660bdc74f41ef85fd3f45ac56962e.png,27.0,2,3.0,22.0,"[{""hasPlayed"": true, ""points"": -9}, {""hasPlayed"": true, ""points"": 23}]",2,Marin Ljubičić,8576.0,8576.0,-19100.0,-61934.0,-1063912.0,2035988.0,7.11,1.4627702161729386,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,104.067444
diff --git a/outputs/optimized_squad/optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101657_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101657_+0200.csv
new file mode 100644
index 0000000..117712f
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101657_+0200.csv
@@ -0,0 +1,12 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+237,2,Manuel,Neuer,14858009.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,-6695.0,-6695.0,35815.0,67081.0,305026.0,2368762.0,7.06,2.555821753713465,0.6896551724137931,1.0,1.0,1.0,0.0,0.8758620689655172,10.0062,158.139427
+10115,3,Daniel,Svensson,19535626.0,143.0,2.0,2.0,2.0,11756.0,286.0,0,2,https://kickbase.b-cdn.net/content/file/da063055c5d14c798dd8d7427fb2a48f.png,24.0,1,14.0,28.0,"[{""hasPlayed"": true, ""points"": 123}, {""hasPlayed"": true, ""points"": 163}]",1,Daniel Svensson,182663.0,182663.0,211848.0,229953.0,1475023.0,-470652.0,7.36,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,181.556782
+2300,2,Josip,Stanišić,16727483.0,43.0,1.0,1.0,0.0,1298.0,43.0,0,2,https://kickbase.b-cdn.net/content/file/e5f36d7812254f3cb4534802eb6cd7e9.png,44.0,2,2.0,30.0,"[{""hasPlayed"": false, ""points"": null}, {""hasPlayed"": true, ""points"": 43}]",3,Josip Stanišić,-305070.0,-305070.0,-372497.0,-417427.0,-2880079.0,-10178391.0,6.93,2.555821753713465,1.0,0.6896551724137931,1.0,1.0,0.0,0.9068965517241379,10.0062,160.727699
+7215,5,Jordy,Makengo,10018922.0,105.0,2.0,2.0,2.0,11429.0,210.0,0,2,https://kickbase.b-cdn.net/content/file/fd0567aa1f2a49ac97f7b4bdc6aa87a7.png,33.0,1,20.0,21.0,"[{""hasPlayed"": true, ""points"": 120}, {""hasPlayed"": true, ""points"": 90}]",2,Jordy Makengo,279658.0,279658.0,334354.0,345413.0,2056568.0,7776126.0,7.09,1.9419701146090236,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,137.771046
+14241,7,Facundo,Medina,10472103.0,128.0,2.0,2.0,1.0,6771.0,256.0,0,2,https://kickbase.b-cdn.net/content/file/a59d86f8dc644a43babfe89f615d199f.png,2.0,1,24.0,151.0,"[{""hasPlayed"": true, ""points"": 235}, {""hasPlayed"": true, ""points"": 21}]",2,Facundo Medina,245304.0,245304.0,356322.0,379620.0,1912344.0,10472103.0,7.35,1.8533627342888646,1.0,1.0,1.0,0.85,0.15,0.985,10.0062,134.262019
+11665,18,Kacper,Potulski,7481720.0,79.0,2.0,2.0,1.0,6531.0,158.0,0,2,https://kickbase.b-cdn.net/content/file/b1ee33c0ce864060a4d44adf70936760.png,48.0,1,21.0,72.0,"[{""hasPlayed"": true, ""points"": 130}, {""hasPlayed"": true, ""points"": 28}]",2,Kacper Potulski,349836.0,349836.0,369771.0,382502.0,2346692.0,-544741.0,6.87,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,119.274598
+4335,5,Derry,Scherhant,11194489.0,133.0,2.0,2.0,2.0,10181.0,266.0,0,3,https://kickbase.b-cdn.net/content/file/bef26d4942154c3483dbb80207a36d4d.png,7.0,1,23.0,15.0,"[{""hasPlayed"": true, ""points"": 122}, {""hasPlayed"": true, ""points"": 144}]",3,Derry Scherhant,182612.0,182612.0,208619.0,229344.0,1806927.0,6206553.0,7.48,1.9419701146090236,1.0,0.6896551724137931,1.0,1.0,0.0,0.9068965517241379,10.0062,131.816893
+11956,7,Ezequiél,Fernández,11550806.0,134.0,2.0,2.0,2.0,7676.0,267.0,0,3,https://kickbase.b-cdn.net/content/file/2c37f7daf46f4c9693ffa9ef33ff980b.png,6.0,1,23.0,133.0,"[{""hasPlayed"": true, ""points"": 228}, {""hasPlayed"": true, ""points"": 39}]",2,Ezequiél Fernández,157168.0,157168.0,175452.0,193373.0,823117.0,7895364.0,7.09,1.8533627342888646,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,131.484888
+2358,28,Tom,Krauß,7949571.0,59.0,2.0,2.0,2.0,10881.0,118.0,0,3,https://kickbase.b-cdn.net/content/file/55c214adfaba4a839c1bb19ad5a5f8ed.png,5.0,2,14.0,21.0,"[{""hasPlayed"": true, ""points"": 44}, {""hasPlayed"": true, ""points"": 74}]",2,Tom Krauß,-169831.0,-169831.0,-195189.0,-205674.0,-1335315.0,409889.0,7.01,1.6381251153349328,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,114.903767
+1920,3,Serhou,Guirassy,31162478.0,206.0,2.0,2.0,2.0,11247.0,412.0,0,4,https://kickbase.b-cdn.net/content/file/f60de765e2e34fce8747b78399dca305.png,9.0,1,13.0,36.0,"[{""hasPlayed"": true, ""points"": 232}, {""hasPlayed"": true, ""points"": 180}]",1,Serhou Guirassy,97113.0,97113.0,106484.0,106233.0,682756.0,2864731.0,7.93,2.4652756342984135,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,195.617566
+2030,18,Phillip,Tietz,15871451.0,203.0,2.0,2.0,2.0,11355.0,406.0,0,4,https://kickbase.b-cdn.net/content/file/2acf94096d5443fcb6d70524c93fb74e.png,9.0,1,25.0,166.0,"[{""hasPlayed"": true, ""points"": 321}, {""hasPlayed"": true, ""points"": 85}]",1,Phillip Tietz,163210.0,163210.0,162557.0,147724.0,588490.0,4590336.0,8.36,1.7350901525658808,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,145.14347
diff --git a/outputs/optimized_squad/optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102041_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102041_+0200.csv
new file mode 100644
index 0000000..d0b77fe
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_157_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_102041_+0200.csv
@@ -0,0 +1,12 @@
+id,teamId,firstName,lastName,marketValue,averagePoints,games,gamesPlayed,start11,totalPlaytimeS,totalPoints,status,position,playerImage,number,trend,pointsPerValue,pointsStdDev,history,startProbability,name,marketChangeToday,marketChange.today,marketChange.yesterday,marketChange.twoDays,marketChange.sevenDaysAvg,marketChange.thirtyDaysAvg,sofascore_average_rating,expected_match_points,ligainsider_starting_chance,kickbase_starting_chance,kicker_starting_chance,rotowire_starting_chance,questionable_injury_penalty,starting_chance,score_multiplier,score
+237,2,Manuel,Neuer,14858009.0,121.0,2.0,2.0,2.0,11508.0,242.0,0,1,https://kickbase.b-cdn.net/content/file/bf993bb6d6914136b11177795c5f77a9.png,1.0,1,16.0,33.0,"[{""hasPlayed"": true, ""points"": 97}, {""hasPlayed"": true, ""points"": 145}]",2,Manuel Neuer,-6695.0,-6695.0,35815.0,67081.0,305026.0,2368762.0,7.06,2.555821753713465,0.6896551724137931,1.0,1.0,1.0,0.0,0.8758620689655172,10.0062,158.139427
+2141,43,Ridle ,Baku,21146865.0,236.0,2.0,2.0,2.0,10421.0,471.0,0,2,https://kickbase.b-cdn.net/content/file/938a124759354a928af165b155e6925a.png,17.0,1,22.0,3.0,"[{""hasPlayed"": true, ""points"": 238}, {""hasPlayed"": true, ""points"": 233}]",2,Ridle  Baku,183198.0,183198.0,225427.0,231590.0,1493657.0,1608746.0,7.02,2.2116504854368935,1.0,1.0,1.0,1.0,0.0,1.0,10.0062,155.354124
+14241,7,Facundo,Medina,10472103.0,128.0,2.0,2.0,1.0,6771.0,256.0,0,2,https://kickbase.b-cdn.net/content/file/a59d86f8dc644a43babfe89f615d199f.png,2.0,1,24.0,151.0,"[{""hasPlayed"": true, ""points"": 235}, {""hasPlayed"": true, ""points"": 21}]",2,Facundo Medina,245304.0,245304.0,356322.0,379620.0,1912344.0,10472103.0,7.35,1.8533627342888646,1.0,1.0,1.0,0.85,0.15,0.985,10.0062,134.262019
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diff --git a/outputs/optimized_squad/optimized_squad_budget_180m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101926_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_180m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101926_+0200.csv
new file mode 100644
index 0000000..31af12a
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_180m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101926_+0200.csv
@@ -0,0 +1,7 @@
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diff --git a/outputs/optimized_squad/optimized_squad_budget_182_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_182_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv
new file mode 100644
index 0000000..31af12a
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_182_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv
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diff --git a/outputs/optimized_squad/optimized_squad_budget_185m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_185m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv
new file mode 100644
index 0000000..31af12a
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_185m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101927_+0200.csv
@@ -0,0 +1,7 @@
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diff --git a/outputs/optimized_squad/optimized_squad_budget_187_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101928_+0200.csv b/outputs/optimized_squad/optimized_squad_budget_187_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101928_+0200.csv
new file mode 100644
index 0000000..31af12a
--- /dev/null
+++ b/outputs/optimized_squad/optimized_squad_budget_187_5m_sofascore_overall_rating_odds_lineup_20260911_094008_+0200_20260911_101239_+0200_20260911_101928_+0200.csv
@@ -0,0 +1,7 @@
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diff --git a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111340_+0200.csv b/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111340_+0200.csv
deleted file mode 100644
index 5d95261..0000000
--- a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111340_+0200.csv
+++ /dev/null
@@ -1,12 +0,0 @@
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diff --git a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111401_+0200.csv b/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111401_+0200.csv
deleted file mode 100644
index 38238ca..0000000
--- a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111401_+0200.csv
+++ /dev/null
@@ -1,12 +0,0 @@
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diff --git a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111421_+0200.csv b/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111421_+0200.csv
deleted file mode 100644
index 4ce7f2a..0000000
--- a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111421_+0200.csv
+++ /dev/null
@@ -1,7 +0,0 @@
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diff --git a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111441_+0200.csv b/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111441_+0200.csv
deleted file mode 100644
index 4af3d25..0000000
--- a/outputs/optimized_squad/optimized_squad_sofascore_overall_rating_odds_lineup_20260904_104843_+0200_20260904_111301_+0200_20260904_111441_+0200.csv
+++ /dev/null
@@ -1,12 +0,0 @@
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diff --git a/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260904_165841.json b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260904_165841.json
new file mode 100644
index 0000000..ecb8180
--- /dev/null
+++ b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260904_165841.json
@@ -0,0 +1,1751 @@
+{
+  "metadata": {
+    "source": "RotoWire",
+    "source_url": "https://www.rotowire.com/soccer/lineups.php?league=BUND",
+    "league_code": "BUND",
+    "captured_at": "2026-09-04T16:58:41+02:00",
+    "capture_finished_at": "2026-09-04T16:59:16+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198
+  },
+  "matches": [
+    {
+      "match_time": "September 4 2:30 PM ET",
+      "home": {
+        "team_name": "VfB Stuttgart",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Fabian Bredlow",
+            "displayed_name": "F. Bredlow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 26142,
+            "player_url": "https://www.rotowire.com/soccer/player/fabian-bredlow-26142"
+          },
+          {
+            "full_name": "Maximilian Mittelstadt",
+            "displayed_name": "M. Mittelstadt",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 20187,
+            "player_url": "https://www.rotowire.com/soccer/player/maximilian-mittelstadt-20187"
+          },
+          {
+            "full_name": "Jeff Chabot",
+            "displayed_name": "Jeff Chabot",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 27950,
+            "player_url": "https://www.rotowire.com/soccer/player/jeff-chabot-27950"
+          },
+          {
+            "full_name": "Finn Jeltsch",
+            "displayed_name": "Finn Jeltsch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 45081,
+            "player_url": "https://www.rotowire.com/soccer/player/finn-jeltsch-45081"
+          },
+          {
+            "full_name": "Josha Vagnoman",
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+            "player_id": 25587,
+            "player_url": "https://www.rotowire.com/soccer/player/josha-vagnoman-25587"
+          },
+          {
+            "full_name": "Grischa Promel",
+            "displayed_name": "G. Promel",
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+            "player_url": "https://www.rotowire.com/soccer/player/grischa-promel-28867"
+          },
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+            "player_url": "https://www.rotowire.com/soccer/player/jamie-leweling-35268"
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+            "displayed_name": "D. Pejcinovic",
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+            "player_id": 37405,
+            "player_url": "https://www.rotowire.com/soccer/player/dzenan-pejcinovic-37405"
+          }
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+      "away": {
+        "team_name": "1. FC Köln",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Marvin Schwabe",
+            "displayed_name": "M. Schwabe",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 34845,
+            "player_url": "https://www.rotowire.com/soccer/player/marvin-schwabe-34845"
+          },
+          {
+            "full_name": "Gideon Mensah",
+            "displayed_name": "G. Mensah",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 35498,
+            "player_url": "https://www.rotowire.com/soccer/player/gideon-mensah-35498"
+          },
+          {
+            "full_name": "Luka Lochoshvili",
+            "displayed_name": "L. Lochoshvili",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 33712,
+            "player_url": "https://www.rotowire.com/soccer/player/luka-lochoshvili-33712"
+          },
+          {
+            "full_name": "Jahmai Simpson-Pusey",
+            "displayed_name": "J. Simpson-Pusey",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43829,
+            "player_url": "https://www.rotowire.com/soccer/player/jahmai-simpson-pusey-43829"
+          },
+          {
+            "full_name": "Alessio Castro-Montes",
+            "displayed_name": "A. Castro-Montes",
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+            "injury_status": null,
+            "player_id": 30261,
+            "player_url": "https://www.rotowire.com/soccer/player/alessio-castro-montes-30261"
+          },
+          {
+            "full_name": "Ellyes Skhiri",
+            "displayed_name": "E. Skhiri",
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+            "player_id": 20303,
+            "player_url": "https://www.rotowire.com/soccer/player/ellyes-skhiri-20303"
+          },
+          {
+            "full_name": "Tom Krauss",
+            "displayed_name": "Tom Krauss",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 29789,
+            "player_url": "https://www.rotowire.com/soccer/player/tom-krauss-29789"
+          },
+          {
+            "full_name": "Linton Maina",
+            "displayed_name": "Linton Maina",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 25597,
+            "player_url": "https://www.rotowire.com/soccer/player/linton-maina-25597"
+          },
+          {
+            "full_name": "Isak Johannesson",
+            "displayed_name": "I. Johannesson",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 37860,
+            "player_url": "https://www.rotowire.com/soccer/player/isak-johannesson-37860"
+          },
+          {
+            "full_name": "Jan Thielmann",
+            "displayed_name": "J. Thielmann",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 30688,
+            "player_url": "https://www.rotowire.com/soccer/player/jan-thielmann-30688"
+          },
+          {
+            "full_name": "Ragnar Ache",
+            "displayed_name": "Ragnar Ache",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 32826,
+            "player_url": "https://www.rotowire.com/soccer/player/ragnar-ache-32826"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 5 9:30 AM ET",
+      "home": {
+        "team_name": "SC Paderborn",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Nahuel Noll",
+            "displayed_name": "Nahuel Noll",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 34726,
+            "player_url": "https://www.rotowire.com/soccer/player/nahuel-noll-34726"
+          },
+          {
+            "full_name": "Mattes Hansen",
+            "displayed_name": "M. Hansen",
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+            "injury_status": null,
+            "player_id": 48699,
+            "player_url": "https://www.rotowire.com/soccer/player/mattes-hansen-48699"
+          },
+          {
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+            "displayed_name": "T. Scheller",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48700,
+            "player_url": "https://www.rotowire.com/soccer/player/tjark-scheller-48700"
+          },
+          {
+            "full_name": "Jano ter Horst",
+            "displayed_name": "J. ter Horst",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48777,
+            "player_url": "https://www.rotowire.com/soccer/player/jano-ter-horst-48777"
+          },
+          {
+            "full_name": "Raphael Obermair",
+            "displayed_name": "R. Obermair",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 23809,
+            "player_url": "https://www.rotowire.com/soccer/player/raphael-obermair-23809"
+          },
+          {
+            "full_name": "Laurin Ulrich",
+            "displayed_name": "L. Ulrich",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37153,
+            "player_url": "https://www.rotowire.com/soccer/player/laurin-ulrich-37153"
+          },
+          {
+            "full_name": "Santiago Castaneda",
+            "displayed_name": "S. Castaneda",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48702,
+            "player_url": "https://www.rotowire.com/soccer/player/santiago-castaneda-48702"
+          },
+          {
+            "full_name": "Laurin Curda",
+            "displayed_name": "Laurin Curda",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 48704,
+            "player_url": "https://www.rotowire.com/soccer/player/laurin-curda-48704"
+          },
+          {
+            "full_name": "Gabriel Vidovic",
+            "displayed_name": "G. Vidovic",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 36575,
+            "player_url": "https://www.rotowire.com/soccer/player/gabriel-vidovic-36575"
+          },
+          {
+            "full_name": "Marvin Pieringer",
+            "displayed_name": "M. Pieringer",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 39729,
+            "player_url": "https://www.rotowire.com/soccer/player/marvin-pieringer-39729"
+          },
+          {
+            "full_name": "Stefano Marino",
+            "displayed_name": "S. Marino",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 48712,
+            "player_url": "https://www.rotowire.com/soccer/player/stefano-marino-48712"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "SC Freiburg",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Mio Backhaus",
+            "displayed_name": "Mio Backhaus",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 37379,
+            "player_url": "https://www.rotowire.com/soccer/player/mio-backhaus-37379"
+          },
+          {
+            "full_name": "Jordy Makengo",
+            "displayed_name": "J. Makengo",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 40617,
+            "player_url": "https://www.rotowire.com/soccer/player/jordy-makengo-40617"
+          },
+          {
+            "full_name": "Philipp Lienhart",
+            "displayed_name": "P. Lienhart",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24618,
+            "player_url": "https://www.rotowire.com/soccer/player/philipp-lienhart-24618"
+          },
+          {
+            "full_name": "Matthias Ginter",
+            "displayed_name": "M. Ginter",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 17592,
+            "player_url": "https://www.rotowire.com/soccer/player/matthias-ginter-17592"
+          },
+          {
+            "full_name": "Philipp Treu",
+            "displayed_name": "Philipp Treu",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 43806,
+            "player_url": "https://www.rotowire.com/soccer/player/philipp-treu-43806"
+          },
+          {
+            "full_name": "Maximilian Eggestein",
+            "displayed_name": "M. Eggestein",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 20260,
+            "player_url": "https://www.rotowire.com/soccer/player/maximilian-eggestein-20260"
+          },
+          {
+            "full_name": "Yannik Engelhardt",
+            "displayed_name": "Y. Engelhardt",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 36578,
+            "player_url": "https://www.rotowire.com/soccer/player/yannik-engelhardt-36578"
+          },
+          {
+            "full_name": "Derry Scherhant",
+            "displayed_name": "D. Scherhant",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 37594,
+            "player_url": "https://www.rotowire.com/soccer/player/derry-scherhant-37594"
+          },
+          {
+            "full_name": "Yuito Suzuki",
+            "displayed_name": "Yuito Suzuki",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 38722,
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+            "player_url": "https://www.rotowire.com/soccer/player/robin-koch-24987"
+          },
+          {
+            "full_name": "Elias Baum",
+            "displayed_name": "Elias Baum",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 40787,
+            "player_url": "https://www.rotowire.com/soccer/player/elias-baum-40787"
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Can Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43464,
+            "player_url": "https://www.rotowire.com/soccer/player/can-uzun-43464"
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "R. Onyedika",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37923,
+            "player_url": "https://www.rotowire.com/soccer/player/raphael-onyedika-37923"
+          },
+          {
+            "full_name": "Fares Chaibi",
+            "displayed_name": "Fares Chaibi",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37373,
+            "player_url": "https://www.rotowire.com/soccer/player/fares-chaibi-37373"
+          },
+          {
+            "full_name": "Ayoube Amaimouni-Echghouyab",
+            "displayed_name": "A. Amaimouni-Echghouyab",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 47580,
+            "player_url": "https://www.rotowire.com/soccer/player/ayoube-amaimouni-echghouyab-47580"
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Y. Ebnoutalib",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 47617,
+            "player_url": "https://www.rotowire.com/soccer/player/younes-ebnoutalib-47617"
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "J. Burkardt",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 26685,
+            "player_url": "https://www.rotowire.com/soccer/player/jonathan-burkardt-26685"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Augsburg",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Finn Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25565,
+            "player_url": "https://www.rotowire.com/soccer/player/finn-dahmen-25565"
+          },
+          {
+            "full_name": "Chrislain Matsima",
+            "displayed_name": "C. Matsima",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29183,
+            "player_url": "https://www.rotowire.com/soccer/player/chrislain-matsima-29183"
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "C. Brackelmann",
+            "position": "DC",
+            "injury_status": "QUES",
+            "player_id": 48428,
+            "player_url": "https://www.rotowire.com/soccer/player/calvin-brackelmann-48428"
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "N. Banks",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43556,
+            "player_url": "https://www.rotowire.com/soccer/player/noahkai-banks-43556"
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "H. Behrens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 45016,
+            "player_url": "https://www.rotowire.com/soccer/player/hennes-behrens-45016"
+          },
+          {
+            "full_name": "Han-Noah Massengo",
+            "displayed_name": "H. Massengo",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 26985,
+            "player_url": "https://www.rotowire.com/soccer/player/han-noah-massengo-26985"
+          },
+          {
+            "full_name": "Fabian Rieder",
+            "displayed_name": "F. Rieder",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 35671,
+            "player_url": "https://www.rotowire.com/soccer/player/fabian-rieder-35671"
+          },
+          {
+            "full_name": "Marius Wolf",
+            "displayed_name": "Marius Wolf",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 21031,
+            "player_url": "https://www.rotowire.com/soccer/player/marius-wolf-21031"
+          },
+          {
+            "full_name": "Arijon Ibrahimovic",
+            "displayed_name": "A. Ibrahimovic",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 36187,
+            "player_url": "https://www.rotowire.com/soccer/player/arijon-ibrahimovic-36187"
+          },
+          {
+            "full_name": "Robin Fellhauer",
+            "displayed_name": "R. Fellhauer",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 46636,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-fellhauer-46636"
+          },
+          {
+            "full_name": "Michael Gregoritsch",
+            "displayed_name": "M. Gregoritsch",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 20154,
+            "player_url": "https://www.rotowire.com/soccer/player/michael-gregoritsch-20154"
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260909_134212.json b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260909_134212.json
new file mode 100644
index 0000000..f788ef6
--- /dev/null
+++ b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260909_134212.json
@@ -0,0 +1,1751 @@
+{
+  "metadata": {
+    "source": "RotoWire",
+    "source_url": "https://www.rotowire.com/soccer/lineups.php?league=BUND",
+    "league_code": "BUND",
+    "captured_at": "2026-09-09T13:42:12+02:00",
+    "capture_finished_at": "2026-09-09T13:42:25+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198
+  },
+  "matches": [
+    {
+      "match_time": "September 11 2:30 PM ET",
+      "home": {
+        "team_name": "Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Frederik Ronnow",
+            "displayed_name": "F. Ronnow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25880,
+            "player_url": "https://www.rotowire.com/soccer/player/frederik-ronnow-25880"
+          },
+          {
+            "full_name": "Tom Rothe",
+            "displayed_name": "Tom Rothe",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 36636,
+            "player_url": "https://www.rotowire.com/soccer/player/tom-rothe-36636"
+          },
+          {
+            "full_name": "Felix Uduokhai",
+            "displayed_name": "F. Uduokhai",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24600,
+            "player_url": "https://www.rotowire.com/soccer/player/felix-uduokhai-24600"
+          },
+          {
+            "full_name": "Zeno Van Den Bosch",
+            "displayed_name": "Z. Van Den Bosch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 40542,
+            "player_url": "https://www.rotowire.com/soccer/player/zeno-van-den-bosch-40542"
+          },
+          {
+            "full_name": "Josip Juranovic",
+            "displayed_name": "J. Juranovic",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 34769,
+            "player_url": "https://www.rotowire.com/soccer/player/josip-juranovic-34769"
+          },
+          {
+            "full_name": "Livan Burcu",
+            "displayed_name": "Livan Burcu",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43803,
+            "player_url": "https://www.rotowire.com/soccer/player/livan-burcu-43803"
+          },
+          {
+            "full_name": "Aljoscha Kemlein",
+            "displayed_name": "A. Kemlein",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 38075,
+            "player_url": "https://www.rotowire.com/soccer/player/aljoscha-kemlein-38075"
+          },
+          {
+            "full_name": "Rani Khedira",
+            "displayed_name": "Rani Khedira",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 21666,
+            "player_url": "https://www.rotowire.com/soccer/player/rani-khedira-21666"
+          },
+          {
+            "full_name": "Michel Aebischer",
+            "displayed_name": "M. Aebischer",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 26843,
+            "player_url": "https://www.rotowire.com/soccer/player/michel-aebischer-26843"
+          },
+          {
+            "full_name": "Emmanuel Latte Lath",
+            "displayed_name": "E. Latte Lath",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 23156,
+            "player_url": "https://www.rotowire.com/soccer/player/emmanuel-latte-lath-23156"
+          },
+          {
+            "full_name": "Marin Ljubicic",
+            "displayed_name": "M. Ljubicic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 40575,
+            "player_url": "https://www.rotowire.com/soccer/player/marin-ljubicic-40575"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Loris Karius",
+            "displayed_name": "Loris Karius",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 17335,
+            "player_url": "https://www.rotowire.com/soccer/player/loris-karius-17335"
+          },
+          {
+            "full_name": "Timo Becker",
+            "displayed_name": "Timo Becker",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30648,
+            "player_url": "https://www.rotowire.com/soccer/player/timo-becker-30648"
+          },
+          {
+            "full_name": "Nikola Katic",
+            "displayed_name": "Nikola Katic",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30012,
+            "player_url": "https://www.rotowire.com/soccer/player/nikola-katic-30012"
+          },
+          {
+            "full_name": "Hasan Kurucay",
+            "displayed_name": "H. Kurucay",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48679,
+            "player_url": "https://www.rotowire.com/soccer/player/hasan-kurucay-48679"
+          },
+          {
+            "full_name": "Robin Gosens",
+            "displayed_name": "Robin Gosens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 24895,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-gosens-24895"
+          },
+          {
+            "full_name": "Soufiane El-Faouzi",
+            "displayed_name": "S. El-Faouzi",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48688,
+            "player_url": "https://www.rotowire.com/soccer/player/soufiane-el-faouzi-48688"
+          },
+          {
+            "full_name": "Satoshi Tanaka",
+            "displayed_name": "S. Tanaka",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48690,
+            "player_url": "https://www.rotowire.com/soccer/player/satoshi-tanaka-48690"
+          },
+          {
+            "full_name": "Eric Junior",
+            "displayed_name": "Eric Junior",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 27879,
+            "player_url": "https://www.rotowire.com/soccer/player/eric-junior-27879"
+          },
+          {
+            "full_name": "Adil Aouchiche",
+            "displayed_name": "A. Aouchiche",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 29662,
+            "player_url": "https://www.rotowire.com/soccer/player/adil-aouchiche-29662"
+          },
+          {
+            "full_name": "Dejan Ljubicic",
+            "displayed_name": "D. Ljubicic",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 33470,
+            "player_url": "https://www.rotowire.com/soccer/player/dejan-ljubicic-33470"
+          },
+          {
+            "full_name": "Moussa Sylla",
+            "displayed_name": "Moussa Sylla",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 25422,
+            "player_url": "https://www.rotowire.com/soccer/player/moussa-sylla-25422"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FSV Mainz 05",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Robin Zentner",
+            "displayed_name": "R. Zentner",
+            "position": "GK",
+            "injury_status": "QUES",
+            "player_id": 24862,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-zentner-24862"
+          },
+          {
+            "full_name": "Stefan Posch",
+            "displayed_name": "Stefan Posch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23594,
+            "player_url": "https://www.rotowire.com/soccer/player/stefan-posch-23594"
+          },
+          {
+            "full_name": "Kacper Potulski",
+            "displayed_name": "K. Potulski",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 47449,
+            "player_url": "https://www.rotowire.com/soccer/player/kacper-potulski-47449"
+          },
+          {
+            "full_name": "Fabio Gruber",
+            "displayed_name": "Fabio Gruber",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48617,
+            "player_url": "https://www.rotowire.com/soccer/player/fabio-gruber-48617"
+          },
+          {
+            "full_name": "Phillipp Mwene",
+            "displayed_name": "P. Mwene",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 26099,
+            "player_url": "https://www.rotowire.com/soccer/player/phillipp-mwene-26099"
+          },
+          {
+            "full_name": "Nadiem Amiri",
+            "displayed_name": "Nadiem Amiri",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 19623,
+            "player_url": "https://www.rotowire.com/soccer/player/nadiem-amiri-19623"
+          },
+          {
+            "full_name": "Lee Jae-Sung",
+            "displayed_name": "Lee Jae-Sung",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 32009,
+            "player_url": "https://www.rotowire.com/soccer/player/lee-jae-sung-32009"
+          },
+          {
+            "full_name": "Kaishu Sano",
+            "displayed_name": "Kaishu Sano",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 43470,
+            "player_url": "https://www.rotowire.com/soccer/player/kaishu-sano-43470"
+          },
+          {
+            "full_name": "Anthony Caci",
+            "displayed_name": "Anthony Caci",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 25792,
+            "player_url": "https://www.rotowire.com/soccer/player/anthony-caci-25792"
+          },
+          {
+            "full_name": "Sheraldo Becker",
+            "displayed_name": "S. Becker",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 29570,
+            "player_url": "https://www.rotowire.com/soccer/player/sheraldo-becker-29570"
+          },
+          {
+            "full_name": "Phillip Tietz",
+            "displayed_name": "P. Tietz",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 28994,
+            "player_url": "https://www.rotowire.com/soccer/player/phillip-tietz-28994"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Eintracht Frankfurt",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Noah Atubolu",
+            "displayed_name": "Noah Atubolu",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 35266,
+            "player_url": "https://www.rotowire.com/soccer/player/noah-atubolu-35266"
+          },
+          {
+            "full_name": "Keita Kosugi",
+            "displayed_name": "Keita Kosugi",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 47541,
+            "player_url": "https://www.rotowire.com/soccer/player/keita-kosugi-47541"
+          },
+          {
+            "full_name": "Lilian Brassier",
+            "displayed_name": "L. Brassier",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29004,
+            "player_url": "https://www.rotowire.com/soccer/player/lilian-brassier-29004"
+          },
+          {
+            "full_name": "Robin Koch",
+            "displayed_name": "Robin Koch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24987,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-koch-24987"
+          },
+          {
+            "full_name": "Elias Baum",
+            "displayed_name": "Elias Baum",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 40787,
+            "player_url": "https://www.rotowire.com/soccer/player/elias-baum-40787"
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Can Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43464,
+            "player_url": "https://www.rotowire.com/soccer/player/can-uzun-43464"
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "R. Onyedika",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37923,
+            "player_url": "https://www.rotowire.com/soccer/player/raphael-onyedika-37923"
+          },
+          {
+            "full_name": "Fares Chaibi",
+            "displayed_name": "Fares Chaibi",
+            "position": "MC",
+            "injury_status": "QUES",
+            "player_id": 37373,
+            "player_url": "https://www.rotowire.com/soccer/player/fares-chaibi-37373"
+          },
+          {
+            "full_name": "Ritsu Doan",
+            "displayed_name": "Ritsu Doan",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 28528,
+            "player_url": "https://www.rotowire.com/soccer/player/ritsu-doan-28528"
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "J. Burkardt",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 26685,
+            "player_url": "https://www.rotowire.com/soccer/player/jonathan-burkardt-26685"
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Y. Ebnoutalib",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 47617,
+            "player_url": "https://www.rotowire.com/soccer/player/younes-ebnoutalib-47617"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FC Augsburg",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Finn Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25565,
+            "player_url": "https://www.rotowire.com/soccer/player/finn-dahmen-25565"
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "H. Behrens",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 45016,
+            "player_url": "https://www.rotowire.com/soccer/player/hennes-behrens-45016"
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "N. Banks",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43556,
+            "player_url": "https://www.rotowire.com/soccer/player/noahkai-banks-43556"
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "C. Brackelmann",
+            "position": "DC",
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+            "player_url": "https://www.rotowire.com/soccer/player/lukas-petkov-34182"
+          },
+          {
+            "full_name": "David Mokwa",
+            "displayed_name": "David Mokwa",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 44893,
+            "player_url": "https://www.rotowire.com/soccer/player/david-mokwa-44893"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayern Munich",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Manuel Neuer",
+            "displayed_name": "Manuel Neuer",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 16146,
+            "player_url": "https://www.rotowire.com/soccer/player/manuel-neuer-16146"
+          },
+          {
+            "full_name": "Nathaniel Brown",
+            "displayed_name": "N. Brown",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 40933,
+            "player_url": "https://www.rotowire.com/soccer/player/nathaniel-brown-40933"
+          },
+          {
+            "full_name": "Jonathan Tah",
+            "displayed_name": "Jonathan Tah",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 19360,
+            "player_url": "https://www.rotowire.com/soccer/player/jonathan-tah-19360"
+          },
+          {
+            "full_name": "Dayot Upamecano",
+            "displayed_name": "D. Upamecano",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23324,
+            "player_url": "https://www.rotowire.com/soccer/player/dayot-upamecano-23324"
+          },
+          {
+            "full_name": "Konrad Laimer",
+            "displayed_name": "K. Laimer",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 24583,
+            "player_url": "https://www.rotowire.com/soccer/player/konrad-laimer-24583"
+          },
+          {
+            "full_name": "Joshua Kimmich",
+            "displayed_name": "J. Kimmich",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 19296,
+            "player_url": "https://www.rotowire.com/soccer/player/joshua-kimmich-19296"
+          },
+          {
+            "full_name": "Aleksandar Pavlovic",
+            "displayed_name": "A. Pavlovic",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 39554,
+            "player_url": "https://www.rotowire.com/soccer/player/aleksandar-pavlovic-39554"
+          },
+          {
+            "full_name": "Luis Diaz",
+            "displayed_name": "Luis Diaz",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 28527,
+            "player_url": "https://www.rotowire.com/soccer/player/luis-diaz-28527"
+          },
+          {
+            "full_name": "Ismael Saibari",
+            "displayed_name": "I. Saibari",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 37900,
+            "player_url": "https://www.rotowire.com/soccer/player/ismael-saibari-37900"
+          },
+          {
+            "full_name": "Michael Olise",
+            "displayed_name": "M. Olise",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 31393,
+            "player_url": "https://www.rotowire.com/soccer/player/michael-olise-31393"
+          },
+          {
+            "full_name": "Harry Kane",
+            "displayed_name": "Harry Kane",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 17352,
+            "player_url": "https://www.rotowire.com/soccer/player/harry-kane-17352"
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260910_134800.json b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260910_134800.json
new file mode 100644
index 0000000..3b9c776
--- /dev/null
+++ b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260910_134800.json
@@ -0,0 +1,1751 @@
+{
+  "metadata": {
+    "source": "RotoWire",
+    "source_url": "https://www.rotowire.com/soccer/lineups.php?league=BUND",
+    "league_code": "BUND",
+    "captured_at": "2026-09-10T13:48:00+02:00",
+    "capture_finished_at": "2026-09-10T13:48:16+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198
+  },
+  "matches": [
+    {
+      "match_time": "September 11 2:30 PM ET",
+      "home": {
+        "team_name": "Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Frederik Ronnow",
+            "displayed_name": "F. Ronnow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25880,
+            "player_url": "https://www.rotowire.com/soccer/player/frederik-ronnow-25880"
+          },
+          {
+            "full_name": "Tom Rothe",
+            "displayed_name": "Tom Rothe",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 36636,
+            "player_url": "https://www.rotowire.com/soccer/player/tom-rothe-36636"
+          },
+          {
+            "full_name": "Felix Uduokhai",
+            "displayed_name": "F. Uduokhai",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24600,
+            "player_url": "https://www.rotowire.com/soccer/player/felix-uduokhai-24600"
+          },
+          {
+            "full_name": "Zeno Van Den Bosch",
+            "displayed_name": "Z. Van Den Bosch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 40542,
+            "player_url": "https://www.rotowire.com/soccer/player/zeno-van-den-bosch-40542"
+          },
+          {
+            "full_name": "Josip Juranovic",
+            "displayed_name": "J. Juranovic",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 34769,
+            "player_url": "https://www.rotowire.com/soccer/player/josip-juranovic-34769"
+          },
+          {
+            "full_name": "Livan Burcu",
+            "displayed_name": "Livan Burcu",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43803,
+            "player_url": "https://www.rotowire.com/soccer/player/livan-burcu-43803"
+          },
+          {
+            "full_name": "Aljoscha Kemlein",
+            "displayed_name": "A. Kemlein",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 38075,
+            "player_url": "https://www.rotowire.com/soccer/player/aljoscha-kemlein-38075"
+          },
+          {
+            "full_name": "Rani Khedira",
+            "displayed_name": "Rani Khedira",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 21666,
+            "player_url": "https://www.rotowire.com/soccer/player/rani-khedira-21666"
+          },
+          {
+            "full_name": "Michel Aebischer",
+            "displayed_name": "M. Aebischer",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 26843,
+            "player_url": "https://www.rotowire.com/soccer/player/michel-aebischer-26843"
+          },
+          {
+            "full_name": "Emmanuel Latte Lath",
+            "displayed_name": "E. Latte Lath",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 23156,
+            "player_url": "https://www.rotowire.com/soccer/player/emmanuel-latte-lath-23156"
+          },
+          {
+            "full_name": "Marin Ljubicic",
+            "displayed_name": "M. Ljubicic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 40575,
+            "player_url": "https://www.rotowire.com/soccer/player/marin-ljubicic-40575"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Loris Karius",
+            "displayed_name": "Loris Karius",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 17335,
+            "player_url": "https://www.rotowire.com/soccer/player/loris-karius-17335"
+          },
+          {
+            "full_name": "Timo Becker",
+            "displayed_name": "Timo Becker",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30648,
+            "player_url": "https://www.rotowire.com/soccer/player/timo-becker-30648"
+          },
+          {
+            "full_name": "Nikola Katic",
+            "displayed_name": "Nikola Katic",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30012,
+            "player_url": "https://www.rotowire.com/soccer/player/nikola-katic-30012"
+          },
+          {
+            "full_name": "Hasan Kurucay",
+            "displayed_name": "H. Kurucay",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48679,
+            "player_url": "https://www.rotowire.com/soccer/player/hasan-kurucay-48679"
+          },
+          {
+            "full_name": "Robin Gosens",
+            "displayed_name": "Robin Gosens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 24895,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-gosens-24895"
+          },
+          {
+            "full_name": "Soufiane El-Faouzi",
+            "displayed_name": "S. El-Faouzi",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48688,
+            "player_url": "https://www.rotowire.com/soccer/player/soufiane-el-faouzi-48688"
+          },
+          {
+            "full_name": "Satoshi Tanaka",
+            "displayed_name": "S. Tanaka",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48690,
+            "player_url": "https://www.rotowire.com/soccer/player/satoshi-tanaka-48690"
+          },
+          {
+            "full_name": "Eric Junior",
+            "displayed_name": "Eric Junior",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 27879,
+            "player_url": "https://www.rotowire.com/soccer/player/eric-junior-27879"
+          },
+          {
+            "full_name": "Adil Aouchiche",
+            "displayed_name": "A. Aouchiche",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 29662,
+            "player_url": "https://www.rotowire.com/soccer/player/adil-aouchiche-29662"
+          },
+          {
+            "full_name": "Dejan Ljubicic",
+            "displayed_name": "D. Ljubicic",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 33470,
+            "player_url": "https://www.rotowire.com/soccer/player/dejan-ljubicic-33470"
+          },
+          {
+            "full_name": "Moussa Sylla",
+            "displayed_name": "Moussa Sylla",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 25422,
+            "player_url": "https://www.rotowire.com/soccer/player/moussa-sylla-25422"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FSV Mainz 05",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Robin Zentner",
+            "displayed_name": "R. Zentner",
+            "position": "GK",
+            "injury_status": "QUES",
+            "player_id": 24862,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-zentner-24862"
+          },
+          {
+            "full_name": "Stefan Posch",
+            "displayed_name": "Stefan Posch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23594,
+            "player_url": "https://www.rotowire.com/soccer/player/stefan-posch-23594"
+          },
+          {
+            "full_name": "Kacper Potulski",
+            "displayed_name": "K. Potulski",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 47449,
+            "player_url": "https://www.rotowire.com/soccer/player/kacper-potulski-47449"
+          },
+          {
+            "full_name": "Fabio Gruber",
+            "displayed_name": "Fabio Gruber",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48617,
+            "player_url": "https://www.rotowire.com/soccer/player/fabio-gruber-48617"
+          },
+          {
+            "full_name": "Phillipp Mwene",
+            "displayed_name": "P. Mwene",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 26099,
+            "player_url": "https://www.rotowire.com/soccer/player/phillipp-mwene-26099"
+          },
+          {
+            "full_name": "Nadiem Amiri",
+            "displayed_name": "Nadiem Amiri",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 19623,
+            "player_url": "https://www.rotowire.com/soccer/player/nadiem-amiri-19623"
+          },
+          {
+            "full_name": "Lee Jae-Sung",
+            "displayed_name": "Lee Jae-Sung",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 32009,
+            "player_url": "https://www.rotowire.com/soccer/player/lee-jae-sung-32009"
+          },
+          {
+            "full_name": "Kaishu Sano",
+            "displayed_name": "Kaishu Sano",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 43470,
+            "player_url": "https://www.rotowire.com/soccer/player/kaishu-sano-43470"
+          },
+          {
+            "full_name": "Anthony Caci",
+            "displayed_name": "Anthony Caci",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 25792,
+            "player_url": "https://www.rotowire.com/soccer/player/anthony-caci-25792"
+          },
+          {
+            "full_name": "Sheraldo Becker",
+            "displayed_name": "S. Becker",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 29570,
+            "player_url": "https://www.rotowire.com/soccer/player/sheraldo-becker-29570"
+          },
+          {
+            "full_name": "Phillip Tietz",
+            "displayed_name": "P. Tietz",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 28994,
+            "player_url": "https://www.rotowire.com/soccer/player/phillip-tietz-28994"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Eintracht Frankfurt",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Noah Atubolu",
+            "displayed_name": "Noah Atubolu",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 35266,
+            "player_url": "https://www.rotowire.com/soccer/player/noah-atubolu-35266"
+          },
+          {
+            "full_name": "Keita Kosugi",
+            "displayed_name": "Keita Kosugi",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 47541,
+            "player_url": "https://www.rotowire.com/soccer/player/keita-kosugi-47541"
+          },
+          {
+            "full_name": "Lilian Brassier",
+            "displayed_name": "L. Brassier",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29004,
+            "player_url": "https://www.rotowire.com/soccer/player/lilian-brassier-29004"
+          },
+          {
+            "full_name": "Robin Koch",
+            "displayed_name": "Robin Koch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24987,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-koch-24987"
+          },
+          {
+            "full_name": "Elias Baum",
+            "displayed_name": "Elias Baum",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 40787,
+            "player_url": "https://www.rotowire.com/soccer/player/elias-baum-40787"
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Can Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43464,
+            "player_url": "https://www.rotowire.com/soccer/player/can-uzun-43464"
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "R. Onyedika",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37923,
+            "player_url": "https://www.rotowire.com/soccer/player/raphael-onyedika-37923"
+          },
+          {
+            "full_name": "Fares Chaibi",
+            "displayed_name": "Fares Chaibi",
+            "position": "MC",
+            "injury_status": "QUES",
+            "player_id": 37373,
+            "player_url": "https://www.rotowire.com/soccer/player/fares-chaibi-37373"
+          },
+          {
+            "full_name": "Ritsu Doan",
+            "displayed_name": "Ritsu Doan",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 28528,
+            "player_url": "https://www.rotowire.com/soccer/player/ritsu-doan-28528"
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "J. Burkardt",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 26685,
+            "player_url": "https://www.rotowire.com/soccer/player/jonathan-burkardt-26685"
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Y. Ebnoutalib",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 47617,
+            "player_url": "https://www.rotowire.com/soccer/player/younes-ebnoutalib-47617"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FC Augsburg",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Finn Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25565,
+            "player_url": "https://www.rotowire.com/soccer/player/finn-dahmen-25565"
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "H. Behrens",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 45016,
+            "player_url": "https://www.rotowire.com/soccer/player/hennes-behrens-45016"
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "N. Banks",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43556,
+            "player_url": "https://www.rotowire.com/soccer/player/noahkai-banks-43556"
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "C. Brackelmann",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48428,
+            "player_url": "https://www.rotowire.com/soccer/player/calvin-brackelmann-48428"
+          },
+          {
+            "full_name": "Chrislain Matsima",
+            "displayed_name": "C. Matsima",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29183,
+            "player_url": "https://www.rotowire.com/soccer/player/chrislain-matsima-29183"
+          },
+          {
+            "full_name": "Marius Wolf",
+            "displayed_name": "Marius Wolf",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 21031,
+            "player_url": "https://www.rotowire.com/soccer/player/marius-wolf-21031"
+          },
+          {
+            "full_name": "Han-Noah Massengo",
+            "displayed_name": "H. Massengo",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 26985,
+            "player_url": "https://www.rotowire.com/soccer/player/han-noah-massengo-26985"
+          },
+          {
+            "full_name": "Fabian Rieder",
+            "displayed_name": "F. Rieder",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 35671,
+            "player_url": "https://www.rotowire.com/soccer/player/fabian-rieder-35671"
+          },
+          {
+            "full_name": "Robin Fellhauer",
+            "displayed_name": "R. Fellhauer",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 46636,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-fellhauer-46636"
+          },
+          {
+            "full_name": "Arijon Ibrahimovic",
+            "displayed_name": "A. Ibrahimovic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 36187,
+            "player_url": "https://www.rotowire.com/soccer/player/arijon-ibrahimovic-36187"
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+          },
+          {
+            "full_name": "Joshua Kimmich",
+            "displayed_name": "J. Kimmich",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 19296,
+            "player_url": "https://www.rotowire.com/soccer/player/joshua-kimmich-19296"
+          },
+          {
+            "full_name": "Aleksandar Pavlovic",
+            "displayed_name": "A. Pavlovic",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 39554,
+            "player_url": "https://www.rotowire.com/soccer/player/aleksandar-pavlovic-39554"
+          },
+          {
+            "full_name": "Luis Diaz",
+            "displayed_name": "Luis Diaz",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 28527,
+            "player_url": "https://www.rotowire.com/soccer/player/luis-diaz-28527"
+          },
+          {
+            "full_name": "Ismael Saibari",
+            "displayed_name": "I. Saibari",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 37900,
+            "player_url": "https://www.rotowire.com/soccer/player/ismael-saibari-37900"
+          },
+          {
+            "full_name": "Michael Olise",
+            "displayed_name": "M. Olise",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 31393,
+            "player_url": "https://www.rotowire.com/soccer/player/michael-olise-31393"
+          },
+          {
+            "full_name": "Harry Kane",
+            "displayed_name": "Harry Kane",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 17352,
+            "player_url": "https://www.rotowire.com/soccer/player/harry-kane-17352"
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260910_174223.json b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260910_174223.json
new file mode 100644
index 0000000..78542eb
--- /dev/null
+++ b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260910_174223.json
@@ -0,0 +1,1751 @@
+{
+  "metadata": {
+    "source": "RotoWire",
+    "source_url": "https://www.rotowire.com/soccer/lineups.php?league=BUND",
+    "league_code": "BUND",
+    "captured_at": "2026-09-10T17:42:23+02:00",
+    "capture_finished_at": "2026-09-10T17:42:31+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198
+  },
+  "matches": [
+    {
+      "match_time": "September 11 2:30 PM ET",
+      "home": {
+        "team_name": "Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Frederik Ronnow",
+            "displayed_name": "F. Ronnow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25880,
+            "player_url": "https://www.rotowire.com/soccer/player/frederik-ronnow-25880"
+          },
+          {
+            "full_name": "Tom Rothe",
+            "displayed_name": "Tom Rothe",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 36636,
+            "player_url": "https://www.rotowire.com/soccer/player/tom-rothe-36636"
+          },
+          {
+            "full_name": "Felix Uduokhai",
+            "displayed_name": "F. Uduokhai",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24600,
+            "player_url": "https://www.rotowire.com/soccer/player/felix-uduokhai-24600"
+          },
+          {
+            "full_name": "Zeno Van Den Bosch",
+            "displayed_name": "Z. Van Den Bosch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 40542,
+            "player_url": "https://www.rotowire.com/soccer/player/zeno-van-den-bosch-40542"
+          },
+          {
+            "full_name": "Josip Juranovic",
+            "displayed_name": "J. Juranovic",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 34769,
+            "player_url": "https://www.rotowire.com/soccer/player/josip-juranovic-34769"
+          },
+          {
+            "full_name": "Livan Burcu",
+            "displayed_name": "Livan Burcu",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43803,
+            "player_url": "https://www.rotowire.com/soccer/player/livan-burcu-43803"
+          },
+          {
+            "full_name": "Aljoscha Kemlein",
+            "displayed_name": "A. Kemlein",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 38075,
+            "player_url": "https://www.rotowire.com/soccer/player/aljoscha-kemlein-38075"
+          },
+          {
+            "full_name": "Rani Khedira",
+            "displayed_name": "Rani Khedira",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 21666,
+            "player_url": "https://www.rotowire.com/soccer/player/rani-khedira-21666"
+          },
+          {
+            "full_name": "Michel Aebischer",
+            "displayed_name": "M. Aebischer",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 26843,
+            "player_url": "https://www.rotowire.com/soccer/player/michel-aebischer-26843"
+          },
+          {
+            "full_name": "Emmanuel Latte Lath",
+            "displayed_name": "E. Latte Lath",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 23156,
+            "player_url": "https://www.rotowire.com/soccer/player/emmanuel-latte-lath-23156"
+          },
+          {
+            "full_name": "Marin Ljubicic",
+            "displayed_name": "M. Ljubicic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 40575,
+            "player_url": "https://www.rotowire.com/soccer/player/marin-ljubicic-40575"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Loris Karius",
+            "displayed_name": "Loris Karius",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 17335,
+            "player_url": "https://www.rotowire.com/soccer/player/loris-karius-17335"
+          },
+          {
+            "full_name": "Timo Becker",
+            "displayed_name": "Timo Becker",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30648,
+            "player_url": "https://www.rotowire.com/soccer/player/timo-becker-30648"
+          },
+          {
+            "full_name": "Nikola Katic",
+            "displayed_name": "Nikola Katic",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30012,
+            "player_url": "https://www.rotowire.com/soccer/player/nikola-katic-30012"
+          },
+          {
+            "full_name": "Hasan Kurucay",
+            "displayed_name": "H. Kurucay",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48679,
+            "player_url": "https://www.rotowire.com/soccer/player/hasan-kurucay-48679"
+          },
+          {
+            "full_name": "Robin Gosens",
+            "displayed_name": "Robin Gosens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 24895,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-gosens-24895"
+          },
+          {
+            "full_name": "Soufiane El-Faouzi",
+            "displayed_name": "S. El-Faouzi",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48688,
+            "player_url": "https://www.rotowire.com/soccer/player/soufiane-el-faouzi-48688"
+          },
+          {
+            "full_name": "Satoshi Tanaka",
+            "displayed_name": "S. Tanaka",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48690,
+            "player_url": "https://www.rotowire.com/soccer/player/satoshi-tanaka-48690"
+          },
+          {
+            "full_name": "Eric Junior",
+            "displayed_name": "Eric Junior",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 27879,
+            "player_url": "https://www.rotowire.com/soccer/player/eric-junior-27879"
+          },
+          {
+            "full_name": "Adil Aouchiche",
+            "displayed_name": "A. Aouchiche",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 29662,
+            "player_url": "https://www.rotowire.com/soccer/player/adil-aouchiche-29662"
+          },
+          {
+            "full_name": "Dejan Ljubicic",
+            "displayed_name": "D. Ljubicic",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 33470,
+            "player_url": "https://www.rotowire.com/soccer/player/dejan-ljubicic-33470"
+          },
+          {
+            "full_name": "Moussa Sylla",
+            "displayed_name": "Moussa Sylla",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 25422,
+            "player_url": "https://www.rotowire.com/soccer/player/moussa-sylla-25422"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FSV Mainz 05",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Robin Zentner",
+            "displayed_name": "R. Zentner",
+            "position": "GK",
+            "injury_status": "QUES",
+            "player_id": 24862,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-zentner-24862"
+          },
+          {
+            "full_name": "Stefan Posch",
+            "displayed_name": "Stefan Posch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23594,
+            "player_url": "https://www.rotowire.com/soccer/player/stefan-posch-23594"
+          },
+          {
+            "full_name": "Kacper Potulski",
+            "displayed_name": "K. Potulski",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 47449,
+            "player_url": "https://www.rotowire.com/soccer/player/kacper-potulski-47449"
+          },
+          {
+            "full_name": "Fabio Gruber",
+            "displayed_name": "Fabio Gruber",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48617,
+            "player_url": "https://www.rotowire.com/soccer/player/fabio-gruber-48617"
+          },
+          {
+            "full_name": "Phillipp Mwene",
+            "displayed_name": "P. Mwene",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 26099,
+            "player_url": "https://www.rotowire.com/soccer/player/phillipp-mwene-26099"
+          },
+          {
+            "full_name": "Nadiem Amiri",
+            "displayed_name": "Nadiem Amiri",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 19623,
+            "player_url": "https://www.rotowire.com/soccer/player/nadiem-amiri-19623"
+          },
+          {
+            "full_name": "Lee Jae-Sung",
+            "displayed_name": "Lee Jae-Sung",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 32009,
+            "player_url": "https://www.rotowire.com/soccer/player/lee-jae-sung-32009"
+          },
+          {
+            "full_name": "Kaishu Sano",
+            "displayed_name": "Kaishu Sano",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 43470,
+            "player_url": "https://www.rotowire.com/soccer/player/kaishu-sano-43470"
+          },
+          {
+            "full_name": "Anthony Caci",
+            "displayed_name": "Anthony Caci",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 25792,
+            "player_url": "https://www.rotowire.com/soccer/player/anthony-caci-25792"
+          },
+          {
+            "full_name": "Sheraldo Becker",
+            "displayed_name": "S. Becker",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 29570,
+            "player_url": "https://www.rotowire.com/soccer/player/sheraldo-becker-29570"
+          },
+          {
+            "full_name": "Phillip Tietz",
+            "displayed_name": "P. Tietz",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 28994,
+            "player_url": "https://www.rotowire.com/soccer/player/phillip-tietz-28994"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Eintracht Frankfurt",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Noah Atubolu",
+            "displayed_name": "Noah Atubolu",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 35266,
+            "player_url": "https://www.rotowire.com/soccer/player/noah-atubolu-35266"
+          },
+          {
+            "full_name": "Keita Kosugi",
+            "displayed_name": "Keita Kosugi",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 47541,
+            "player_url": "https://www.rotowire.com/soccer/player/keita-kosugi-47541"
+          },
+          {
+            "full_name": "Lilian Brassier",
+            "displayed_name": "L. Brassier",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29004,
+            "player_url": "https://www.rotowire.com/soccer/player/lilian-brassier-29004"
+          },
+          {
+            "full_name": "Robin Koch",
+            "displayed_name": "Robin Koch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24987,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-koch-24987"
+          },
+          {
+            "full_name": "Elias Baum",
+            "displayed_name": "Elias Baum",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 40787,
+            "player_url": "https://www.rotowire.com/soccer/player/elias-baum-40787"
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Can Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43464,
+            "player_url": "https://www.rotowire.com/soccer/player/can-uzun-43464"
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "R. Onyedika",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37923,
+            "player_url": "https://www.rotowire.com/soccer/player/raphael-onyedika-37923"
+          },
+          {
+            "full_name": "Fares Chaibi",
+            "displayed_name": "Fares Chaibi",
+            "position": "MC",
+            "injury_status": "QUES",
+            "player_id": 37373,
+            "player_url": "https://www.rotowire.com/soccer/player/fares-chaibi-37373"
+          },
+          {
+            "full_name": "Ritsu Doan",
+            "displayed_name": "Ritsu Doan",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 28528,
+            "player_url": "https://www.rotowire.com/soccer/player/ritsu-doan-28528"
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "J. Burkardt",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 26685,
+            "player_url": "https://www.rotowire.com/soccer/player/jonathan-burkardt-26685"
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Y. Ebnoutalib",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 47617,
+            "player_url": "https://www.rotowire.com/soccer/player/younes-ebnoutalib-47617"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FC Augsburg",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Finn Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25565,
+            "player_url": "https://www.rotowire.com/soccer/player/finn-dahmen-25565"
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "H. Behrens",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 45016,
+            "player_url": "https://www.rotowire.com/soccer/player/hennes-behrens-45016"
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "N. Banks",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43556,
+            "player_url": "https://www.rotowire.com/soccer/player/noahkai-banks-43556"
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "C. Brackelmann",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48428,
+            "player_url": "https://www.rotowire.com/soccer/player/calvin-brackelmann-48428"
+          },
+          {
+            "full_name": "Chrislain Matsima",
+            "displayed_name": "C. Matsima",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29183,
+            "player_url": "https://www.rotowire.com/soccer/player/chrislain-matsima-29183"
+          },
+          {
+            "full_name": "Marius Wolf",
+            "displayed_name": "Marius Wolf",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 21031,
+            "player_url": "https://www.rotowire.com/soccer/player/marius-wolf-21031"
+          },
+          {
+            "full_name": "Han-Noah Massengo",
+            "displayed_name": "H. Massengo",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 26985,
+            "player_url": "https://www.rotowire.com/soccer/player/han-noah-massengo-26985"
+          },
+          {
+            "full_name": "Fabian Rieder",
+            "displayed_name": "F. Rieder",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 35671,
+            "player_url": "https://www.rotowire.com/soccer/player/fabian-rieder-35671"
+          },
+          {
+            "full_name": "Robin Fellhauer",
+            "displayed_name": "R. Fellhauer",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 46636,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-fellhauer-46636"
+          },
+          {
+            "full_name": "Arijon Ibrahimovic",
+            "displayed_name": "A. Ibrahimovic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 36187,
+            "player_url": "https://www.rotowire.com/soccer/player/arijon-ibrahimovic-36187"
+          },
+          {
+            "full_name": "Michael Gregoritsch",
+            "displayed_name": "M. Gregoritsch",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 20154,
+            "player_url": "https://www.rotowire.com/soccer/player/michael-gregoritsch-20154"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayer Leverkusen",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Mark Flekken",
+            "displayed_name": "Mark Flekken",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25881,
+            "player_url": "https://www.rotowire.com/soccer/player/mark-flekken-25881"
+          },
+          {
+            "full_name": "Miguel Gutierrez",
+            "displayed_name": "M. Gutierrez",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 32495,
+            "player_url": "https://www.rotowire.com/soccer/player/miguel-gutierrez-32495"
+          },
+          {
+            "full_name": "Facundo Medina",
+            "displayed_name": "F. Medina",
+            "position": "DC",
+            "injury_status": "QUES",
+            "player_id": 32743,
+            "player_url": "https://www.rotowire.com/soccer/player/facundo-medina-32743"
+          },
+          {
+            "full_name": "Edmond Tapsoba",
+            "displayed_name": "E. Tapsoba",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30343,
+            "player_url": "https://www.rotowire.com/soccer/player/edmond-tapsoba-30343"
+          },
+          {
+            "full_name": "Jarell Quansah",
+            "displayed_name": "J. Quansah",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 36116,
+            "player_url": "https://www.rotowire.com/soccer/player/jarell-quansah-36116"
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+  ]
+}
diff --git a/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260911_094138.json b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260911_094138.json
new file mode 100644
index 0000000..2dcf709
--- /dev/null
+++ b/outputs/rotowire/predicted_lineups/rotowire_bundesliga_lineups_20260911_094138.json
@@ -0,0 +1,1751 @@
+{
+  "metadata": {
+    "source": "RotoWire",
+    "source_url": "https://www.rotowire.com/soccer/lineups.php?league=BUND",
+    "league_code": "BUND",
+    "captured_at": "2026-09-11T09:41:38+02:00",
+    "capture_finished_at": "2026-09-11T09:41:50+02:00",
+    "match_count": 9,
+    "team_count": 18,
+    "player_count": 198
+  },
+  "matches": [
+    {
+      "match_time": "September 11 2:30 PM ET",
+      "home": {
+        "team_name": "Union Berlin",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Frederik Ronnow",
+            "displayed_name": "F. Ronnow",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25880,
+            "player_url": "https://www.rotowire.com/soccer/player/frederik-ronnow-25880"
+          },
+          {
+            "full_name": "Tom Rothe",
+            "displayed_name": "Tom Rothe",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 36636,
+            "player_url": "https://www.rotowire.com/soccer/player/tom-rothe-36636"
+          },
+          {
+            "full_name": "Zeno Van Den Bosch",
+            "displayed_name": "Z. Van Den Bosch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 40542,
+            "player_url": "https://www.rotowire.com/soccer/player/zeno-van-den-bosch-40542"
+          },
+          {
+            "full_name": "Felix Uduokhai",
+            "displayed_name": "F. Uduokhai",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24600,
+            "player_url": "https://www.rotowire.com/soccer/player/felix-uduokhai-24600"
+          },
+          {
+            "full_name": "Josip Juranovic",
+            "displayed_name": "J. Juranovic",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 34769,
+            "player_url": "https://www.rotowire.com/soccer/player/josip-juranovic-34769"
+          },
+          {
+            "full_name": "Livan Burcu",
+            "displayed_name": "Livan Burcu",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43803,
+            "player_url": "https://www.rotowire.com/soccer/player/livan-burcu-43803"
+          },
+          {
+            "full_name": "Aljoscha Kemlein",
+            "displayed_name": "A. Kemlein",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 38075,
+            "player_url": "https://www.rotowire.com/soccer/player/aljoscha-kemlein-38075"
+          },
+          {
+            "full_name": "Rani Khedira",
+            "displayed_name": "Rani Khedira",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 21666,
+            "player_url": "https://www.rotowire.com/soccer/player/rani-khedira-21666"
+          },
+          {
+            "full_name": "Michel Aebischer",
+            "displayed_name": "M. Aebischer",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 26843,
+            "player_url": "https://www.rotowire.com/soccer/player/michel-aebischer-26843"
+          },
+          {
+            "full_name": "Emmanuel Latte Lath",
+            "displayed_name": "E. Latte Lath",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 23156,
+            "player_url": "https://www.rotowire.com/soccer/player/emmanuel-latte-lath-23156"
+          },
+          {
+            "full_name": "Marin Ljubicic",
+            "displayed_name": "M. Ljubicic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 40575,
+            "player_url": "https://www.rotowire.com/soccer/player/marin-ljubicic-40575"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "FC Schalke 04",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Loris Karius",
+            "displayed_name": "Loris Karius",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 17335,
+            "player_url": "https://www.rotowire.com/soccer/player/loris-karius-17335"
+          },
+          {
+            "full_name": "Timo Becker",
+            "displayed_name": "Timo Becker",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30648,
+            "player_url": "https://www.rotowire.com/soccer/player/timo-becker-30648"
+          },
+          {
+            "full_name": "Nikola Katic",
+            "displayed_name": "Nikola Katic",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30012,
+            "player_url": "https://www.rotowire.com/soccer/player/nikola-katic-30012"
+          },
+          {
+            "full_name": "Hasan Kurucay",
+            "displayed_name": "H. Kurucay",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48679,
+            "player_url": "https://www.rotowire.com/soccer/player/hasan-kurucay-48679"
+          },
+          {
+            "full_name": "Robin Gosens",
+            "displayed_name": "Robin Gosens",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 24895,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-gosens-24895"
+          },
+          {
+            "full_name": "Soufiane El-Faouzi",
+            "displayed_name": "S. El-Faouzi",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48688,
+            "player_url": "https://www.rotowire.com/soccer/player/soufiane-el-faouzi-48688"
+          },
+          {
+            "full_name": "Satoshi Tanaka",
+            "displayed_name": "S. Tanaka",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 48690,
+            "player_url": "https://www.rotowire.com/soccer/player/satoshi-tanaka-48690"
+          },
+          {
+            "full_name": "Eric Junior",
+            "displayed_name": "Eric Junior",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 27879,
+            "player_url": "https://www.rotowire.com/soccer/player/eric-junior-27879"
+          },
+          {
+            "full_name": "Adil Aouchiche",
+            "displayed_name": "A. Aouchiche",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 29662,
+            "player_url": "https://www.rotowire.com/soccer/player/adil-aouchiche-29662"
+          },
+          {
+            "full_name": "Dejan Ljubicic",
+            "displayed_name": "D. Ljubicic",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 33470,
+            "player_url": "https://www.rotowire.com/soccer/player/dejan-ljubicic-33470"
+          },
+          {
+            "full_name": "Moussa Sylla",
+            "displayed_name": "Moussa Sylla",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 25422,
+            "player_url": "https://www.rotowire.com/soccer/player/moussa-sylla-25422"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FSV Mainz 05",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Robin Zentner",
+            "displayed_name": "R. Zentner",
+            "position": "GK",
+            "injury_status": "QUES",
+            "player_id": 24862,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-zentner-24862"
+          },
+          {
+            "full_name": "Stefan Posch",
+            "displayed_name": "Stefan Posch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23594,
+            "player_url": "https://www.rotowire.com/soccer/player/stefan-posch-23594"
+          },
+          {
+            "full_name": "Fabio Gruber",
+            "displayed_name": "Fabio Gruber",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48617,
+            "player_url": "https://www.rotowire.com/soccer/player/fabio-gruber-48617"
+          },
+          {
+            "full_name": "Kacper Potulski",
+            "displayed_name": "K. Potulski",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 47449,
+            "player_url": "https://www.rotowire.com/soccer/player/kacper-potulski-47449"
+          },
+          {
+            "full_name": "Phillipp Mwene",
+            "displayed_name": "P. Mwene",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 26099,
+            "player_url": "https://www.rotowire.com/soccer/player/phillipp-mwene-26099"
+          },
+          {
+            "full_name": "Nadiem Amiri",
+            "displayed_name": "Nadiem Amiri",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 19623,
+            "player_url": "https://www.rotowire.com/soccer/player/nadiem-amiri-19623"
+          },
+          {
+            "full_name": "Lee Jae-Sung",
+            "displayed_name": "Lee Jae-Sung",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 32009,
+            "player_url": "https://www.rotowire.com/soccer/player/lee-jae-sung-32009"
+          },
+          {
+            "full_name": "Kaishu Sano",
+            "displayed_name": "Kaishu Sano",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 43470,
+            "player_url": "https://www.rotowire.com/soccer/player/kaishu-sano-43470"
+          },
+          {
+            "full_name": "Anthony Caci",
+            "displayed_name": "Anthony Caci",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 25792,
+            "player_url": "https://www.rotowire.com/soccer/player/anthony-caci-25792"
+          },
+          {
+            "full_name": "Sheraldo Becker",
+            "displayed_name": "S. Becker",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 29570,
+            "player_url": "https://www.rotowire.com/soccer/player/sheraldo-becker-29570"
+          },
+          {
+            "full_name": "Phillip Tietz",
+            "displayed_name": "P. Tietz",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 28994,
+            "player_url": "https://www.rotowire.com/soccer/player/phillip-tietz-28994"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Eintracht Frankfurt",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Noah Atubolu",
+            "displayed_name": "Noah Atubolu",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 35266,
+            "player_url": "https://www.rotowire.com/soccer/player/noah-atubolu-35266"
+          },
+          {
+            "full_name": "Keita Kosugi",
+            "displayed_name": "Keita Kosugi",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 47541,
+            "player_url": "https://www.rotowire.com/soccer/player/keita-kosugi-47541"
+          },
+          {
+            "full_name": "Lilian Brassier",
+            "displayed_name": "L. Brassier",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29004,
+            "player_url": "https://www.rotowire.com/soccer/player/lilian-brassier-29004"
+          },
+          {
+            "full_name": "Robin Koch",
+            "displayed_name": "Robin Koch",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 24987,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-koch-24987"
+          },
+          {
+            "full_name": "Elias Baum",
+            "displayed_name": "Elias Baum",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 40787,
+            "player_url": "https://www.rotowire.com/soccer/player/elias-baum-40787"
+          },
+          {
+            "full_name": "Can Uzun",
+            "displayed_name": "Can Uzun",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 43464,
+            "player_url": "https://www.rotowire.com/soccer/player/can-uzun-43464"
+          },
+          {
+            "full_name": "Raphael Onyedika",
+            "displayed_name": "R. Onyedika",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37923,
+            "player_url": "https://www.rotowire.com/soccer/player/raphael-onyedika-37923"
+          },
+          {
+            "full_name": "Fares Chaibi",
+            "displayed_name": "Fares Chaibi",
+            "position": "MC",
+            "injury_status": "QUES",
+            "player_id": 37373,
+            "player_url": "https://www.rotowire.com/soccer/player/fares-chaibi-37373"
+          },
+          {
+            "full_name": "Ritsu Doan",
+            "displayed_name": "Ritsu Doan",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 28528,
+            "player_url": "https://www.rotowire.com/soccer/player/ritsu-doan-28528"
+          },
+          {
+            "full_name": "Jonathan Burkardt",
+            "displayed_name": "J. Burkardt",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 26685,
+            "player_url": "https://www.rotowire.com/soccer/player/jonathan-burkardt-26685"
+          },
+          {
+            "full_name": "Younes Ebnoutalib",
+            "displayed_name": "Y. Ebnoutalib",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 47617,
+            "player_url": "https://www.rotowire.com/soccer/player/younes-ebnoutalib-47617"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
+        "team_name": "FC Augsburg",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Finn Dahmen",
+            "displayed_name": "Finn Dahmen",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25565,
+            "player_url": "https://www.rotowire.com/soccer/player/finn-dahmen-25565"
+          },
+          {
+            "full_name": "Hennes Behrens",
+            "displayed_name": "H. Behrens",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 45016,
+            "player_url": "https://www.rotowire.com/soccer/player/hennes-behrens-45016"
+          },
+          {
+            "full_name": "Noahkai Banks",
+            "displayed_name": "N. Banks",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43556,
+            "player_url": "https://www.rotowire.com/soccer/player/noahkai-banks-43556"
+          },
+          {
+            "full_name": "Calvin Brackelmann",
+            "displayed_name": "C. Brackelmann",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48428,
+            "player_url": "https://www.rotowire.com/soccer/player/calvin-brackelmann-48428"
+          },
+          {
+            "full_name": "Chrislain Matsima",
+            "displayed_name": "C. Matsima",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 29183,
+            "player_url": "https://www.rotowire.com/soccer/player/chrislain-matsima-29183"
+          },
+          {
+            "full_name": "Marius Wolf",
+            "displayed_name": "Marius Wolf",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 21031,
+            "player_url": "https://www.rotowire.com/soccer/player/marius-wolf-21031"
+          },
+          {
+            "full_name": "Han-Noah Massengo",
+            "displayed_name": "H. Massengo",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 26985,
+            "player_url": "https://www.rotowire.com/soccer/player/han-noah-massengo-26985"
+          },
+          {
+            "full_name": "Fabian Rieder",
+            "displayed_name": "F. Rieder",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 35671,
+            "player_url": "https://www.rotowire.com/soccer/player/fabian-rieder-35671"
+          },
+          {
+            "full_name": "Robin Fellhauer",
+            "displayed_name": "R. Fellhauer",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 46636,
+            "player_url": "https://www.rotowire.com/soccer/player/robin-fellhauer-46636"
+          },
+          {
+            "full_name": "Arijon Ibrahimovic",
+            "displayed_name": "A. Ibrahimovic",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 36187,
+            "player_url": "https://www.rotowire.com/soccer/player/arijon-ibrahimovic-36187"
+          },
+          {
+            "full_name": "Michael Gregoritsch",
+            "displayed_name": "M. Gregoritsch",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 20154,
+            "player_url": "https://www.rotowire.com/soccer/player/michael-gregoritsch-20154"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayer Leverkusen",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Mark Flekken",
+            "displayed_name": "Mark Flekken",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 25881,
+            "player_url": "https://www.rotowire.com/soccer/player/mark-flekken-25881"
+          },
+          {
+            "full_name": "Miguel Gutierrez",
+            "displayed_name": "M. Gutierrez",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 32495,
+            "player_url": "https://www.rotowire.com/soccer/player/miguel-gutierrez-32495"
+          },
+          {
+            "full_name": "Facundo Medina",
+            "displayed_name": "F. Medina",
+            "position": "DC",
+            "injury_status": "QUES",
+            "player_id": 32743,
+            "player_url": "https://www.rotowire.com/soccer/player/facundo-medina-32743"
+          },
+          {
+            "full_name": "Edmond Tapsoba",
+            "displayed_name": "E. Tapsoba",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 30343,
+            "player_url": "https://www.rotowire.com/soccer/player/edmond-tapsoba-30343"
+          },
+          {
+            "full_name": "Jarell Quansah",
+            "displayed_name": "J. Quansah",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 36116,
+            "player_url": "https://www.rotowire.com/soccer/player/jarell-quansah-36116"
+          },
+          {
+            "full_name": "Aleix Garcia",
+            "displayed_name": "Aleix Garcia",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 20993,
+            "player_url": "https://www.rotowire.com/soccer/player/aleix-garcia-20993"
+          },
+          {
+            "full_name": "Ezequiel Fernandez",
+            "displayed_name": "E. Fernandez",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 43683,
+            "player_url": "https://www.rotowire.com/soccer/player/ezequiel-fernandez-43683"
+          },
+          {
+            "full_name": "Ibrahim Maza",
+            "displayed_name": "Ibrahim Maza",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 38959,
+            "player_url": "https://www.rotowire.com/soccer/player/ibrahim-maza-38959"
+          },
+          {
+            "full_name": "Malik Tillman",
+            "displayed_name": "M. Tillman",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 32665,
+            "player_url": "https://www.rotowire.com/soccer/player/malik-tillman-32665"
+          },
+          {
+            "full_name": "Afonso Moreira",
+            "displayed_name": "Afonso Moreira",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 40418,
+            "player_url": "https://www.rotowire.com/soccer/player/afonso-moreira-40418"
+          },
+          {
+            "full_name": "Patrik Schick",
+            "displayed_name": "P. Schick",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 22100,
+            "player_url": "https://www.rotowire.com/soccer/player/patrik-schick-22100"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 12 9:30 AM ET",
+      "home": {
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+            "full_name": "Jahmai Simpson-Pusey",
+            "displayed_name": "J. Simpson-Pusey",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 43829,
+            "player_url": "https://www.rotowire.com/soccer/player/jahmai-simpson-pusey-43829"
+          },
+          {
+            "full_name": "Alessio Castro-Montes",
+            "displayed_name": "A. Castro-Montes",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 30261,
+            "player_url": "https://www.rotowire.com/soccer/player/alessio-castro-montes-30261"
+          },
+          {
+            "full_name": "Tom Krauss",
+            "displayed_name": "Tom Krauss",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 29789,
+            "player_url": "https://www.rotowire.com/soccer/player/tom-krauss-29789"
+          },
+          {
+            "full_name": "Isak Johannesson",
+            "displayed_name": "I. Johannesson",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 37860,
+            "player_url": "https://www.rotowire.com/soccer/player/isak-johannesson-37860"
+          },
+          {
+            "full_name": "Ellyes Skhiri",
+            "displayed_name": "E. Skhiri",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 20303,
+            "player_url": "https://www.rotowire.com/soccer/player/ellyes-skhiri-20303"
+          },
+          {
+            "full_name": "Said El Mala",
+            "displayed_name": "Said El Mala",
+            "position": "FWL",
+            "injury_status": "QUES",
+            "player_id": 46716,
+            "player_url": "https://www.rotowire.com/soccer/player/said-el-mala-46716"
+          },
+          {
+            "full_name": "Mikey Moore",
+            "displayed_name": "Mikey Moore",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 41501,
+            "player_url": "https://www.rotowire.com/soccer/player/mikey-moore-41501"
+          },
+          {
+            "full_name": "Ragnar Ache",
+            "displayed_name": "Ragnar Ache",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 32826,
+            "player_url": "https://www.rotowire.com/soccer/player/ragnar-ache-32826"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Werder Bremen",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Karl Jakob Hein",
+            "displayed_name": "K. Hein",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 35197,
+            "player_url": "https://www.rotowire.com/soccer/player/karl-jakob-hein-35197"
+          },
+          {
+            "full_name": "Olivier Deman",
+            "displayed_name": "O. Deman",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 40312,
+            "player_url": "https://www.rotowire.com/soccer/player/olivier-deman-40312"
+          },
+          {
+            "full_name": "Amos Pieper",
+            "displayed_name": "Amos Pieper",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 32806,
+            "player_url": "https://www.rotowire.com/soccer/player/amos-pieper-32806"
+          },
+          {
+            "full_name": "Marco Friedl",
+            "displayed_name": "Marco Friedl",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23443,
+            "player_url": "https://www.rotowire.com/soccer/player/marco-friedl-23443"
+          },
+          {
+            "full_name": "Arthur",
+            "displayed_name": "Arthur",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 38971,
+            "player_url": "https://www.rotowire.com/soccer/player/arthur-38971"
+          },
+          {
+            "full_name": "Youri Regeer",
+            "displayed_name": "Youri Regeer",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 37917,
+            "player_url": "https://www.rotowire.com/soccer/player/youri-regeer-37917"
+          },
+          {
+            "full_name": "Ludovit Reis",
+            "displayed_name": "Ludovit Reis",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 29362,
+            "player_url": "https://www.rotowire.com/soccer/player/ludovit-reis-29362"
+          },
+          {
+            "full_name": "Marco Grull",
+            "displayed_name": "Marco Grull",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 41219,
+            "player_url": "https://www.rotowire.com/soccer/player/marco-grull-41219"
+          },
+          {
+            "full_name": "Chuki",
+            "displayed_name": "Chuki",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 43893,
+            "player_url": "https://www.rotowire.com/soccer/player/chuki-43893"
+          },
+          {
+            "full_name": "Eren Dinkci",
+            "displayed_name": "Eren Dinkci",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 34269,
+            "player_url": "https://www.rotowire.com/soccer/player/eren-dinkci-34269"
+          },
+          {
+            "full_name": "Niclas Fullkrug",
+            "displayed_name": "N. Fullkrug",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 24537,
+            "player_url": "https://www.rotowire.com/soccer/player/niclas-fullkrug-24537"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 13 9:30 AM ET",
+      "home": {
+        "team_name": "RB Leipzig",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Maarten Vandevoordt",
+            "displayed_name": "M. Vandevoordt",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 29875,
+            "player_url": "https://www.rotowire.com/soccer/player/maarten-vandevoordt-29875"
+          },
+          {
+            "full_name": "David Raum",
+            "displayed_name": "David Raum",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 35002,
+            "player_url": "https://www.rotowire.com/soccer/player/david-raum-35002"
+          },
+          {
+            "full_name": "Maxime Esteve",
+            "displayed_name": "M. Esteve",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 34659,
+            "player_url": "https://www.rotowire.com/soccer/player/maxime-esteve-34659"
+          },
+          {
+            "full_name": "Willi Orban",
+            "displayed_name": "Willi Orban",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 21614,
+            "player_url": "https://www.rotowire.com/soccer/player/willi-orban-21614"
+          },
+          {
+            "full_name": "Ridle Baku",
+            "displayed_name": "Ridle Baku",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 24936,
+            "player_url": "https://www.rotowire.com/soccer/player/ridle-baku-24936"
+          },
+          {
+            "full_name": "Nicolas Seiwald",
+            "displayed_name": "N. Seiwald",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 33490,
+            "player_url": "https://www.rotowire.com/soccer/player/nicolas-seiwald-33490"
+          },
+          {
+            "full_name": "Neil El Aynaoui",
+            "displayed_name": "N. El Aynaoui",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 39689,
+            "player_url": "https://www.rotowire.com/soccer/player/neil-el-aynaoui-39689"
+          },
+          {
+            "full_name": "Ezechiel Banzuzi",
+            "displayed_name": "E. Banzuzi",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 46428,
+            "player_url": "https://www.rotowire.com/soccer/player/ezechiel-banzuzi-46428"
+          },
+          {
+            "full_name": "Antonio Nusa",
+            "displayed_name": "Antonio Nusa",
+            "position": "FWL",
+            "injury_status": null,
+            "player_id": 35612,
+            "player_url": "https://www.rotowire.com/soccer/player/antonio-nusa-35612"
+          },
+          {
+            "full_name": "Tidiam Gomis",
+            "displayed_name": "Tidiam Gomis",
+            "position": "FWR",
+            "injury_status": null,
+            "player_id": 45082,
+            "player_url": "https://www.rotowire.com/soccer/player/tidiam-gomis-45082"
+          },
+          {
+            "full_name": "Christopher Nkunku",
+            "displayed_name": "C. Nkunku",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 20544,
+            "player_url": "https://www.rotowire.com/soccer/player/christopher-nkunku-20544"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Hamburger SV",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Daniel Heuer Fernandes",
+            "displayed_name": "D. Heuer Fernandes",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 21877,
+            "player_url": "https://www.rotowire.com/soccer/player/daniel-heuer-fernandes-21877"
+          },
+          {
+            "full_name": "Jordan Torunarigha",
+            "displayed_name": "J. Torunarigha",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23418,
+            "player_url": "https://www.rotowire.com/soccer/player/jordan-torunarigha-23418"
+          },
+          {
+            "full_name": "Nicolas Capaldo",
+            "displayed_name": "Nicolas Capaldo",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 35667,
+            "player_url": "https://www.rotowire.com/soccer/player/nicolas-capaldo-35667"
+          },
+          {
+            "full_name": "Shafiq Bello Nandja",
+            "displayed_name": "Shafiq Bello Nandja",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48225,
+            "player_url": "https://www.rotowire.com/soccer/player/shafiq-bello-nandja-48225"
+          },
+          {
+            "full_name": "David Moller Wolfe",
+            "displayed_name": "D. Moller Wolfe",
+            "position": "ML",
+            "injury_status": null,
+            "player_id": 44313,
+            "player_url": "https://www.rotowire.com/soccer/player/david-moller-wolfe-44313"
+          },
+          {
+            "full_name": "Nicolai Remberg",
+            "displayed_name": "N. Remberg",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 43988,
+            "player_url": "https://www.rotowire.com/soccer/player/nicolai-remberg-43988"
+          },
+          {
+            "full_name": "Albert Sambi Lokonga",
+            "displayed_name": "A. Lokonga",
+            "position": "MC",
+            "injury_status": null,
+            "player_id": 34878,
+            "player_url": "https://www.rotowire.com/soccer/player/albert-sambi-lokonga-34878"
+          },
+          {
+            "full_name": "Zakaria El Ouahdi",
+            "displayed_name": "Z. El Ouahdi",
+            "position": "MR",
+            "injury_status": null,
+            "player_id": 43675,
+            "player_url": "https://www.rotowire.com/soccer/player/zakaria-el-ouahdi-43675"
+          },
+          {
+            "full_name": "Fabio Vieira",
+            "displayed_name": "Fabio Vieira",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 33890,
+            "player_url": "https://www.rotowire.com/soccer/player/fabio-vieira-33890"
+          },
+          {
+            "full_name": "Albert Gronbaek",
+            "displayed_name": "A. Gronbaek",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 37790,
+            "player_url": "https://www.rotowire.com/soccer/player/albert-gronbaek-37790"
+          },
+          {
+            "full_name": "Patson Daka",
+            "displayed_name": "Patson Daka",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 29755,
+            "player_url": "https://www.rotowire.com/soccer/player/patson-daka-29755"
+          }
+        ]
+      }
+    },
+    {
+      "match_time": "September 13 11:30 AM ET",
+      "home": {
+        "team_name": "SV 07 Elversberg",
+        "side": "home",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Nicolas Kristof",
+            "displayed_name": "N. Kristof",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 48713,
+            "player_url": "https://www.rotowire.com/soccer/player/nicolas-kristof-48713"
+          },
+          {
+            "full_name": "Lasse Gunther",
+            "displayed_name": "L. Gunther",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 34743,
+            "player_url": "https://www.rotowire.com/soccer/player/lasse-gunther-34743"
+          },
+          {
+            "full_name": "Lukas Pinckert",
+            "displayed_name": "L. Pinckert",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48715,
+            "player_url": "https://www.rotowire.com/soccer/player/lukas-pinckert-48715"
+          },
+          {
+            "full_name": "Maximilian Rohr",
+            "displayed_name": "M. Rohr",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 48716,
+            "player_url": "https://www.rotowire.com/soccer/player/maximilian-rohr-48716"
+          },
+          {
+            "full_name": "Jan Gyamerah",
+            "displayed_name": "Jan Gyamerah",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 48720,
+            "player_url": "https://www.rotowire.com/soccer/player/jan-gyamerah-48720"
+          },
+          {
+            "full_name": "Felix Keidel",
+            "displayed_name": "Felix Keidel",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 48719,
+            "player_url": "https://www.rotowire.com/soccer/player/felix-keidel-48719"
+          },
+          {
+            "full_name": "Lukasz Poreba",
+            "displayed_name": "L. Poreba",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 37101,
+            "player_url": "https://www.rotowire.com/soccer/player/lukasz-poreba-37101"
+          },
+          {
+            "full_name": "Cole Campbell",
+            "displayed_name": "C. Campbell",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 43552,
+            "player_url": "https://www.rotowire.com/soccer/player/cole-campbell-43552"
+          },
+          {
+            "full_name": "Francis Onyeka",
+            "displayed_name": "Francis Onyeka",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 40979,
+            "player_url": "https://www.rotowire.com/soccer/player/francis-onyeka-40979"
+          },
+          {
+            "full_name": "Lukas Petkov",
+            "displayed_name": "Lukas Petkov",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 34182,
+            "player_url": "https://www.rotowire.com/soccer/player/lukas-petkov-34182"
+          },
+          {
+            "full_name": "David Mokwa",
+            "displayed_name": "David Mokwa",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 44893,
+            "player_url": "https://www.rotowire.com/soccer/player/david-mokwa-44893"
+          }
+        ]
+      },
+      "away": {
+        "team_name": "Bayern Munich",
+        "side": "away",
+        "lineup_status": "Predicted Lineup",
+        "players": [
+          {
+            "full_name": "Manuel Neuer",
+            "displayed_name": "Manuel Neuer",
+            "position": "GK",
+            "injury_status": null,
+            "player_id": 16146,
+            "player_url": "https://www.rotowire.com/soccer/player/manuel-neuer-16146"
+          },
+          {
+            "full_name": "Nathaniel Brown",
+            "displayed_name": "N. Brown",
+            "position": "DL",
+            "injury_status": null,
+            "player_id": 40933,
+            "player_url": "https://www.rotowire.com/soccer/player/nathaniel-brown-40933"
+          },
+          {
+            "full_name": "Dayot Upamecano",
+            "displayed_name": "D. Upamecano",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 23324,
+            "player_url": "https://www.rotowire.com/soccer/player/dayot-upamecano-23324"
+          },
+          {
+            "full_name": "Kim Min-Jae",
+            "displayed_name": "Kim Min-Jae",
+            "position": "DC",
+            "injury_status": null,
+            "player_id": 34953,
+            "player_url": "https://www.rotowire.com/soccer/player/kim-min-jae-34953"
+          },
+          {
+            "full_name": "Josip Stanisic",
+            "displayed_name": "J. Stanisic",
+            "position": "DR",
+            "injury_status": null,
+            "player_id": 34597,
+            "player_url": "https://www.rotowire.com/soccer/player/josip-stanisic-34597"
+          },
+          {
+            "full_name": "Aleksandar Pavlovic",
+            "displayed_name": "A. Pavlovic",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 39554,
+            "player_url": "https://www.rotowire.com/soccer/player/aleksandar-pavlovic-39554"
+          },
+          {
+            "full_name": "Joshua Kimmich",
+            "displayed_name": "J. Kimmich",
+            "position": "DMC",
+            "injury_status": null,
+            "player_id": 19296,
+            "player_url": "https://www.rotowire.com/soccer/player/joshua-kimmich-19296"
+          },
+          {
+            "full_name": "Ismael Saibari",
+            "displayed_name": "I. Saibari",
+            "position": "AML",
+            "injury_status": null,
+            "player_id": 37900,
+            "player_url": "https://www.rotowire.com/soccer/player/ismael-saibari-37900"
+          },
+          {
+            "full_name": "Michael Olise",
+            "displayed_name": "M. Olise",
+            "position": "AMC",
+            "injury_status": null,
+            "player_id": 31393,
+            "player_url": "https://www.rotowire.com/soccer/player/michael-olise-31393"
+          },
+          {
+            "full_name": "Lennart Karl",
+            "displayed_name": "Lennart Karl",
+            "position": "AMR",
+            "injury_status": null,
+            "player_id": 46423,
+            "player_url": "https://www.rotowire.com/soccer/player/lennart-karl-46423"
+          },
+          {
+            "full_name": "Harry Kane",
+            "displayed_name": "Harry Kane",
+            "position": "FW",
+            "injury_status": null,
+            "player_id": 17352,
+            "player_url": "https://www.rotowire.com/soccer/player/harry-kane-17352"
+          }
+        ]
+      }
+    }
+  ]
+}
diff --git a/outputs/selected_lineups/all-limits-arena.json b/outputs/selected_lineups/all-limits-arena.json
index 579af2e..79f965c 100644
--- a/outputs/selected_lineups/all-limits-arena.json
+++ b/outputs/selected_lineups/all-limits-arena.json
@@ -1,131 +1,134 @@
 {
   "schema_version": 1,
   "league": "All Limits Arena",
-  "selected_at": "2026-09-04T09:14:01.608806+00:00",
-  "source": "optimizer_all_limits_arena",
+  "selected_at": "2026-09-12T10:18:06.657469+00:00",
+  "source": "manual",
   "expected_points": {
-    "value": "1580.328845",
+    "value": "1462.424943",
     "label": "Total expected points (captain doubled)",
     "includes_captain_bonus": true
   },
   "player_count": 11,
   "players": [
     {
-      "id": "3019",
-      "name": "Noah Atubolu",
+      "id": "2195",
+      "name": "Finn Dahmen",
       "position": "GK",
-      "market_value": "12346370.0",
-      "market_value_eur": 12346370,
-      "club": "Eintracht Frankfurt",
-      "expected_points": "129.362942",
+      "market_value": "16755976.0",
+      "market_value_eur": 16755976,
+      "club": "FC Augsburg",
+      "expected_points": "80.051255",
       "captain": false
     },
     {
-      "id": "1991",
-      "name": "Dayot Upamecano",
+      "id": "2300",
+      "name": "Josip Stanišić",
       "position": "DEF",
-      "market_value": "33398087.0",
-      "market_value_eur": 33398087,
+      "market_value": "16727483.0",
+      "market_value_eur": 16727483,
       "club": "FC Bayern München",
-      "expected_points": "195.244722",
-      "captain": true
+      "expected_points": "160.727699",
+      "captain": false
     },
     {
-      "id": "10115",
-      "name": "Daniel Svensson",
+      "id": "14241",
+      "name": "Facundo Medina",
       "position": "DEF",
-      "market_value": "18060603.0",
-      "market_value_eur": 18060603,
-      "club": "Borussia Dortmund",
-      "expected_points": "106.923971",
+      "market_value": "10472103.0",
+      "market_value_eur": 10472103,
+      "club": "Bayer 04 Leverkusen",
+      "expected_points": "134.262019",
       "captain": false
     },
     {
-      "id": "1540",
-      "name": "Danny Da Costa",
+      "id": "2199",
+      "name": "Josha Vagnoman",
       "position": "DEF",
-      "market_value": "10629521.0",
-      "market_value_eur": 10629521,
-      "club": "1. FSV Mainz 05",
-      "expected_points": "104.159535",
+      "market_value": "10561924.0",
+      "market_value_eur": 10561924,
+      "club": "VfB Stuttgart",
+      "expected_points": "98.135997",
       "captain": false
     },
     {
-      "id": "7283",
-      "name": "Calvin Brackelmann",
+      "id": "15193",
+      "name": "Mats Rots",
       "position": "DEF",
-      "market_value": "6146301.0",
-      "market_value_eur": 6146301,
-      "club": "FC Augsburg",
-      "expected_points": "72.906866",
+      "market_value": "8370423.0",
+      "market_value_eur": 8370423,
+      "club": "TSG Hoffenheim",
+      "expected_points": "97.330248",
       "captain": false
     },
     {
-      "id": "11956",
-      "name": "Ezequiél Fernández",
+      "id": "7721",
+      "name": "Marco Grüll",
       "position": "MID",
-      "market_value": "10727689.0",
-      "market_value_eur": 10727689,
-      "club": "Bayer 04 Leverkusen",
-      "expected_points": "138.918095",
+      "market_value": "8421609.0",
+      "market_value_eur": 8421609,
+      "club": "SV Werder Bremen",
+      "expected_points": "89.14228",
       "captain": false
     },
     {
-      "id": "13442",
-      "name": "Hugo Bolin",
+      "id": "12297",
+      "name": "Satoshi Tanaka",
       "position": "MID",
-      "market_value": "11456465.0",
-      "market_value_eur": 11456465,
-      "club": "Borussia Mönchengladbach",
-      "expected_points": "134.593093",
+      "market_value": "7025555.0",
+      "market_value_eur": 7025555,
+      "club": "FC Schalke 04",
+      "expected_points": "88.534922",
       "captain": false
     },
     {
-      "id": "11008",
-      "name": "Ezechiel Banzuzi",
-      "position": "MID",
-      "market_value": "11245732.0",
-      "market_value_eur": 11245732,
-      "club": "RB Leipzig",
-      "expected_points": "127.124956",
-      "captain": false
+      "id": "1920",
+      "name": "Serhou Guirassy",
+      "position": "FOR",
+      "market_value": "31162478.0",
+      "market_value_eur": 31162478,
+      "club": "Borussia Dortmund",
+      "expected_points": "195.617566",
+      "captain": true
     },
     {
-      "id": "3209",
-      "name": "Yannik Engelhardt",
-      "position": "MID",
-      "market_value": "11640454.0",
-      "market_value_eur": 11640454,
+      "id": "3304",
+      "name": "Igor Matanović",
+      "position": "FOR",
+      "market_value": "22245370.0",
+      "market_value_eur": 22245370,
       "club": "SC Freiburg",
-      "expected_points": "112.308021",
+      "expected_points": "162.25504",
       "captain": false
     },
     {
-      "id": "9605",
-      "name": "Albert Grønbæk",
-      "position": "MID",
-      "market_value": "13039678.0",
-      "market_value_eur": 13039678,
-      "club": "Hamburger SV",
-      "expected_points": "103.169604",
+      "id": "2030",
+      "name": "Phillip Tietz",
+      "position": "FOR",
+      "market_value": "15871451.0",
+      "market_value_eur": 15871451,
+      "club": "1. FSV Mainz 05",
+      "expected_points": "145.14347",
       "captain": false
     },
     {
-      "id": "4296",
-      "name": "Dzenan Pejcinovic",
+      "id": "16945",
+      "name": "Thijs Dallinga",
       "position": "FOR",
-      "market_value": "10929287.0",
-      "market_value_eur": 10929287,
-      "club": "VfB Stuttgart",
-      "expected_points": "160.372318",
+      "market_value": "8696827.0",
+      "market_value_eur": 8696827,
+      "club": "1. FC Köln",
+      "expected_points": "15.606881",
       "captain": false
     }
   ],
   "metadata": {
-    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv",
+    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv",
     "score_method": "sofascore_overall_rating_odds_lineup",
-    "metric_creation_timestamp": "20260904_111301_+0200",
-    "matchday": 2,
-    "formation": "4-5-1"
+    "metric_creation_timestamp": "20260911_101239_+0200",
+    "matchday": 3,
+    "formation": "4-2-4",
+    "budget_override_used": true,
+    "nominal_budget_eur": 150000000,
+    "total_value_eur": 156311199
   }
 }
diff --git a/outputs/selected_lineups/bundesliga-arena.json b/outputs/selected_lineups/bundesliga-arena.json
index 7ffb3bd..e1b42fd 100644
--- a/outputs/selected_lineups/bundesliga-arena.json
+++ b/outputs/selected_lineups/bundesliga-arena.json
@@ -1,131 +1,134 @@
 {
   "schema_version": 1,
   "league": "Bundesliga Arena",
-  "selected_at": "2026-09-04T09:13:40.824054+00:00",
-  "source": "optimizer_v1",
+  "selected_at": "2026-09-12T10:14:43.067802+00:00",
+  "source": "manual",
   "expected_points": {
-    "value": "1854.177223",
+    "value": "1920.647371",
     "label": "Total expected points (captain doubled)",
     "includes_captain_bonus": true
   },
   "player_count": 11,
   "players": [
     {
-      "id": "2237",
-      "name": "Fabian Bredlow",
+      "id": "2195",
+      "name": "Finn Dahmen",
       "position": "GK",
-      "market_value": "12223174.0",
-      "market_value_eur": 12223174,
-      "club": "VfB Stuttgart",
-      "expected_points": "172.630075",
+      "market_value": "16755976.0",
+      "market_value_eur": 16755976,
+      "club": "FC Augsburg",
+      "expected_points": "80.051255",
       "captain": false
     },
     {
-      "id": "1991",
-      "name": "Dayot Upamecano",
+      "id": "10115",
+      "name": "Daniel Svensson",
       "position": "DEF",
-      "market_value": "33398087.0",
-      "market_value_eur": 33398087,
-      "club": "FC Bayern München",
-      "expected_points": "195.244722",
-      "captain": true
-    },
-    {
-      "id": "3759",
-      "name": "Miguel Gutiérrez",
-      "position": "DEF",
-      "market_value": "22040694.0",
-      "market_value_eur": 22040694,
-      "club": "Bayer 04 Leverkusen",
-      "expected_points": "141.851509",
+      "market_value": "19535626.0",
+      "market_value_eur": 19535626,
+      "club": "Borussia Dortmund",
+      "expected_points": "181.556782",
       "captain": false
     },
     {
       "id": "2141",
       "name": "Ridle  Baku",
       "position": "DEF",
-      "market_value": "19653208.0",
-      "market_value_eur": 19653208,
+      "market_value": "21146865.0",
+      "market_value_eur": 21146865,
       "club": "RB Leipzig",
-      "expected_points": "133.834329",
+      "expected_points": "155.354124",
       "captain": false
     },
     {
-      "id": "1685",
-      "name": "Joshua Kimmich",
-      "position": "MID",
-      "market_value": "59870453.0",
-      "market_value_eur": 59870453,
-      "club": "FC Bayern München",
-      "expected_points": "187.336075",
+      "id": "7215",
+      "name": "Jordy Makengo",
+      "position": "DEF",
+      "market_value": "10018922.0",
+      "market_value_eur": 10018922,
+      "club": "SC Freiburg",
+      "expected_points": "137.771046",
       "captain": false
     },
     {
-      "id": "4199",
-      "name": "Aleix García",
-      "position": "MID",
-      "market_value": "39179941.0",
-      "market_value_eur": 39179941,
+      "id": "14241",
+      "name": "Facundo Medina",
+      "position": "DEF",
+      "market_value": "10472103.0",
+      "market_value_eur": 10472103,
       "club": "Bayer 04 Leverkusen",
-      "expected_points": "155.051871",
+      "expected_points": "134.262019",
       "captain": false
     },
     {
-      "id": "13442",
-      "name": "Hugo Bolin",
+      "id": "8329",
+      "name": "Michael Olise",
       "position": "MID",
-      "market_value": "11456465.0",
-      "market_value_eur": 11456465,
-      "club": "Borussia Mönchengladbach",
-      "expected_points": "134.593093",
-      "captain": false
+      "market_value": "65065938.0",
+      "market_value_eur": 65065938,
+      "club": "FC Bayern München",
+      "expected_points": "217.379541",
+      "captain": true
     },
     {
-      "id": "11008",
-      "name": "Ezechiel Banzuzi",
+      "id": "9507",
+      "name": "Antonio Nusa",
       "position": "MID",
-      "market_value": "11245732.0",
-      "market_value_eur": 11245732,
+      "market_value": "27181846.0",
+      "market_value_eur": 27181846,
       "club": "RB Leipzig",
-      "expected_points": "127.124956",
+      "expected_points": "160.886678",
       "captain": false
     },
     {
-      "id": "6319",
-      "name": "Franck Honorat",
-      "position": "MID",
-      "market_value": "9095848.0",
-      "market_value_eur": 9095848,
-      "club": "Borussia Mönchengladbach",
-      "expected_points": "118.709436",
-      "captain": false
-    },
-    {
-      "id": "4296",
-      "name": "Dzenan Pejcinovic",
+      "id": "1920",
+      "name": "Serhou Guirassy",
       "position": "FOR",
-      "market_value": "10929287.0",
-      "market_value_eur": 10929287,
-      "club": "VfB Stuttgart",
-      "expected_points": "160.372318",
+      "market_value": "31162478.0",
+      "market_value_eur": 31162478,
+      "club": "Borussia Dortmund",
+      "expected_points": "195.617566",
       "captain": false
     },
     {
       "id": "3304",
       "name": "Igor Matanović",
       "position": "FOR",
-      "market_value": "20829723.0",
-      "market_value_eur": 20829723,
+      "market_value": "22245370.0",
+      "market_value_eur": 22245370,
       "club": "SC Freiburg",
-      "expected_points": "132.184117",
+      "expected_points": "162.25504",
+      "captain": false
+    },
+    {
+      "id": "2030",
+      "name": "Phillip Tietz",
+      "position": "FOR",
+      "market_value": "15871451.0",
+      "market_value_eur": 15871451,
+      "club": "1. FSV Mainz 05",
+      "expected_points": "145.14347",
+      "captain": false
+    },
+    {
+      "id": "2646",
+      "name": "Sheraldo Becker",
+      "position": "FOR",
+      "market_value": "13926251.0",
+      "market_value_eur": 13926251,
+      "club": "1. FSV Mainz 05",
+      "expected_points": "132.990309",
       "captain": false
     }
   ],
   "metadata": {
-    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv",
+    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv",
     "score_method": "sofascore_overall_rating_odds_lineup",
-    "metric_creation_timestamp": "20260904_111301_+0200",
-    "matchday": 2,
-    "formation": "3-5-2"
+    "metric_creation_timestamp": "20260911_101239_+0200",
+    "matchday": 3,
+    "formation": "4-2-4",
+    "budget_override_used": true,
+    "nominal_budget_eur": 250000000,
+    "total_value_eur": 253382826
   }
 }
diff --git a/outputs/selected_lineups/kickbase.insider-arena.json b/outputs/selected_lineups/kickbase.insider-arena.json
index cd7e014..252545e 100644
--- a/outputs/selected_lineups/kickbase.insider-arena.json
+++ b/outputs/selected_lineups/kickbase.insider-arena.json
@@ -1,81 +1,83 @@
 {
   "schema_version": 1,
   "league": "Kickbase.insider Arena",
-  "selected_at": "2026-09-04T09:14:21.392738+00:00",
+  "selected_at": "2026-09-11T08:20:16.225016+00:00",
   "source": "optimizer_insider_arena",
   "expected_points": {
-    "value": "1118.782929",
+    "value": "1218.50915",
     "label": "Total expected points (captain doubled)",
     "includes_captain_bonus": true
   },
   "player_count": 6,
   "players": [
     {
-      "id": "2237",
-      "name": "Fabian Bredlow",
+      "id": "1873",
+      "name": "Gregor Kobel",
       "position": "GK",
-      "market_value": "12223174.0",
-      "market_value_eur": 12223174,
-      "club": "VfB Stuttgart",
-      "expected_points": "172.630075",
+      "market_value": "20339560.0",
+      "market_value_eur": 20339560,
+      "club": "Borussia Dortmund",
+      "expected_points": "176.376494",
       "captain": false
     },
     {
-      "id": "1991",
-      "name": "Dayot Upamecano",
+      "id": "3759",
+      "name": "Miguel Gutiérrez",
       "position": "DEF",
-      "market_value": "33398087.0",
-      "market_value_eur": 33398087,
-      "club": "FC Bayern München",
-      "expected_points": "195.244722",
-      "captain": true
-    },
-    {
-      "id": "2141",
-      "name": "Ridle  Baku",
-      "position": "DEF",
-      "market_value": "19653208.0",
-      "market_value_eur": 19653208,
-      "club": "RB Leipzig",
-      "expected_points": "133.834329",
+      "market_value": "22938817.0",
+      "market_value_eur": 22938817,
+      "club": "Bayer 04 Leverkusen",
+      "expected_points": "139.088386",
       "captain": false
     },
     {
-      "id": "4199",
-      "name": "Aleix García",
+      "id": "8329",
+      "name": "Michael Olise",
       "position": "MID",
-      "market_value": "39179941.0",
-      "market_value_eur": 39179941,
-      "club": "Bayer 04 Leverkusen",
-      "expected_points": "155.051871",
-      "captain": false
+      "market_value": "65065938.0",
+      "market_value_eur": 65065938,
+      "club": "FC Bayern München",
+      "expected_points": "217.379541",
+      "captain": true
     },
     {
-      "id": "13442",
-      "name": "Hugo Bolin",
+      "id": "9507",
+      "name": "Antonio Nusa",
       "position": "MID",
-      "market_value": "11456465.0",
-      "market_value_eur": 11456465,
-      "club": "Borussia Mönchengladbach",
-      "expected_points": "134.593093",
+      "market_value": "27181846.0",
+      "market_value_eur": 27181846,
+      "club": "RB Leipzig",
+      "expected_points": "160.886678",
       "captain": false
     },
     {
       "id": "3304",
       "name": "Igor Matanović",
       "position": "FOR",
-      "market_value": "20829723.0",
-      "market_value_eur": 20829723,
+      "market_value": "22245370.0",
+      "market_value_eur": 22245370,
       "club": "SC Freiburg",
-      "expected_points": "132.184117",
+      "expected_points": "162.25504",
+      "captain": false
+    },
+    {
+      "id": "2030",
+      "name": "Phillip Tietz",
+      "position": "FOR",
+      "market_value": "15871451.0",
+      "market_value_eur": 15871451,
+      "club": "1. FSV Mainz 05",
+      "expected_points": "145.14347",
       "captain": false
     }
   ],
   "metadata": {
-    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv",
+    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv",
     "score_method": "sofascore_overall_rating_odds_lineup",
-    "metric_creation_timestamp": "20260904_111301_+0200",
-    "matchday": 2,
-    "formation": "2-2-1"
+    "metric_creation_timestamp": "20260911_101239_+0200",
+    "matchday": 3,
+    "formation": "1-2-2",
+    "budget_scenario": "Base budget",
+    "budget_eur": 180000000
   }
 }
diff --git a/outputs/selected_lineups/kickbasekis-arena.json b/outputs/selected_lineups/kickbasekis-arena.json
index e193808..898459e 100644
--- a/outputs/selected_lineups/kickbasekis-arena.json
+++ b/outputs/selected_lineups/kickbasekis-arena.json
@@ -1,131 +1,134 @@
 {
   "schema_version": 1,
   "league": "KickbaseKIS Arena",
-  "selected_at": "2026-09-04T09:14:41.442692+00:00",
-  "source": "optimizer_v2_per_match",
+  "selected_at": "2026-09-12T10:16:32.194935+00:00",
+  "source": "manual",
   "expected_points": {
-    "value": "1760.603128",
+    "value": "1586.588055",
     "label": "Total expected points (captain doubled)",
     "includes_captain_bonus": true
   },
   "player_count": 11,
   "players": [
     {
-      "id": "237",
-      "name": "Manuel Neuer",
+      "id": "2195",
+      "name": "Finn Dahmen",
       "position": "GK",
-      "market_value": "14552983.0",
-      "market_value_eur": 14552983,
-      "club": "FC Bayern München",
-      "expected_points": "176.21454",
+      "market_value": "16755976.0",
+      "market_value_eur": 16755976,
+      "club": "FC Augsburg",
+      "expected_points": "80.051255",
       "captain": false
     },
     {
-      "id": "1991",
-      "name": "Dayot Upamecano",
+      "id": "10115",
+      "name": "Daniel Svensson",
       "position": "DEF",
-      "market_value": "33398087.0",
-      "market_value_eur": 33398087,
-      "club": "FC Bayern München",
-      "expected_points": "195.244722",
-      "captain": true
+      "market_value": "19535626.0",
+      "market_value_eur": 19535626,
+      "club": "Borussia Dortmund",
+      "expected_points": "181.556782",
+      "captain": false
     },
     {
-      "id": "2199",
-      "name": "Josha Vagnoman",
+      "id": "2300",
+      "name": "Josip Stanišić",
       "position": "DEF",
-      "market_value": "8301622.0",
-      "market_value_eur": 8301622,
-      "club": "VfB Stuttgart",
-      "expected_points": "149.136041",
+      "market_value": "16727483.0",
+      "market_value_eur": 16727483,
+      "club": "FC Bayern München",
+      "expected_points": "160.727699",
       "captain": false
     },
     {
-      "id": "14241",
-      "name": "Facundo Medina",
+      "id": "7215",
+      "name": "Jordy Makengo",
       "position": "DEF",
-      "market_value": "8559759.0",
-      "market_value_eur": 8559759,
-      "club": "Bayer 04 Leverkusen",
-      "expected_points": "117.212691",
+      "market_value": "10018922.0",
+      "market_value_eur": 10018922,
+      "club": "SC Freiburg",
+      "expected_points": "137.771046",
       "captain": false
     },
     {
-      "id": "11956",
-      "name": "Ezequiél Fernández",
-      "position": "MID",
-      "market_value": "10727689.0",
-      "market_value_eur": 10727689,
+      "id": "14241",
+      "name": "Facundo Medina",
+      "position": "DEF",
+      "market_value": "10472103.0",
+      "market_value_eur": 10472103,
       "club": "Bayer 04 Leverkusen",
-      "expected_points": "138.918095",
+      "expected_points": "134.262019",
       "captain": false
     },
     {
-      "id": "13442",
-      "name": "Hugo Bolin",
-      "position": "MID",
-      "market_value": "11456465.0",
-      "market_value_eur": 11456465,
-      "club": "Borussia Mönchengladbach",
-      "expected_points": "134.593093",
+      "id": "11665",
+      "name": "Kacper Potulski",
+      "position": "DEF",
+      "market_value": "7481720.0",
+      "market_value_eur": 7481720,
+      "club": "1. FSV Mainz 05",
+      "expected_points": "119.274598",
       "captain": false
     },
     {
-      "id": "11008",
-      "name": "Ezechiel Banzuzi",
+      "id": "4335",
+      "name": "Derry Scherhant",
       "position": "MID",
-      "market_value": "11245732.0",
-      "market_value_eur": 11245732,
-      "club": "RB Leipzig",
-      "expected_points": "127.124956",
+      "market_value": "11194489.0",
+      "market_value_eur": 11194489,
+      "club": "SC Freiburg",
+      "expected_points": "131.816893",
       "captain": false
     },
     {
-      "id": "6319",
-      "name": "Franck Honorat",
+      "id": "7721",
+      "name": "Marco Grüll",
       "position": "MID",
-      "market_value": "9095848.0",
-      "market_value_eur": 9095848,
-      "club": "Borussia Mönchengladbach",
-      "expected_points": "118.709436",
+      "market_value": "8421609.0",
+      "market_value_eur": 8421609,
+      "club": "SV Werder Bremen",
+      "expected_points": "89.14228",
       "captain": false
     },
     {
-      "id": "4296",
-      "name": "Dzenan Pejcinovic",
+      "id": "1920",
+      "name": "Serhou Guirassy",
       "position": "FOR",
-      "market_value": "10929287.0",
-      "market_value_eur": 10929287,
-      "club": "VfB Stuttgart",
-      "expected_points": "160.372318",
-      "captain": false
+      "market_value": "31162478.0",
+      "market_value_eur": 31162478,
+      "club": "Borussia Dortmund",
+      "expected_points": "195.617566",
+      "captain": true
     },
     {
-      "id": "3304",
-      "name": "Igor Matanović",
+      "id": "2030",
+      "name": "Phillip Tietz",
       "position": "FOR",
-      "market_value": "20829723.0",
-      "market_value_eur": 20829723,
-      "club": "SC Freiburg",
-      "expected_points": "132.184117",
+      "market_value": "15871451.0",
+      "market_value_eur": 15871451,
+      "club": "1. FSV Mainz 05",
+      "expected_points": "145.14347",
       "captain": false
     },
     {
-      "id": "10113",
-      "name": "Tidiam Gomis",
+      "id": "16945",
+      "name": "Thijs Dallinga",
       "position": "FOR",
-      "market_value": "8176061.0",
-      "market_value_eur": 8176061,
-      "club": "RB Leipzig",
-      "expected_points": "115.648397",
+      "market_value": "8696827.0",
+      "market_value_eur": 8696827,
+      "club": "1. FC Köln",
+      "expected_points": "15.606881",
       "captain": false
     }
   ],
   "metadata": {
-    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260904_104843_+0200_sofascore_overall_rating_odds_lineup_20260904_111301_+0200.csv",
+    "score_input_file": "C:\\kickbase project\\outputs\\expected_points\\expected_points_20260911_094008_+0200_sofascore_overall_rating_odds_lineup_20260911_101239_+0200.csv",
     "score_method": "sofascore_overall_rating_odds_lineup",
-    "metric_creation_timestamp": "20260904_111301_+0200",
-    "matchday": 2,
-    "formation": "3-4-3"
+    "metric_creation_timestamp": "20260911_101239_+0200",
+    "matchday": 3,
+    "formation": "5-2-3",
+    "budget_override_used": true,
+    "nominal_budget_eur": 150000000,
+    "total_value_eur": 156338684
   }
 }
diff --git a/outputs/sofascore/odds/matchday_3_odds.json b/outputs/sofascore/odds/matchday_3_odds.json
new file mode 100644
index 0000000..61d00a6
--- /dev/null
+++ b/outputs/sofascore/odds/matchday_3_odds.json
@@ -0,0 +1,137 @@
+[
+  {
+    "match_id": 16434045,
+    "home_team": "1. FC Union Berlin",
+    "away_team": "FC Schalke 04",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116461,
+        "home_win": 2.45,
+        "draw": 3.5,
+        "away_win": 2.8
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434018,
+    "home_team": "1. FSV Mainz 05",
+    "away_team": "Eintracht Frankfurt",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116478,
+        "home_win": 1.95,
+        "draw": 4.0,
+        "away_win": 3.4
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434037,
+    "home_team": "Borussia Dortmund",
+    "away_team": "SC Paderborn 07",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116470,
+        "home_win": 1.25,
+        "draw": 6.5,
+        "away_win": 10.0
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434031,
+    "home_team": "FC Augsburg",
+    "away_team": "Bayer 04 Leverkusen",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116467,
+        "home_win": 4.1,
+        "draw": 4.1,
+        "away_win": 1.8
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434040,
+    "home_team": "SC Freiburg",
+    "away_team": "Borussia M'gladbach",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116473,
+        "home_win": 1.67,
+        "draw": 4.3333,
+        "away_win": 4.5
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434035,
+    "home_team": "TSG Hoffenheim",
+    "away_team": "VfB Stuttgart",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116475,
+        "home_win": 2.35,
+        "draw": 4.0,
+        "away_win": 2.63
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434027,
+    "home_team": "1. FC Köln",
+    "away_team": "SV Werder Bremen",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116484,
+        "home_win": 2.05,
+        "draw": 3.8,
+        "away_win": 3.3
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434043,
+    "home_team": "RB Leipzig",
+    "away_team": "Hamburger SV",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116489,
+        "home_win": 1.36,
+        "draw": 5.0,
+        "away_win": 8.0
+      }
+    ],
+    "issues": []
+  },
+  {
+    "match_id": 16434041,
+    "home_team": "SV 07 Elversberg",
+    "away_team": "FC Bayern München",
+    "bookmakers": [
+      {
+        "bookmaker": null,
+        "bookmaker_source_id": 200116498,
+        "home_win": 13.0,
+        "draw": 9.0,
+        "away_win": 1.17
+      }
+    ],
+    "issues": []
+  }
+]
diff --git a/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-09_13-40-25_003987+0200.csv b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-09_13-40-25_003987+0200.csv
new file mode 100644
index 0000000..33c6cb1
--- /dev/null
+++ b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-09_13-40-25_003987+0200.csv
@@ -0,0 +1,736 @@
+team_id,team,category,player_id,player_name,position,rating_count,average_rating
+2672,FC Bayern München,overall,798583,Dayot Upamecano,D,3,7.90
+2672,FC Bayern München,overall,259117,Joshua Kimmich,M,4,7.90
+2672,FC Bayern München,overall,978838,Michael Olise,M,5,7.86
+2672,FC Bayern München,overall,227672,Jonathan Tah,D,5,7.30
+2672,FC Bayern München,overall,1142251,Aleksandar Pavlović,M,5,7.26
+2672,FC Bayern München,overall,8959,Manuel Neuer,G,3,7.23
+2672,FC Bayern München,overall,1129935,Tom Bischof,M,3,7.17
+2672,FC Bayern München,overall,927407,Josip Stanišić,D,4,7.03
+2672,FC Bayern München,overall,896569,Kim Min-jae,D,4,7.03
+2672,FC Bayern München,overall,1159759,Nathaniel Brown,M,5,6.92
+2672,FC Bayern München,overall,843665,Alphonso Davies,D,5,6.86
+2672,FC Bayern München,overall,108579,Harry Kane,F,5,6.86
+2672,FC Bayern München,overall,883537,Luis Díaz,M,5,6.72
+2672,FC Bayern München,overall,1063767,Ismael Saibari,F,5,6.68
+2672,FC Bayern München,overall,1861975,Lennart Karl,M,3,6.47
+2672,FC Bayern München,overall,1130647,Jonas Urbig,G,2,6.30
+2672,FC Bayern München,overall,355492,Konrad Laimer,D,3,6.27
+2672,FC Bayern München,overall,1010231,Jamal Musiala,M,2,6.25
+2672,FC Bayern München,bundesliga,978838,Michael Olise,M,5,8.16
+2672,FC Bayern München,bundesliga,259117,Joshua Kimmich,M,5,8.04
+2672,FC Bayern München,bundesliga,798583,Dayot Upamecano,D,4,7.75
+2672,FC Bayern München,bundesliga,184661,Leon Goretzka,M,3,7.63
+2672,FC Bayern München,bundesliga,896569,Kim Min-jae,D,3,7.47
+2672,FC Bayern München,bundesliga,227672,Jonathan Tah,D,5,7.42
+2672,FC Bayern München,bundesliga,1129935,Tom Bischof,M,4,7.40
+2672,FC Bayern München,bundesliga,1063767,Ismael Saibari,F,2,7.30
+2672,FC Bayern München,bundesliga,1142251,Aleksandar Pavlović,M,3,7.23
+2672,FC Bayern München,bundesliga,843665,Alphonso Davies,D,3,7.23
+2672,FC Bayern München,bundesliga,1130647,Jonas Urbig,G,3,7.23
+2672,FC Bayern München,bundesliga,108579,Harry Kane,F,5,7.14
+2672,FC Bayern München,bundesliga,8959,Manuel Neuer,G,3,7.07
+2672,FC Bayern München,bundesliga,873106,Hiroki Itō,D,2,6.95
+2672,FC Bayern München,bundesliga,883537,Luis Díaz,M,5,6.82
+2672,FC Bayern München,bundesliga,1085381,Nicolas Jackson,F,3,6.80
+2672,FC Bayern München,bundesliga,927407,Josip Stanišić,D,4,6.73
+2672,FC Bayern München,bundesliga,1861975,Lennart Karl,M,4,6.65
+2672,FC Bayern München,bundesliga,1159759,Nathaniel Brown,M,2,6.55
+2672,FC Bayern München,bundesliga,355492,Konrad Laimer,D,5,6.50
+2672,FC Bayern München,bundesliga,1010231,Jamal Musiala,M,4,6.23
+2677,VfB Stuttgart,overall,152463,Fabian Bredlow,G,3,8.13
+2677,VfB Stuttgart,overall,788949,Maximilian Mittelstädt,D,3,7.83
+2677,VfB Stuttgart,overall,906278,Josha Vagnoman,M,3,7.57
+2677,VfB Stuttgart,overall,983540,Tiago Tomás,F,2,7.35
+2677,VfB Stuttgart,overall,1127790,Dženan Pejčinović,F,3,7.33
+2677,VfB Stuttgart,overall,863271,Jeff Chabot,D,3,7.33
+2677,VfB Stuttgart,overall,1126569,Bilal El Khannouss,F,3,7.30
+2677,VfB Stuttgart,overall,891510,Chris Führich,M,2,7.15
+2677,VfB Stuttgart,overall,1418649,Finn Jeltsch,D,3,6.90
+2677,VfB Stuttgart,overall,253993,Grischa Prömel,M,3,6.90
+2677,VfB Stuttgart,overall,901882,Angelo Stiller,M,3,6.83
+2677,VfB Stuttgart,overall,878081,Ermedin Demirović,F,3,6.83
+2677,VfB Stuttgart,overall,916943,Ramon Hendriks,D,2,6.75
+2677,VfB Stuttgart,overall,1150938,Leo Sauer,F,1,6.60
+2677,VfB Stuttgart,overall,794298,Deniz Undav,F,3,6.50
+2677,VfB Stuttgart,overall,990201,Jamie Leweling,F,2,6.50
+2677,VfB Stuttgart,overall,1464641,Chema Andrés,M,2,6.35
+2677,VfB Stuttgart,bundesliga,584722,Alexander Nübel,G,3,7.97
+2677,VfB Stuttgart,bundesliga,861981,Nikolas Nartey,F,2,7.75
+2677,VfB Stuttgart,bundesliga,152463,Fabian Bredlow,G,2,7.65
+2677,VfB Stuttgart,bundesliga,788949,Maximilian Mittelstädt,D,5,7.52
+2677,VfB Stuttgart,bundesliga,891510,Chris Führich,M,4,7.30
+2677,VfB Stuttgart,bundesliga,878081,Ermedin Demirović,F,5,7.22
+2677,VfB Stuttgart,bundesliga,1126569,Bilal El Khannouss,F,4,7.03
+2677,VfB Stuttgart,bundesliga,1464641,Chema Andrés,M,3,6.97
+2677,VfB Stuttgart,bundesliga,253993,Grischa Prömel,M,2,6.95
+2677,VfB Stuttgart,bundesliga,863271,Jeff Chabot,D,5,6.94
+2677,VfB Stuttgart,bundesliga,901882,Angelo Stiller,M,5,6.90
+2677,VfB Stuttgart,bundesliga,990201,Jamie Leweling,F,5,6.84
+2677,VfB Stuttgart,bundesliga,794298,Deniz Undav,F,5,6.76
+2677,VfB Stuttgart,bundesliga,906278,Josha Vagnoman,M,5,6.74
+2677,VfB Stuttgart,bundesliga,1009334,Lorenz Assignon,D,2,6.70
+2677,VfB Stuttgart,bundesliga,983540,Tiago Tomás,F,4,6.63
+2677,VfB Stuttgart,bundesliga,1150938,Leo Sauer,F,1,6.60
+2677,VfB Stuttgart,bundesliga,916943,Ramon Hendriks,D,5,6.54
+2677,VfB Stuttgart,bundesliga,1418649,Finn Jeltsch,D,3,6.50
+2677,VfB Stuttgart,bundesliga,1127823,Luca Jaquez,D,3,6.50
+2677,VfB Stuttgart,bundesliga,1127790,Dženan Pejčinović,F,2,6.25
+2671,1. FC Köln,overall,1112327,Ísak Bergmann Jóhannesson,M,3,7.73
+2671,1. FC Köln,overall,905381,Thijs Dallinga,F,2,7.55
+2671,1. FC Köln,overall,1403192,Mikey Moore,F,1,7.30
+2671,1. FC Köln,overall,930272,Tom Krauß,M,3,7.07
+2671,1. FC Köln,overall,921033,Linton Maina,F,3,6.90
+2671,1. FC Köln,overall,1010726,Jan Uwe Thielmann,F,3,6.87
+2671,1. FC Köln,overall,1800475,Said El Mala,F,2,6.85
+2671,1. FC Köln,overall,187185,Marvin Schwäbe,G,3,6.80
+2671,1. FC Köln,overall,378340,Marius Bülter,F,2,6.75
+2671,1. FC Köln,overall,591706,Ellyes Skhiri,M,3,6.67
+2671,1. FC Köln,overall,1411105,Paul Okon-Engstler,M,2,6.65
+2671,1. FC Köln,overall,839898,Alessio Castro-Montes,D,3,6.60
+2671,1. FC Köln,overall,877544,Ragnar Ache,F,3,6.57
+2671,1. FC Köln,overall,1601596,Reigan Heskey,F,1,6.50
+2671,1. FC Köln,overall,844942,Gideon Mensah,D,3,6.47
+2671,1. FC Köln,overall,1402924,Jahmai Simpson-Pusey,D,3,6.37
+2671,1. FC Köln,overall,827473,Luka Lochoshvili,D,3,6.37
+2671,1. FC Köln,bundesliga,1403192,Mikey Moore,F,1,7.30
+2671,1. FC Köln,bundesliga,378340,Marius Bülter,F,4,7.13
+2671,1. FC Köln,bundesliga,1800475,Said El Mala,F,4,7.10
+2671,1. FC Köln,bundesliga,930272,Tom Krauß,M,4,6.90
+2671,1. FC Köln,bundesliga,988639,Eric Martel,M,2,6.85
+2671,1. FC Köln,bundesliga,591706,Ellyes Skhiri,M,2,6.75
+2671,1. FC Köln,bundesliga,319861,Luca Waldschmidt,F,2,6.70
+2671,1. FC Köln,bundesliga,921033,Linton Maina,F,5,6.68
+2671,1. FC Köln,bundesliga,1010726,Jan Uwe Thielmann,F,4,6.68
+2671,1. FC Köln,bundesliga,1112327,Ísak Bergmann Jóhannesson,M,4,6.68
+2671,1. FC Köln,bundesliga,1411105,Paul Okon-Engstler,M,2,6.65
+2671,1. FC Köln,bundesliga,877544,Ragnar Ache,F,2,6.55
+2671,1. FC Köln,bundesliga,1601596,Reigan Heskey,F,1,6.50
+2671,1. FC Köln,bundesliga,2197599,Youssoupha Niang,F,3,6.47
+2671,1. FC Köln,bundesliga,801263,Jakub Kamiński,M,3,6.43
+2671,1. FC Köln,bundesliga,963043,Kristoffer Lund,D,3,6.43
+2671,1. FC Köln,bundesliga,187185,Marvin Schwäbe,G,5,6.42
+2671,1. FC Köln,bundesliga,839898,Alessio Castro-Montes,D,4,6.33
+2671,1. FC Köln,bundesliga,844942,Gideon Mensah,D,2,6.25
+2671,1. FC Köln,bundesliga,1402924,Jahmai Simpson-Pusey,D,4,6.25
+2671,1. FC Köln,bundesliga,965950,Joel Schmied,D,3,6.20
+2671,1. FC Köln,bundesliga,827473,Luka Lochoshvili,D,2,6.20
+2671,1. FC Köln,bundesliga,953097,Cenk Özkaçar,D,3,6.07
+2671,1. FC Köln,bundesliga,1020206,Sebastian Sebulonsen,D,3,5.93
+2569,TSG Hoffenheim,overall,916946,Wouter Burger,M,5,7.24
+2569,TSG Hoffenheim,overall,40244,Oliver Baumann,G,3,7.13
+2569,TSG Hoffenheim,overall,944899,Valentin Gendrey,D,3,7.03
+2569,TSG Hoffenheim,overall,987504,Patrick Wimmer,M,5,6.98
+2569,TSG Hoffenheim,overall,857740,Ozan Kabak,D,4,6.98
+2569,TSG Hoffenheim,overall,1493305,Leon Avdullahu,M,5,6.94
+2569,TSG Hoffenheim,overall,1000269,Albian Hajdari,D,5,6.88
+2569,TSG Hoffenheim,overall,963801,Adam Hložek,F,5,6.74
+2569,TSG Hoffenheim,overall,828571,Bernardo,D,3,6.70
+2569,TSG Hoffenheim,overall,2077300,Cajetan Lenz,M,2,6.70
+2569,TSG Hoffenheim,overall,1180758,Adam Daghim,M,5,6.66
+2569,TSG Hoffenheim,overall,138024,Vladimír Coufal,D,5,6.66
+2569,TSG Hoffenheim,overall,1387012,Mats Rots,D,5,6.64
+2569,TSG Hoffenheim,overall,1637689,Nathan De Cat,M,5,6.56
+2569,TSG Hoffenheim,overall,943550,Luca Philipp,G,2,6.55
+2569,TSG Hoffenheim,overall,1861981,Natnael Abraha,D,3,6.53
+2569,TSG Hoffenheim,overall,1418703,Max Moerstedt,F,5,6.52
+2569,TSG Hoffenheim,overall,1408406,Alessandro Vogt,F,2,6.45
+2569,TSG Hoffenheim,overall,67647,Andrej Kramarić,F,2,6.45
+2569,TSG Hoffenheim,overall,1122806,Arthur Chaves,D,2,6.45
+2569,TSG Hoffenheim,overall,1185359,Bambasé Conté,M,5,6.42
+2569,TSG Hoffenheim,overall,1974432,Tristan Spranger,D,2,6.40
+2569,TSG Hoffenheim,overall,957615,Robin Hranáč,D,4,6.28
+2569,TSG Hoffenheim,overall,1014290,Tim Lemperle,F,4,6.18
+2569,TSG Hoffenheim,bundesliga,1568123,Bazoumana Touré,M,3,7.53
+2569,TSG Hoffenheim,bundesliga,916946,Wouter Burger,M,5,7.06
+2569,TSG Hoffenheim,bundesliga,1493305,Leon Avdullahu,M,5,7.02
+2569,TSG Hoffenheim,bundesliga,1180758,Adam Daghim,M,2,6.90
+2569,TSG Hoffenheim,bundesliga,1387012,Mats Rots,D,2,6.90
+2569,TSG Hoffenheim,bundesliga,138024,Vladimír Coufal,D,5,6.90
+2569,TSG Hoffenheim,bundesliga,828571,Bernardo,D,4,6.83
+2569,TSG Hoffenheim,bundesliga,67647,Andrej Kramarić,F,5,6.82
+2569,TSG Hoffenheim,bundesliga,963801,Adam Hložek,F,3,6.70
+2569,TSG Hoffenheim,bundesliga,40244,Oliver Baumann,G,5,6.70
+2569,TSG Hoffenheim,bundesliga,857740,Ozan Kabak,D,5,6.60
+2569,TSG Hoffenheim,bundesliga,957615,Robin Hranáč,D,3,6.60
+2569,TSG Hoffenheim,bundesliga,1134578,Cole Campbell,F,2,6.55
+2569,TSG Hoffenheim,bundesliga,1000269,Albian Hajdari,D,5,6.50
+2569,TSG Hoffenheim,bundesliga,1185359,Bambasé Conté,M,2,6.50
+2569,TSG Hoffenheim,bundesliga,1637689,Nathan De Cat,M,2,6.50
+2569,TSG Hoffenheim,bundesliga,987504,Patrick Wimmer,M,2,6.45
+2569,TSG Hoffenheim,bundesliga,1418703,Max Moerstedt,F,3,6.40
+2569,TSG Hoffenheim,bundesliga,1010117,Fisnik Asllani,M,3,6.37
+2569,TSG Hoffenheim,bundesliga,1014290,Tim Lemperle,F,4,6.20
+2569,TSG Hoffenheim,bundesliga,978062,Alexander Prass,D,2,6.15
+2547,1. FC Union Berlin,overall,1090010,Marin Ljubičić,F,3,7.20
+2547,1. FC Union Berlin,overall,792142,Felix Uduokhai,D,1,6.90
+2547,1. FC Union Berlin,overall,791642,Josip Juranović,D,3,6.87
+2547,1. FC Union Berlin,overall,48557,Christopher Trimmel,D,2,6.80
+2547,1. FC Union Berlin,overall,1086547,Leopold Querfeld,D,2,6.80
+2547,1. FC Union Berlin,overall,1198074,Aljoscha Kemlein,M,3,6.77
+2547,1. FC Union Berlin,overall,877302,András Schäfer,M,3,6.73
+2547,1. FC Union Berlin,overall,168985,Janik Haberer,M,2,6.70
+2547,1. FC Union Berlin,overall,1513469,Livan Burcu,M,3,6.70
+2547,1. FC Union Berlin,overall,800252,Tim Skarke,M,2,6.65
+2547,1. FC Union Berlin,overall,927405,Woo-Yeong Jeong,M,3,6.63
+2547,1. FC Union Berlin,overall,137692,Frederik Rønnow,G,1,6.60
+2547,1. FC Union Berlin,overall,848074,Emmanuel Latte Lath,F,3,6.50
+2547,1. FC Union Berlin,overall,1103765,Zeno Van Den Bosch,D,3,6.47
+2547,1. FC Union Berlin,overall,1210666,Tom Alexander Rothe,D,3,6.40
+2547,1. FC Union Berlin,overall,149479,Rani Khedira,M,3,6.37
+2547,1. FC Union Berlin,overall,850891,Michel Aebischer,M,3,6.27
+2547,1. FC Union Berlin,overall,842718,Matheo Raab,G,2,5.90
+2547,1. FC Union Berlin,bundesliga,48557,Christopher Trimmel,D,4,7.70
+2547,1. FC Union Berlin,bundesliga,953767,Andrej Ilić,F,3,7.60
+2547,1. FC Union Berlin,bundesliga,855663,Diogo Leite,D,3,7.20
+2547,1. FC Union Berlin,bundesliga,877302,András Schäfer,M,5,7.12
+2547,1. FC Union Berlin,bundesliga,148167,Carl Klaus,G,3,7.00
+2547,1. FC Union Berlin,bundesliga,1513469,Livan Burcu,M,5,6.98
+2547,1. FC Union Berlin,bundesliga,791642,Josip Juranović,D,5,6.96
+2547,1. FC Union Berlin,bundesliga,608362,Oliver Burke,M,3,6.93
+2547,1. FC Union Berlin,bundesliga,830803,Danilho Doekhi,D,3,6.90
+2547,1. FC Union Berlin,bundesliga,792142,Felix Uduokhai,D,1,6.90
+2547,1. FC Union Berlin,bundesliga,1198074,Aljoscha Kemlein,M,5,6.86
+2547,1. FC Union Berlin,bundesliga,927405,Woo-Yeong Jeong,M,4,6.85
+2547,1. FC Union Berlin,bundesliga,886737,Derrick Köhn,D,2,6.75
+2547,1. FC Union Berlin,bundesliga,848074,Emmanuel Latte Lath,F,2,6.75
+2547,1. FC Union Berlin,bundesliga,1210666,Tom Alexander Rothe,D,5,6.72
+2547,1. FC Union Berlin,bundesliga,168985,Janik Haberer,M,2,6.70
+2547,1. FC Union Berlin,bundesliga,800252,Tim Skarke,M,4,6.70
+2547,1. FC Union Berlin,bundesliga,137692,Frederik Rønnow,G,1,6.60
+2547,1. FC Union Berlin,bundesliga,1090010,Marin Ljubičić,F,2,6.50
+2547,1. FC Union Berlin,bundesliga,1462742,Ilyas Ansah,M,3,6.43
+2547,1. FC Union Berlin,bundesliga,149479,Rani Khedira,M,4,6.40
+2547,1. FC Union Berlin,bundesliga,850891,Michel Aebischer,M,2,6.10
+2547,1. FC Union Berlin,bundesliga,1103765,Zeno Van Den Bosch,D,2,5.80
+2674,Eintracht Frankfurt,overall,939830,Jonathan Burkardt,F,4,7.63
+2674,Eintracht Frankfurt,overall,1440948,Can Uzun,M,4,7.45
+2674,Eintracht Frankfurt,overall,1129862,Raphael Onyedika,M,4,7.38
+2674,Eintracht Frankfurt,overall,66518,Mario Götze,M,2,7.30
+2674,Eintracht Frankfurt,overall,581302,Robin Koch,D,4,7.20
+2674,Eintracht Frankfurt,overall,980626,Noah Atubolu,G,2,7.15
+2674,Eintracht Frankfurt,overall,1474296,Younes Ebnoutalib,F,4,7.15
+2674,Eintracht Frankfurt,overall,1886360,Jeremiaha Maluze,D,3,7.13
+2674,Eintracht Frankfurt,overall,1192318,Farès Chaïbi,M,4,7.05
+2674,Eintracht Frankfurt,overall,2115909,Otavio,D,3,7.00
+2674,Eintracht Frankfurt,overall,997012,Ansgar Knauff,F,2,6.85
+2674,Eintracht Frankfurt,overall,1501641,Keita Kosugi,D,4,6.53
+2674,Eintracht Frankfurt,overall,1898148,Ayoube Amaimouni Echghouyab,F,4,6.48
+2674,Eintracht Frankfurt,overall,1977245,Love Arrhov,M,3,6.40
+2674,Eintracht Frankfurt,overall,1957761,Malik Pimpong,F,2,6.35
+2674,Eintracht Frankfurt,overall,1149113,Oscar Højlund,M,2,6.35
+2674,Eintracht Frankfurt,overall,988907,Lilian Brassier,D,1,6.30
+2674,Eintracht Frankfurt,overall,790965,Ritsu Doan,M,2,6.30
+2674,Eintracht Frankfurt,overall,1403018,Elias Baum,D,4,6.23
+2674,Eintracht Frankfurt,overall,40239,Timothy Chandler,D,1,6.20
+2674,Eintracht Frankfurt,overall,1134203,Kauã Santos,G,2,5.40
+2674,Eintracht Frankfurt,bundesliga,1474296,Younes Ebnoutalib,F,3,7.47
+2674,Eintracht Frankfurt,bundesliga,1440948,Can Uzun,M,5,7.32
+2674,Eintracht Frankfurt,bundesliga,980626,Noah Atubolu,G,2,7.15
+2674,Eintracht Frankfurt,bundesliga,939830,Jonathan Burkardt,F,5,7.06
+2674,Eintracht Frankfurt,bundesliga,1129862,Raphael Onyedika,M,2,7.05
+2674,Eintracht Frankfurt,bundesliga,190161,Michael Zetterer,G,3,6.97
+2674,Eintracht Frankfurt,bundesliga,591706,Ellyes Skhiri,M,3,6.83
+2674,Eintracht Frankfurt,bundesliga,1146148,Jean-Mattéo Bahoya,M,3,6.80
+2674,Eintracht Frankfurt,bundesliga,1192318,Farès Chaïbi,M,5,6.72
+2674,Eintracht Frankfurt,bundesliga,581302,Robin Koch,D,5,6.72
+2674,Eintracht Frankfurt,bundesliga,1898148,Ayoube Amaimouni Echghouyab,F,4,6.65
+2674,Eintracht Frankfurt,bundesliga,66518,Mario Götze,M,3,6.60
+2674,Eintracht Frankfurt,bundesliga,40239,Timothy Chandler,D,2,6.60
+2674,Eintracht Frankfurt,bundesliga,997012,Ansgar Knauff,F,3,6.53
+2674,Eintracht Frankfurt,bundesliga,341589,Mahmoud Dahoud,M,2,6.50
+2674,Eintracht Frankfurt,bundesliga,790965,Ritsu Doan,M,3,6.43
+2674,Eintracht Frankfurt,bundesliga,999276,Aurèle Amenda,D,3,6.40
+2674,Eintracht Frankfurt,bundesliga,954061,Arnaud Kalimuendo,F,3,6.37
+2674,Eintracht Frankfurt,bundesliga,1149113,Oscar Højlund,M,2,6.35
+2674,Eintracht Frankfurt,bundesliga,1159759,Nathaniel Brown,D,3,6.33
+2674,Eintracht Frankfurt,bundesliga,988907,Lilian Brassier,D,1,6.30
+2674,Eintracht Frankfurt,bundesliga,921789,Rasmus Kristensen,D,2,6.30
+2674,Eintracht Frankfurt,bundesliga,1403018,Elias Baum,D,2,6.10
+2674,Eintracht Frankfurt,bundesliga,1501641,Keita Kosugi,D,2,6.10
+2556,1. FSV Mainz 05,overall,822340,Phillip Tietz,F,3,8.40
+2556,1. FSV Mainz 05,overall,152206,Dominik Kohr,D,2,8.20
+2556,1. FSV Mainz 05,overall,327755,Nadiem Amiri,M,3,8.13
+2556,1. FSV Mainz 05,overall,846471,Anthony Caci,M,3,7.60
+2556,1. FSV Mainz 05,overall,1130119,Fabio Gruber,D,3,7.60
+2556,1. FSV Mainz 05,overall,352544,Sheraldo Becker,F,3,7.53
+2556,1. FSV Mainz 05,overall,97926,Danny da Costa,D,3,7.47
+2556,1. FSV Mainz 05,overall,138126,Phillipp Mwene,M,3,7.40
+2556,1. FSV Mainz 05,overall,355486,Stefan Posch,D,1,7.40
+2556,1. FSV Mainz 05,overall,1175898,Otto Ruoppi,M,2,7.25
+2556,1. FSV Mainz 05,overall,174345,Robin Zentner,G,2,7.25
+2556,1. FSV Mainz 05,overall,1028307,Kaishu Sano,M,3,7.23
+2556,1. FSV Mainz 05,overall,134778,Alexander Schwolow,G,1,7.20
+2556,1. FSV Mainz 05,overall,1548910,Kacper Potulski,D,3,6.87
+2556,1. FSV Mainz 05,overall,1012235,Ransford Yeboah Königsdörffer,F,3,6.83
+2556,1. FSV Mainz 05,overall,157377,Silvan Widmer,D,2,6.70
+2556,1. FSV Mainz 05,overall,537552,Jae-sung Lee,M,3,6.67
+2556,1. FSV Mainz 05,bundesliga,94312,Daniel Batz,G,2,8.15
+2556,1. FSV Mainz 05,bundesliga,1130119,Fabio Gruber,D,2,7.70
+2556,1. FSV Mainz 05,bundesliga,138126,Phillipp Mwene,M,5,7.52
+2556,1. FSV Mainz 05,bundesliga,352544,Sheraldo Becker,F,5,7.52
+2556,1. FSV Mainz 05,bundesliga,327755,Nadiem Amiri,M,5,7.42
+2556,1. FSV Mainz 05,bundesliga,822340,Phillip Tietz,F,5,7.22
+2556,1. FSV Mainz 05,bundesliga,134778,Alexander Schwolow,G,1,7.20
+2556,1. FSV Mainz 05,bundesliga,157377,Silvan Widmer,D,3,7.20
+2556,1. FSV Mainz 05,bundesliga,97926,Danny da Costa,D,5,7.04
+2556,1. FSV Mainz 05,bundesliga,1028307,Kaishu Sano,M,5,7.04
+2556,1. FSV Mainz 05,bundesliga,1548910,Kacper Potulski,D,5,6.96
+2556,1. FSV Mainz 05,bundesliga,846471,Anthony Caci,M,5,6.94
+2556,1. FSV Mainz 05,bundesliga,1012235,Ransford Yeboah Königsdörffer,F,2,6.90
+2556,1. FSV Mainz 05,bundesliga,174345,Robin Zentner,G,2,6.90
+2556,1. FSV Mainz 05,bundesliga,355486,Stefan Posch,D,4,6.88
+2556,1. FSV Mainz 05,bundesliga,152206,Dominik Kohr,D,4,6.78
+2556,1. FSV Mainz 05,bundesliga,980621,Paul Nebel,M,3,6.63
+2556,1. FSV Mainz 05,bundesliga,537552,Jae-sung Lee,M,4,6.55
+2556,1. FSV Mainz 05,bundesliga,893962,Lennard Maloney,M,2,6.55
+2556,1. FSV Mainz 05,bundesliga,1152505,Nelson Weiper,F,3,6.43
+2556,1. FSV Mainz 05,bundesliga,1005834,Armindo Sieb,F,2,6.40
+2561,SC Paderborn 07,overall,1048651,Nahuel Noll,G,2,8.25
+2561,SC Paderborn 07,overall,981788,Laurin Curda,M,3,7.67
+2561,SC Paderborn 07,overall,1199101,Santiago Castañeda,M,3,7.53
+2561,SC Paderborn 07,overall,1137717,Tjark Lasse Scheller,D,3,7.43
+2561,SC Paderborn 07,overall,1083387,Mattes Hansen,D,3,7.13
+2561,SC Paderborn 07,overall,1152342,Jano Ter-Horst,D,3,7.10
+2561,SC Paderborn 07,overall,907685,Oliver Batista Meier,M,2,6.85
+2561,SC Paderborn 07,overall,1517850,Jonah Sticker,D,3,6.83
+2561,SC Paderborn 07,overall,1129940,Gabriel Vidović,M,3,6.77
+2561,SC Paderborn 07,overall,1152486,Laurin Ulrich,M,3,6.70
+2561,SC Paderborn 07,overall,820465,Raphael Obermair,M,3,6.70
+2561,SC Paderborn 07,overall,1167764,Stefano Marino,F,3,6.63
+2561,SC Paderborn 07,overall,991824,Rayan Philippe,F,1,6.60
+2561,SC Paderborn 07,overall,826884,Steffen Tigges,F,3,6.43
+2561,SC Paderborn 07,overall,909485,Marvin Pieringer,F,2,6.20
+2561,SC Paderborn 07,bundesliga,1195736,Dennis Seimen,G,2,8.35
+2561,SC Paderborn 07,bundesliga,1048651,Nahuel Noll,G,2,8.25
+2561,SC Paderborn 07,bundesliga,1128792,Calvin Brackelmann,D,2,7.75
+2561,SC Paderborn 07,bundesliga,981788,Laurin Curda,M,4,7.65
+2561,SC Paderborn 07,bundesliga,1137717,Tjark Lasse Scheller,D,4,7.30
+2561,SC Paderborn 07,bundesliga,1199101,Santiago Castañeda,M,4,7.28
+2561,SC Paderborn 07,bundesliga,1083387,Mattes Hansen,D,4,7.18
+2561,SC Paderborn 07,bundesliga,844131,Felix Götze,D,2,7.05
+2561,SC Paderborn 07,bundesliga,1152342,Jano Ter-Horst,D,2,7.00
+2561,SC Paderborn 07,bundesliga,820465,Raphael Obermair,M,2,6.95
+2561,SC Paderborn 07,bundesliga,989630,Filip Bilbija,F,2,6.80
+2561,SC Paderborn 07,bundesliga,959635,Nick Bätzner,M,2,6.80
+2561,SC Paderborn 07,bundesliga,1517850,Jonah Sticker,D,3,6.77
+2561,SC Paderborn 07,bundesliga,907685,Oliver Batista Meier,M,1,6.60
+2561,SC Paderborn 07,bundesliga,991824,Rayan Philippe,F,1,6.60
+2561,SC Paderborn 07,bundesliga,1152486,Laurin Ulrich,M,2,6.55
+2561,SC Paderborn 07,bundesliga,878628,Sebastian Klaas,F,2,6.55
+2561,SC Paderborn 07,bundesliga,1129940,Gabriel Vidović,M,2,6.50
+2561,SC Paderborn 07,bundesliga,1167764,Stefano Marino,F,4,6.50
+2561,SC Paderborn 07,bundesliga,826884,Steffen Tigges,F,4,6.43
+2561,SC Paderborn 07,bundesliga,1864750,Ruben Müller,M,2,6.30
+2561,SC Paderborn 07,bundesliga,909485,Marvin Pieringer,F,2,6.20
+2561,SC Paderborn 07,bundesliga,246431,Sven Michel,F,2,6.20
+36360,RB Leipzig,overall,1198075,Brajan Gruda,F,4,7.83
+36360,RB Leipzig,overall,136924,Willi Orbán,D,5,7.64
+36360,RB Leipzig,overall,856553,Ridle Baku,D,5,7.50
+36360,RB Leipzig,overall,1121923,Antonio Nusa,F,4,7.35
+36360,RB Leipzig,overall,976421,Castello Lukeba,D,4,7.25
+36360,RB Leipzig,overall,856076,David Raum,D,4,7.13
+36360,RB Leipzig,overall,1048650,Rocco Reitz,M,3,7.07
+36360,RB Leipzig,overall,934385,Maarten Vandevoordt,G,5,7.04
+36360,RB Leipzig,overall,1155383,Ezechiel Banzuzi,M,5,6.96
+36360,RB Leipzig,overall,1117223,Maxime Estève,D,2,6.90
+36360,RB Leipzig,overall,769333,Christopher Nkunku,F,2,6.85
+36360,RB Leipzig,overall,976575,Nicolas Seiwald,M,5,6.84
+36360,RB Leipzig,overall,1146250,Max Finkgräfe,D,3,6.80
+36360,RB Leipzig,overall,1406171,Andrija Maksimović,M,3,6.63
+36360,RB Leipzig,overall,319857,Benjamin Henrichs,D,4,6.63
+36360,RB Leipzig,overall,1494826,Conrad Harder,F,4,6.63
+36360,RB Leipzig,overall,1048009,El Chadaille Bitshiabu,D,2,6.60
+36360,RB Leipzig,overall,1149127,Arthur Vermeeren,M,4,6.58
+36360,RB Leipzig,overall,1426577,Tidiam Gomis,F,5,6.48
+36360,RB Leipzig,overall,1088896,Johan Bakayoko,F,5,6.44
+36360,RB Leipzig,overall,1414933,Marc Guiu,F,1,6.40
+36360,RB Leipzig,overall,1128530,Neil El Aynaoui,M,1,6.30
+36360,RB Leipzig,overall,2269705,Samba Konaté,F,2,6.30
+36360,RB Leipzig,bundesliga,1198075,Brajan Gruda,F,4,7.55
+36360,RB Leipzig,bundesliga,1406171,Andrija Maksimović,M,1,7.30
+36360,RB Leipzig,bundesliga,136924,Willi Orbán,D,5,7.30
+36360,RB Leipzig,bundesliga,976421,Castello Lukeba,D,4,7.25
+36360,RB Leipzig,bundesliga,1117223,Maxime Estève,D,1,7.20
+36360,RB Leipzig,bundesliga,791079,Xaver Schlager,M,2,7.20
+36360,RB Leipzig,bundesliga,856076,David Raum,D,3,7.13
+36360,RB Leipzig,bundesliga,1121923,Antonio Nusa,F,5,6.94
+36360,RB Leipzig,bundesliga,769333,Christopher Nkunku,F,2,6.85
+36360,RB Leipzig,bundesliga,2087085,Yan Diomande,F,3,6.73
+36360,RB Leipzig,bundesliga,856553,Ridle Baku,D,5,6.72
+36360,RB Leipzig,bundesliga,825956,Christoph Baumgartner,M,3,6.70
+36360,RB Leipzig,bundesliga,976575,Nicolas Seiwald,M,5,6.70
+36360,RB Leipzig,bundesliga,934385,Maarten Vandevoordt,G,4,6.65
+36360,RB Leipzig,bundesliga,1418623,Assan Ouédraogo,M,3,6.63
+36360,RB Leipzig,bundesliga,1494826,Conrad Harder,F,3,6.50
+36360,RB Leipzig,bundesliga,1155383,Ezechiel Banzuzi,M,2,6.45
+36360,RB Leipzig,bundesliga,1414933,Marc Guiu,F,1,6.40
+36360,RB Leipzig,bundesliga,1128530,Neil El Aynaoui,M,1,6.30
+36360,RB Leipzig,bundesliga,1133743,Rômulo,F,3,6.30
+36360,RB Leipzig,bundesliga,1426577,Tidiam Gomis,F,3,6.30
+36360,RB Leipzig,bundesliga,319857,Benjamin Henrichs,D,3,6.23
+36360,RB Leipzig,bundesliga,1088896,Johan Bakayoko,F,3,6.20
+36360,RB Leipzig,bundesliga,2269705,Samba Konaté,F,1,6.10
+36360,RB Leipzig,bundesliga,1146250,Max Finkgräfe,D,3,6.03
+2527,Borussia M'gladbach,overall,1142210,Hugo Bolin,M,3,8.40
+2527,Borussia M'gladbach,overall,578166,Moritz Nicolas,G,3,7.53
+2527,Borussia M'gladbach,overall,280453,Franck Honorat,M,3,7.30
+2527,Borussia M'gladbach,overall,877835,Nicolas-Gerrit Kühn,F,1,7.10
+2527,Borussia M'gladbach,overall,939880,Philipp Sander,M,3,7.00
+2527,Borussia M'gladbach,overall,897334,Daiki Hashioka,D,2,6.90
+2527,Borussia M'gladbach,overall,1083382,Lukas Ullrich,D,3,6.87
+2527,Borussia M'gladbach,overall,95381,Kevin Stöger,M,2,6.85
+2527,Borussia M'gladbach,overall,1002920,Joe Scally,D,2,6.80
+2527,Borussia M'gladbach,overall,1995809,Wael Mohya,M,3,6.77
+2527,Borussia M'gladbach,overall,1823942,Jan Leszczyński,D,2,6.70
+2527,Borussia M'gladbach,overall,228981,Tim Kleindienst,F,2,6.70
+2527,Borussia M'gladbach,overall,583806,Kevin Diks,D,3,6.63
+2527,Borussia M'gladbach,overall,876858,Robin Hack,M,3,6.63
+2527,Borussia M'gladbach,overall,997178,David Herold,D,3,6.50
+2527,Borussia M'gladbach,overall,798175,Isac Lidberg,F,3,6.43
+2527,Borussia M'gladbach,overall,1861977,Mathieu Nguefack,M,2,6.40
+2527,Borussia M'gladbach,overall,790989,Ko Itakura,D,3,6.23
+2527,Borussia M'gladbach,bundesliga,1048650,Rocco Reitz,M,2,7.65
+2527,Borussia M'gladbach,bundesliga,578166,Moritz Nicolas,G,5,7.40
+2527,Borussia M'gladbach,bundesliga,282229,Nico Elvedi,D,2,7.40
+2527,Borussia M'gladbach,bundesliga,1142210,Hugo Bolin,M,5,7.38
+2527,Borussia M'gladbach,bundesliga,259803,Haris Tabaković,F,2,7.25
+2527,Borussia M'gladbach,bundesliga,989056,Giovanni Reyna,M,3,7.17
+2527,Borussia M'gladbach,bundesliga,280453,Franck Honorat,M,5,7.14
+2527,Borussia M'gladbach,bundesliga,877835,Nicolas-Gerrit Kühn,F,1,7.10
+2527,Borussia M'gladbach,bundesliga,583806,Kevin Diks,D,5,6.84
+2527,Borussia M'gladbach,bundesliga,990209,Yannick Engelhardt,M,3,6.80
+2527,Borussia M'gladbach,bundesliga,95381,Kevin Stöger,M,4,6.78
+2527,Borussia M'gladbach,bundesliga,939880,Philipp Sander,M,5,6.74
+2527,Borussia M'gladbach,bundesliga,876858,Robin Hack,M,4,6.70
+2527,Borussia M'gladbach,bundesliga,228981,Tim Kleindienst,F,3,6.63
+2527,Borussia M'gladbach,bundesliga,1002920,Joe Scally,D,5,6.60
+2527,Borussia M'gladbach,bundesliga,1995809,Wael Mohya,M,5,6.58
+2527,Borussia M'gladbach,bundesliga,997178,David Herold,D,2,6.55
+2527,Borussia M'gladbach,bundesliga,798175,Isac Lidberg,F,2,6.55
+2527,Borussia M'gladbach,bundesliga,1130067,Fabio Chiarodia,D,2,6.50
+2527,Borussia M'gladbach,bundesliga,1861977,Mathieu Nguefack,M,2,6.40
+2527,Borussia M'gladbach,bundesliga,925910,Shuto Machino,F,2,6.40
+2527,Borussia M'gladbach,bundesliga,1083382,Lukas Ullrich,D,4,6.38
+2527,Borussia M'gladbach,bundesliga,1823942,Jan Leszczyński,D,1,6.20
+2527,Borussia M'gladbach,bundesliga,790989,Ko Itakura,D,2,5.70
+2598,SV 07 Elversberg,overall,1414916,Francis Onyeka,M,3,7.53
+2598,SV 07 Elversberg,overall,1153365,Maurice Krattenmacher,M,2,7.50
+2598,SV 07 Elversberg,overall,960017,Lukas Petkov,M,3,7.23
+2598,SV 07 Elversberg,overall,1131080,Nicolas Kristof,G,3,7.20
+2598,SV 07 Elversberg,overall,1432398,David Mokwa,F,3,7.10
+2598,SV 07 Elversberg,overall,942336,Łukasz Poręba,M,3,6.97
+2598,SV 07 Elversberg,overall,1134578,Cole Campbell,M,3,6.90
+2598,SV 07 Elversberg,overall,254133,Luca Schnellbacher,M,2,6.90
+2598,SV 07 Elversberg,overall,1017574,Noel Futkeu,F,1,6.90
+2598,SV 07 Elversberg,overall,1215028,Felix Keidel,M,3,6.83
+2598,SV 07 Elversberg,overall,846398,Maximilian Rohr,D,3,6.80
+2598,SV 07 Elversberg,overall,900264,Nicholas Mickelson,D,2,6.75
+2598,SV 07 Elversberg,overall,817978,Amara Condé,M,1,6.70
+2598,SV 07 Elversberg,overall,254411,Jan Gyamerah,D,3,6.70
+2598,SV 07 Elversberg,overall,964603,Luca Sirch,D,3,6.57
+2598,SV 07 Elversberg,overall,787816,Florian Yves Le Joncour,D,2,6.55
+2598,SV 07 Elversberg,overall,990105,Lukas Finn Pinckert,D,2,6.40
+2598,SV 07 Elversberg,overall,1469995,Noah Darvich,M,2,6.15
+2598,SV 07 Elversberg,overall,997175,Lasse Günther,D,3,6.13
+2598,SV 07 Elversberg,bundesliga,1432398,David Mokwa,F,2,7.60
+2598,SV 07 Elversberg,bundesliga,960017,Lukas Petkov,M,2,7.50
+2598,SV 07 Elversberg,bundesliga,1153365,Maurice Krattenmacher,M,2,7.50
+2598,SV 07 Elversberg,bundesliga,1131080,Nicolas Kristof,G,2,7.40
+2598,SV 07 Elversberg,bundesliga,942336,Łukasz Poręba,M,2,7.05
+2598,SV 07 Elversberg,bundesliga,1215028,Felix Keidel,M,2,6.95
+2598,SV 07 Elversberg,bundesliga,1134578,Cole Campbell,M,2,6.90
+2598,SV 07 Elversberg,bundesliga,1017574,Noel Futkeu,F,1,6.90
+2598,SV 07 Elversberg,bundesliga,1414916,Francis Onyeka,M,2,6.85
+2598,SV 07 Elversberg,bundesliga,254411,Jan Gyamerah,D,2,6.80
+2598,SV 07 Elversberg,bundesliga,900264,Nicholas Mickelson,D,1,6.80
+2598,SV 07 Elversberg,bundesliga,817978,Amara Condé,M,1,6.70
+2598,SV 07 Elversberg,bundesliga,846398,Maximilian Rohr,D,2,6.55
+2598,SV 07 Elversberg,bundesliga,964603,Luca Sirch,D,2,6.50
+2598,SV 07 Elversberg,bundesliga,990105,Lukas Finn Pinckert,D,2,6.40
+2598,SV 07 Elversberg,bundesliga,997175,Lasse Günther,D,2,6.25
+2681,Bayer 04 Leverkusen,overall,796047,Aleix García,M,4,7.65
+2681,Bayer 04 Leverkusen,overall,1407524,Ibrahim Maza,M,4,7.55
+2681,Bayer 04 Leverkusen,overall,908716,Miguel Gutiérrez,D,4,7.33
+2681,Bayer 04 Leverkusen,overall,860307,Facundo Medina,D,3,7.27
+2681,Bayer 04 Leverkusen,overall,920379,Nathan Tella,F,2,7.05
+2681,Bayer 04 Leverkusen,overall,1003339,Jarell Quansah,D,3,7.00
+2681,Bayer 04 Leverkusen,overall,975798,Malik Tillman,M,4,7.00
+2681,Bayer 04 Leverkusen,overall,1003012,Ezequiel Fernández,M,4,6.98
+2681,Bayer 04 Leverkusen,overall,883262,Edmond Tapsoba,D,4,6.95
+2681,Bayer 04 Leverkusen,overall,978521,Victor Okoh Boniface,F,2,6.95
+2681,Bayer 04 Leverkusen,overall,1006489,Loïc Badé,D,4,6.93
+2681,Bayer 04 Leverkusen,overall,2029648,Christian Kofane,F,4,6.83
+2681,Bayer 04 Leverkusen,overall,280609,Patrik Schick,F,4,6.83
+2681,Bayer 04 Leverkusen,overall,855817,Moussa Diaby,F,1,6.70
+2681,Bayer 04 Leverkusen,overall,171919,Mark Flekken,G,3,6.60
+2681,Bayer 04 Leverkusen,overall,168903,Robert Andrich,M,1,6.60
+2681,Bayer 04 Leverkusen,overall,255239,Lucas Vázquez,D,4,6.58
+2681,Bayer 04 Leverkusen,overall,1215906,Afonso Moreira,M,4,6.55
+2681,Bayer 04 Leverkusen,bundesliga,796047,Aleix García,M,5,7.96
+2681,Bayer 04 Leverkusen,bundesliga,908716,Miguel Gutiérrez,D,2,7.90
+2681,Bayer 04 Leverkusen,bundesliga,177177,Alejandro Grimaldo,M,3,7.67
+2681,Bayer 04 Leverkusen,bundesliga,822600,Exequiel Palacios,M,3,7.57
+2681,Bayer 04 Leverkusen,bundesliga,860307,Facundo Medina,D,2,7.55
+2681,Bayer 04 Leverkusen,bundesliga,1407524,Ibrahim Maza,M,5,7.48
+2681,Bayer 04 Leverkusen,bundesliga,280609,Patrik Schick,F,5,7.22
+2681,Bayer 04 Leverkusen,bundesliga,1003012,Ezequiel Fernández,M,3,7.10
+2681,Bayer 04 Leverkusen,bundesliga,975798,Malik Tillman,M,5,6.96
+2681,Bayer 04 Leverkusen,bundesliga,1394353,Eliesse Ben Seghir,F,2,6.95
+2681,Bayer 04 Leverkusen,bundesliga,1003339,Jarell Quansah,D,5,6.94
+2681,Bayer 04 Leverkusen,bundesliga,1174761,Arthur,D,3,6.90
+2681,Bayer 04 Leverkusen,bundesliga,1568522,Montrell Culbreath,M,3,6.90
+2681,Bayer 04 Leverkusen,bundesliga,1006489,Loïc Badé,D,2,6.85
+2681,Bayer 04 Leverkusen,bundesliga,2029648,Christian Kofane,F,3,6.83
+2681,Bayer 04 Leverkusen,bundesliga,142390,Jonas Hofmann,M,2,6.75
+2681,Bayer 04 Leverkusen,bundesliga,171919,Mark Flekken,G,5,6.72
+2681,Bayer 04 Leverkusen,bundesliga,883262,Edmond Tapsoba,D,5,6.70
+2681,Bayer 04 Leverkusen,bundesliga,855817,Moussa Diaby,F,1,6.70
+2681,Bayer 04 Leverkusen,bundesliga,168903,Robert Andrich,M,4,6.70
+2681,Bayer 04 Leverkusen,bundesliga,1215906,Afonso Moreira,M,2,6.50
+2681,Bayer 04 Leverkusen,bundesliga,1119502,Ernest Poku,F,2,6.50
+2681,Bayer 04 Leverkusen,bundesliga,255239,Lucas Vázquez,D,3,6.43
+2673,Borussia Dortmund,overall,328027,Serhou Guirassy,F,4,7.70
+2673,Borussia Dortmund,overall,1021272,Daniel Svensson,D,5,7.40
+2673,Borussia Dortmund,overall,1137131,Filippo Mané,D,3,7.20
+2673,Borussia Dortmund,overall,556866,Gregor Kobel,G,4,7.18
+2673,Borussia Dortmund,overall,800951,Julian Ryerson,M,5,7.14
+2673,Borussia Dortmund,overall,1861666,Samuele Inacio,F,3,7.10
+2673,Borussia Dortmund,overall,850816,Joey Veerman,M,5,7.02
+2673,Borussia Dortmund,overall,1002007,Giannis Konstantelias,F,2,7.00
+2673,Borussia Dortmund,overall,1937833,Luca Reggiani,D,2,6.95
+2673,Borussia Dortmund,overall,799046,Waldemar Anton,D,5,6.94
+2673,Borussia Dortmund,overall,954076,Fábio Silva,F,4,6.90
+2673,Borussia Dortmund,overall,1471049,Joane Gadou,D,4,6.88
+2673,Borussia Dortmund,overall,1468744,Konstantinos Karetsas,F,5,6.86
+2673,Borussia Dortmund,overall,133908,Marcel Sabitzer,F,5,6.84
+2673,Borussia Dortmund,overall,1134083,Jobe Bellingham,M,4,6.73
+2673,Borussia Dortmund,overall,980628,Maximilian Beier,M,5,6.66
+2673,Borussia Dortmund,overall,907463,Felix Nmecha,M,5,6.64
+2673,Borussia Dortmund,overall,1887796,Kauã Prates,D,3,6.57
+2673,Borussia Dortmund,overall,994556,Carney Chukwuemeka,M,2,6.45
+2673,Borussia Dortmund,overall,1401702,Ethan Nwaneri,M,2,6.40
+2673,Borussia Dortmund,bundesliga,940871,Nico Schlotterbeck,D,3,7.83
+2673,Borussia Dortmund,bundesliga,328027,Serhou Guirassy,F,5,7.32
+2673,Borussia Dortmund,bundesliga,1468744,Konstantinos Karetsas,F,2,7.30
+2673,Borussia Dortmund,bundesliga,1021272,Daniel Svensson,M,4,7.28
+2673,Borussia Dortmund,bundesliga,799046,Waldemar Anton,D,5,7.20
+2673,Borussia Dortmund,bundesliga,1471049,Joane Gadou,D,2,7.10
+2673,Borussia Dortmund,bundesliga,800951,Julian Ryerson,M,5,7.10
+2673,Borussia Dortmund,bundesliga,556866,Gregor Kobel,G,5,6.98
+2673,Borussia Dortmund,bundesliga,1134083,Jobe Bellingham,M,5,6.98
+2673,Borussia Dortmund,bundesliga,980628,Maximilian Beier,F,5,6.96
+2673,Borussia Dortmund,bundesliga,133908,Marcel Sabitzer,M,4,6.88
+2673,Borussia Dortmund,bundesliga,1002813,Yan Couto,D,2,6.80
+2673,Borussia Dortmund,bundesliga,907463,Felix Nmecha,M,4,6.78
+2673,Borussia Dortmund,bundesliga,1937833,Luca Reggiani,D,4,6.78
+2673,Borussia Dortmund,bundesliga,226978,Julian Brandt,M,3,6.73
+2673,Borussia Dortmund,bundesliga,1137131,Filippo Mané,D,2,6.70
+2673,Borussia Dortmund,bundesliga,940054,Karim Adeyemi,F,2,6.65
+2673,Borussia Dortmund,bundesliga,954076,Fábio Silva,F,4,6.60
+2673,Borussia Dortmund,bundesliga,994556,Carney Chukwuemeka,M,2,6.55
+2673,Borussia Dortmund,bundesliga,850816,Joey Veerman,M,2,6.55
+2673,Borussia Dortmund,bundesliga,795005,Salih Özcan,M,2,6.50
+2673,Borussia Dortmund,bundesliga,1861666,Samuele Inacio,F,4,6.48
+2673,Borussia Dortmund,bundesliga,1401702,Ethan Nwaneri,M,1,6.40
+2676,Hamburger SV,overall,1000263,Albert Grønbæk,F,3,7.83
+2676,Hamburger SV,overall,113442,Daniel Fernandes,G,2,6.95
+2676,Hamburger SV,overall,1995000,Louis Lemke,D,3,6.87
+2676,Hamburger SV,overall,1064305,Nicolai Remberg,M,3,6.83
+2676,Hamburger SV,overall,901892,Albert Sambi Lokonga,M,2,6.80
+2676,Hamburger SV,overall,865057,Patson Daka,F,3,6.67
+2676,Hamburger SV,overall,1129527,Bilal Nadir,M,3,6.63
+2676,Hamburger SV,overall,904835,Fábio Vieira,M,1,6.60
+2676,Hamburger SV,overall,842526,Bakery Jatta,M,2,6.55
+2676,Hamburger SV,overall,1158529,Martin Adeline,F,3,6.50
+2676,Hamburger SV,overall,826167,Sebastiaan Bornauw,D,3,6.50
+2676,Hamburger SV,overall,135264,Yussuf Poulsen,F,2,6.45
+2676,Hamburger SV,overall,1568535,Otto Stange,F,3,6.43
+2676,Hamburger SV,overall,1031283,David Møller Wolfe,M,1,6.40
+2676,Hamburger SV,overall,2204961,Shafiq Nandja,D,2,6.40
+2676,Hamburger SV,overall,894396,Terem Moffi,F,2,6.15
+2676,Hamburger SV,overall,973564,Nicolás Capaldo,D,3,6.00
+2676,Hamburger SV,overall,801003,Jordan Torunarigha,D,2,5.90
+2676,Hamburger SV,overall,1134470,Zakaria El Ouahdi,M,1,5.80
+2676,Hamburger SV,bundesliga,904835,Fábio Vieira,M,4,7.50
+2676,Hamburger SV,bundesliga,1405212,Luka Vušković,D,3,7.47
+2676,Hamburger SV,bundesliga,1000263,Albert Grønbæk,F,5,7.36
+2676,Hamburger SV,bundesliga,113442,Daniel Fernandes,G,4,7.15
+2676,Hamburger SV,bundesliga,1546267,Fabio Baldé,F,2,7.15
+2676,Hamburger SV,bundesliga,999030,Warmed Omari,D,3,7.07
+2676,Hamburger SV,bundesliga,1064305,Nicolai Remberg,M,5,6.96
+2676,Hamburger SV,bundesliga,901892,Albert Sambi Lokonga,M,4,6.85
+2676,Hamburger SV,bundesliga,1129527,Bilal Nadir,M,2,6.65
+2676,Hamburger SV,bundesliga,135264,Yussuf Poulsen,F,4,6.63
+2676,Hamburger SV,bundesliga,1012235,Ransford Yeboah Königsdörffer,F,2,6.55
+2676,Hamburger SV,bundesliga,842526,Bakery Jatta,M,3,6.53
+2676,Hamburger SV,bundesliga,1158529,Martin Adeline,F,2,6.45
+2676,Hamburger SV,bundesliga,1031283,David Møller Wolfe,M,1,6.40
+2676,Hamburger SV,bundesliga,865057,Patson Daka,F,2,6.40
+2676,Hamburger SV,bundesliga,1568535,Otto Stange,F,4,6.35
+2676,Hamburger SV,bundesliga,973564,Nicolás Capaldo,D,5,6.34
+2676,Hamburger SV,bundesliga,991824,Rayan Philippe,F,2,6.25
+2676,Hamburger SV,bundesliga,801003,Jordan Torunarigha,D,4,6.20
+2676,Hamburger SV,bundesliga,1995000,Louis Lemke,D,2,6.20
+2676,Hamburger SV,bundesliga,826167,Sebastiaan Bornauw,D,2,6.15
+2676,Hamburger SV,bundesliga,894396,Terem Moffi,F,2,6.15
+2676,Hamburger SV,bundesliga,2204961,Shafiq Nandja,D,2,6.10
+2676,Hamburger SV,bundesliga,1134470,Zakaria El Ouahdi,M,1,5.80
+2538,SC Freiburg,overall,1019321,Igor Matanović,F,5,8.30
+2538,SC Freiburg,overall,1131002,Derry Scherhant,M,5,7.48
+2538,SC Freiburg,overall,142259,Matthias Ginter,D,5,7.44
+2538,SC Freiburg,overall,576266,Philipp Lienhart,D,5,7.28
+2538,SC Freiburg,overall,569784,Maximilian Eggestein,M,5,7.26
+2538,SC Freiburg,overall,142525,Lukas Kübler,D,3,7.17
+2538,SC Freiburg,overall,1131339,Jordy Makengo,D,4,7.08
+2538,SC Freiburg,overall,1020422,Yuito Suzuki,M,5,6.98
+2538,SC Freiburg,overall,979820,Philipp Treu,D,4,6.98
+2538,SC Freiburg,overall,1508537,Cyriaque Irié,F,4,6.90
+2538,SC Freiburg,overall,836711,Jan-Niklas Beste,M,4,6.88
+2538,SC Freiburg,overall,1391315,Keisuke Goto,F,5,6.82
+2538,SC Freiburg,overall,1131337,Maximilian Rosenfelder,D,3,6.77
+2538,SC Freiburg,overall,171961,Vincenzo Grifo,M,4,6.75
+2538,SC Freiburg,overall,990209,Yannick Engelhardt,M,4,6.75
+2538,SC Freiburg,overall,1195724,Berkay Yılmaz,D,1,6.60
+2538,SC Freiburg,overall,142231,Christian Günter,D,2,6.60
+2538,SC Freiburg,overall,1083390,Mio Backhaus,G,5,6.60
+2538,SC Freiburg,overall,280009,Lucas Höler,F,3,6.57
+2538,SC Freiburg,bundesliga,1019321,Igor Matanović,F,5,8.02
+2538,SC Freiburg,bundesliga,1020422,Yuito Suzuki,M,3,7.43
+2538,SC Freiburg,bundesliga,142259,Matthias Ginter,D,5,7.36
+2538,SC Freiburg,bundesliga,576266,Philipp Lienhart,D,5,7.30
+2538,SC Freiburg,bundesliga,1518931,Johan Manzambi,M,3,7.23
+2538,SC Freiburg,bundesliga,836711,Jan-Niklas Beste,M,5,6.96
+2538,SC Freiburg,bundesliga,142525,Lukas Kübler,D,5,6.96
+2538,SC Freiburg,bundesliga,1083390,Mio Backhaus,G,2,6.95
+2538,SC Freiburg,bundesliga,980626,Noah Atubolu,G,3,6.93
+2538,SC Freiburg,bundesliga,1131339,Jordy Makengo,D,4,6.90
+2538,SC Freiburg,bundesliga,1131002,Derry Scherhant,M,5,6.88
+2538,SC Freiburg,bundesliga,569784,Maximilian Eggestein,M,5,6.80
+2538,SC Freiburg,bundesliga,979820,Philipp Treu,D,5,6.80
+2538,SC Freiburg,bundesliga,171961,Vincenzo Grifo,M,4,6.73
+2538,SC Freiburg,bundesliga,1195724,Berkay Yılmaz,D,1,6.60
+2538,SC Freiburg,bundesliga,49639,Nicolas Höfler,M,3,6.47
+2538,SC Freiburg,bundesliga,1391315,Keisuke Goto,F,2,6.45
+2538,SC Freiburg,bundesliga,280009,Lucas Höler,F,4,6.43
+2538,SC Freiburg,bundesliga,1596573,Bruno Ogbus,D,3,6.37
+2538,SC Freiburg,bundesliga,990209,Yannick Engelhardt,M,2,6.20
+2534,SV Werder Bremen,overall,815612,Marco Grüll,M,3,7.83
+2534,SV Werder Bremen,overall,851254,Amos Pieper,D,3,7.37
+2534,SV Werder Bremen,overall,893586,Ludovit Reis,M,3,7.27
+2534,SV Werder Bremen,overall,1141977,Dariusz Stalmach,M,2,7.20
+2534,SV Werder Bremen,overall,1174761,Arthur,D,1,7.10
+2534,SV Werder Bremen,overall,996940,Youri Regeer,M,1,7.10
+2534,SV Werder Bremen,overall,2160258,Paul Erevbenagie,F,2,7.05
+2534,SV Werder Bremen,overall,960114,Olivier Deman,D,3,7.03
+2534,SV Werder Bremen,overall,825771,Marco Friedl,D,3,6.90
+2534,SV Werder Bremen,overall,1067120,Eren Dinkçi,M,2,6.80
+2534,SV Werder Bremen,overall,1005343,Justin Njinmah,F,2,6.80
+2534,SV Werder Bremen,overall,132645,Niclas Füllkrug,F,3,6.77
+2534,SV Werder Bremen,overall,991591,Karl Hein,G,2,6.70
+2534,SV Werder Bremen,overall,826171,Senne Lynen,M,2,6.70
+2534,SV Werder Bremen,overall,1568521,Mick Schmetgens,D,3,6.50
+2534,SV Werder Bremen,overall,1137584,Chuki,M,3,6.43
+2534,SV Werder Bremen,overall,1864786,Salim Musah,F,3,6.43
+2534,SV Werder Bremen,overall,352290,Cédric Itten,F,3,6.23
+2534,SV Werder Bremen,bundesliga,1083390,Mio Backhaus,G,3,8.13
+2534,SV Werder Bremen,bundesliga,815612,Marco Grüll,M,5,7.40
+2534,SV Werder Bremen,bundesliga,830127,Romano Schmid,M,3,7.30
+2534,SV Werder Bremen,bundesliga,1141977,Dariusz Stalmach,M,2,7.20
+2534,SV Werder Bremen,bundesliga,1174761,Arthur,D,1,7.10
+2534,SV Werder Bremen,bundesliga,996940,Youri Regeer,M,1,7.10
+2534,SV Werder Bremen,bundesliga,851254,Amos Pieper,D,5,7.04
+2534,SV Werder Bremen,bundesliga,960114,Olivier Deman,D,5,7.00
+2534,SV Werder Bremen,bundesliga,893586,Ludovit Reis,M,2,6.90
+2534,SV Werder Bremen,bundesliga,132645,Niclas Füllkrug,F,2,6.85
+2534,SV Werder Bremen,bundesliga,1067120,Eren Dinkçi,M,2,6.80
+2534,SV Werder Bremen,bundesliga,826171,Senne Lynen,M,4,6.80
+2534,SV Werder Bremen,bundesliga,1015164,Isaac Schmidt,D,2,6.75
+2534,SV Werder Bremen,bundesliga,991591,Karl Hein,G,2,6.70
+2534,SV Werder Bremen,bundesliga,1100836,Samuel Mbangula,F,3,6.67
+2534,SV Werder Bremen,bundesliga,1137584,Chuki,M,2,6.65
+2534,SV Werder Bremen,bundesliga,1005343,Justin Njinmah,F,4,6.65
+2534,SV Werder Bremen,bundesliga,2160258,Paul Erevbenagie,F,1,6.60
+2534,SV Werder Bremen,bundesliga,1596105,Patrice Čović,M,2,6.55
+2534,SV Werder Bremen,bundesliga,825771,Marco Friedl,D,5,6.48
+2534,SV Werder Bremen,bundesliga,1864786,Salim Musah,F,5,6.38
+2534,SV Werder Bremen,bundesliga,916176,Cameron Puertas,M,3,6.37
+2534,SV Werder Bremen,bundesliga,830142,Jens Stage,M,3,6.37
+2534,SV Werder Bremen,bundesliga,352290,Cédric Itten,F,2,6.35
+2534,SV Werder Bremen,bundesliga,1797852,Karim Coulibaly,D,2,6.25
+2534,SV Werder Bremen,bundesliga,1568521,Mick Schmetgens,D,2,6.20
+2534,SV Werder Bremen,bundesliga,905347,Yukinari Sugawara,D,2,4.90
+2600,FC Augsburg,overall,822564,Finn Dahmen,G,3,8.60
+2600,FC Augsburg,overall,1129365,Anton Kade,F,2,8.30
+2600,FC Augsburg,overall,822877,Alexis Claude-Maurice,M,1,7.90
+2600,FC Augsburg,overall,963198,Chrislain Matsima,D,3,7.50
+2600,FC Augsburg,overall,929620,Fabian Rieder,M,3,7.40
+2600,FC Augsburg,overall,927340,Han-Noah Massengo,M,3,7.30
+2600,FC Augsburg,overall,1597260,Noahkai Banks,D,3,7.20
+2600,FC Augsburg,overall,254119,Marius Wolf,D,3,7.17
+2600,FC Augsburg,overall,1128792,Calvin Brackelmann,D,2,6.95
+2600,FC Augsburg,overall,111483,Michael Gregoritsch,F,3,6.83
+2600,FC Augsburg,overall,1864760,Hennes Behrens,D,3,6.80
+2600,FC Augsburg,overall,146853,Jeffrey Gouweleeuw,D,1,6.80
+2600,FC Augsburg,overall,1390682,Mert Kömür,M,2,6.80
+2600,FC Augsburg,overall,1215904,Rodrigo Ribeiro,F,3,6.80
+2600,FC Augsburg,overall,877842,Yannik Keitel,M,2,6.60
+2600,FC Augsburg,overall,860461,Robin Fellhauer,M,3,6.47
+2600,FC Augsburg,overall,1142248,Arijon Ibrahimović,F,1,6.40
+2600,FC Augsburg,overall,1019333,Young-woo Seol,D,1,6.40
+2600,FC Augsburg,bundesliga,1129365,Anton Kade,F,4,8.25
+2600,FC Augsburg,bundesliga,822564,Finn Dahmen,G,5,7.38
+2600,FC Augsburg,bundesliga,929620,Fabian Rieder,M,5,7.34
+2600,FC Augsburg,bundesliga,822877,Alexis Claude-Maurice,M,3,7.17
+2600,FC Augsburg,bundesliga,1597260,Noahkai Banks,D,3,7.17
+2600,FC Augsburg,bundesliga,354878,Dimitrios Giannoulis,M,2,7.15
+2600,FC Augsburg,bundesliga,963198,Chrislain Matsima,D,5,7.04
+2600,FC Augsburg,bundesliga,254119,Marius Wolf,D,5,7.02
+2600,FC Augsburg,bundesliga,796206,Kristijan Jakić,M,2,7.00
+2600,FC Augsburg,bundesliga,1128792,Calvin Brackelmann,D,2,6.95
+2600,FC Augsburg,bundesliga,111483,Michael Gregoritsch,F,5,6.92
+2600,FC Augsburg,bundesliga,927340,Han-Noah Massengo,M,5,6.82
+2600,FC Augsburg,bundesliga,1390682,Mert Kömür,M,4,6.73
+2600,FC Augsburg,bundesliga,1864760,Hennes Behrens,D,2,6.70
+2600,FC Augsburg,bundesliga,146853,Jeffrey Gouweleeuw,D,4,6.65
+2600,FC Augsburg,bundesliga,1215904,Rodrigo Ribeiro,F,5,6.64
+2600,FC Augsburg,bundesliga,798926,Cedric Zesiger,D,3,6.63
+2600,FC Augsburg,bundesliga,860461,Robin Fellhauer,M,5,6.52
+2600,FC Augsburg,bundesliga,877842,Yannik Keitel,M,3,6.47
+2600,FC Augsburg,bundesliga,1142248,Arijon Ibrahimović,F,1,6.40
+2600,FC Augsburg,bundesliga,1019333,Young-woo Seol,D,1,6.40
+2530,FC Schalke 04,overall,174135,Loris Karius,G,4,7.28
+2530,FC Schalke 04,overall,14990,Edin Džeko,F,3,7.20
+2530,FC Schalke 04,overall,1083338,Soufiane El-Faouzi,M,4,7.13
+2530,FC Schalke 04,overall,831488,Nikola Katić,D,4,7.10
+2530,FC Schalke 04,overall,852096,Hasan Kuruçay,D,4,7.08
+2530,FC Schalke 04,overall,981067,Satoshi Tanaka,M,3,6.97
+2530,FC Schalke 04,overall,869883,Dejan Ljubičić,M,4,6.88
+2530,FC Schalke 04,overall,1195734,Vitalie Becker,D,4,6.83
+2530,FC Schalke 04,overall,814735,Timo Becker,D,4,6.78
+2530,FC Schalke 04,overall,861980,Moussa Sylla,F,4,6.73
+2530,FC Schalke 04,overall,902381,Junior Adamu,F,3,6.63
+2530,FC Schalke 04,overall,962877,Adil Aouchiche,M,4,6.60
+2530,FC Schalke 04,overall,168943,Kenan Karaman,F,1,6.60
+2530,FC Schalke 04,overall,2255221,Luca Vozar,M,2,6.60
+2530,FC Schalke 04,overall,377118,Robin Gosens,D,3,6.53
+2530,FC Schalke 04,overall,904994,Eric Ebimbe,D,3,6.47
+2530,FC Schalke 04,overall,872358,Ron Schallenberg,M,3,6.43
+2530,FC Schalke 04,overall,1195798,Mertcan Ayhan,D,4,6.25
+2530,FC Schalke 04,overall,794962,Maximilian Wöber,D,3,6.20
+2530,FC Schalke 04,bundesliga,174135,Loris Karius,G,2,7.95
+2530,FC Schalke 04,bundesliga,981067,Satoshi Tanaka,M,1,7.40
+2530,FC Schalke 04,bundesliga,831488,Nikola Katić,D,2,7.35
+2530,FC Schalke 04,bundesliga,852096,Hasan Kuruçay,D,2,7.30
+2530,FC Schalke 04,bundesliga,1083338,Soufiane El-Faouzi,M,2,7.05
+2530,FC Schalke 04,bundesliga,962877,Adil Aouchiche,M,2,6.90
+2530,FC Schalke 04,bundesliga,814735,Timo Becker,D,2,6.80
+2530,FC Schalke 04,bundesliga,1195734,Vitalie Becker,D,2,6.80
+2530,FC Schalke 04,bundesliga,168943,Kenan Karaman,F,1,6.60
+2530,FC Schalke 04,bundesliga,869883,Dejan Ljubičić,M,2,6.55
+2530,FC Schalke 04,bundesliga,904994,Eric Ebimbe,D,2,6.55
+2530,FC Schalke 04,bundesliga,377118,Robin Gosens,D,2,6.55
+2530,FC Schalke 04,bundesliga,2255221,Luca Vozar,M,1,6.50
+2530,FC Schalke 04,bundesliga,1195798,Mertcan Ayhan,D,2,6.45
+2530,FC Schalke 04,bundesliga,861980,Moussa Sylla,F,2,6.25
+2530,FC Schalke 04,bundesliga,794962,Maximilian Wöber,D,2,6.05
diff --git a/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-09_13-40-25_003987+0200.json b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-09_13-40-25_003987+0200.json
new file mode 100644
index 0000000..811eae7
--- /dev/null
+++ b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-09_13-40-25_003987+0200.json
@@ -0,0 +1,15795 @@
+{
+  "generated_at": "2026-09-09T13:40:25+02:00",
+  "source_file": "team_form_2026-09-09_13-31-46_693431+0200.json",
+  "eligibility": {
+    "bundesliga_matchday": 3,
+    "early_season_max_matchday": 3,
+    "minimum_rated_matches": 2,
+    "last_match_exception": true,
+    "last_two_exception": false
+  },
+  "teams": {
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+      "team": "FC Bayern München",
+      "overall": {
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+            "player_id": 798583,
+            "player_name": "Dayot Upamecano",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 7.9,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.5
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.9
+              }
+            ]
+          },
+          {
+            "player_id": 259117,
+            "player_name": "Joshua Kimmich",
+            "position": "M",
+            "rating_count": 4,
+            "average_rating": 7.9,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.4
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.6
+              }
+            ]
+          },
+          {
+            "player_id": 978838,
+            "player_name": "Michael Olise",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 7.86,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.3
+              },
+              {
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+                "rating": 8.3
+              },
+              {
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+                "rating": 8.0
+              },
+              {
+                "match_id": 16287047,
+                "rating": 8.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 227672,
+            "player_name": "Jonathan Tah",
+            "position": "D",
+            "rating_count": 5,
+            "average_rating": 7.3,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.1
+              },
+              {
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+                "rating": 7.0
+              },
+              {
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+                "rating": 6.8
+              },
+              {
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+                "rating": 6.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.7
+              }
+            ]
+          },
+          {
+            "player_id": 1142251,
+            "player_name": "Aleksandar Pavlović",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 7.26,
+            "ratings": [
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+                "match_id": 16849740,
+                "rating": 6.9
+              },
+              {
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+                "rating": 7.0
+              },
+              {
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+                "rating": 8.2
+              },
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+                "rating": 7.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.1
+              }
+            ]
+          },
+          {
+            "player_id": 8959,
+            "player_name": "Manuel Neuer",
+            "position": "G",
+            "rating_count": 3,
+            "average_rating": 7.23,
+            "ratings": [
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+                "rating": 6.8
+              },
+              {
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+                "rating": 7.4
+              },
+              {
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+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 1129935,
+            "player_name": "Tom Bischof",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 7.17,
+            "ratings": [
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+                "match_id": 16434087,
+                "rating": 6.8
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+                "rating": 7.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
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+          {
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+            "player_name": "Josip Stanišić",
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+            "rating_count": 4,
+            "average_rating": 7.03,
+            "ratings": [
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+                "match_id": 16849740,
+                "rating": 6.7
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+                "rating": 7.6
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+            ]
+          },
+          {
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+            "player_name": "Kim Min-jae",
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+            "rating_count": 4,
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+            "ratings": [
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+                "rating": 6.8
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+          },
+          {
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+            "player_name": "Nathaniel Brown",
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+            "average_rating": 6.92,
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+          },
+          {
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+            ]
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+            "player_name": "Luis Díaz",
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+            "average_rating": 6.72,
+            "ratings": [
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+            ]
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+            "average_rating": 6.68,
+            "ratings": [
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+              }
+            ]
+          },
+          {
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+            "player_name": "Lennart Karl",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 6.47,
+            "ratings": [
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+                "rating": 6.4
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+                "rating": 6.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.3
+              }
+            ]
+          },
+          {
+            "player_id": 1130647,
+            "player_name": "Jonas Urbig",
+            "position": "G",
+            "rating_count": 2,
+            "average_rating": 6.3,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.3
+              },
+              {
+                "match_id": 16287047,
+                "rating": 6.3
+              }
+            ]
+          },
+          {
+            "player_id": 355492,
+            "player_name": "Konrad Laimer",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.27,
+            "ratings": [
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+                "rating": 6.2
+              },
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+                "rating": 6.4
+              },
+              {
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+                "rating": 6.2
+              }
+            ]
+          },
+          {
+            "player_id": 1010231,
+            "player_name": "Jamal Musiala",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 6.25,
+            "ratings": [
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+                "rating": 6.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 5.8
+              }
+            ]
+          }
+        ]
+      },
+      "bundesliga": {
+        "players": [
+          {
+            "player_id": 978838,
+            "player_name": "Michael Olise",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 8.16,
+            "ratings": [
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+                "match_id": 14065232,
+                "rating": 9.7
+              },
+              {
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+                "rating": 8.7
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+                "rating": 7.4
+              },
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+                "rating": 8.0
+              },
+              {
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+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 259117,
+            "player_name": "Joshua Kimmich",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 8.04,
+            "ratings": [
+              {
+                "match_id": 14065232,
+                "rating": 6.7
+              },
+              {
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+                "rating": 8.3
+              },
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+                "rating": 8.2
+              },
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+                "rating": 8.4
+              },
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+                "rating": 8.6
+              }
+            ]
+          },
+          {
+            "player_id": 798583,
+            "player_name": "Dayot Upamecano",
+            "position": "D",
+            "rating_count": 4,
+            "average_rating": 7.75,
+            "ratings": [
+              {
+                "match_id": 14065251,
+                "rating": 7.2
+              },
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+                "rating": 7.4
+              },
+              {
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+                "rating": 8.5
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.9
+              }
+            ]
+          },
+          {
+            "player_id": 184661,
+            "player_name": "Leon Goretzka",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 7.63,
+            "ratings": [
+              {
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+                "rating": 9.0
+              },
+              {
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+                "rating": 6.6
+              },
+              {
+                "match_id": 14065556,
+                "rating": 7.3
+              }
+            ]
+          },
+          {
+            "player_id": 896569,
+            "player_name": "Kim Min-jae",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 7.47,
+            "ratings": [
+              {
+                "match_id": 14065232,
+                "rating": 6.7
+              },
+              {
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+                "rating": 8.6
+              },
+              {
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+                "rating": 7.3
+              },
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+                "rating": 6.3
+              }
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+            "position": "M",
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+                "rating": 5.8
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+                "rating": 6.8
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+                "rating": 6.6
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.2
+              }
+            ]
+          },
+          {
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+            "player_name": "Kenan Karaman",
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+            "ratings": [
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+                "rating": 6.6
+              }
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+          },
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+            "player_name": "Luca Vozar",
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+            "average_rating": 6.6,
+            "ratings": [
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+                "rating": 6.7
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+              {
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+                "rating": 6.5
+              }
+            ]
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+            "player_name": "Robin Gosens",
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+            "rating_count": 3,
+            "average_rating": 6.53,
+            "ratings": [
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+                "rating": 6.5
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+                "rating": 5.9
+              },
+              {
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+                "rating": 7.2
+              }
+            ]
+          },
+          {
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+            "player_name": "Eric Ebimbe",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.47,
+            "ratings": [
+              {
+                "match_id": 16287064,
+                "rating": 6.3
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+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 872358,
+            "player_name": "Ron Schallenberg",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 6.43,
+            "ratings": [
+              {
+                "match_id": 16672725,
+                "rating": 6.0
+              },
+              {
+                "match_id": 16287064,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16434039,
+                "rating": 6.2
+              }
+            ]
+          },
+          {
+            "player_id": 1195798,
+            "player_name": "Mertcan Ayhan",
+            "position": "D",
+            "rating_count": 4,
+            "average_rating": 6.25,
+            "ratings": [
+              {
+                "match_id": 16672725,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16287064,
+                "rating": 6.0
+              },
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 794962,
+            "player_name": "Maximilian Wöber",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.2,
+            "ratings": [
+              {
+                "match_id": 16672725,
+                "rating": 6.5
+              },
+              {
+                "match_id": 16434039,
+                "rating": 5.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.9
+              }
+            ]
+          }
+        ]
+      },
+      "bundesliga": {
+        "players": [
+          {
+            "player_id": 174135,
+            "player_name": "Loris Karius",
+            "position": "G",
+            "rating_count": 2,
+            "average_rating": 7.95,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 8.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.8
+              }
+            ]
+          },
+          {
+            "player_id": 981067,
+            "player_name": "Satoshi Tanaka",
+            "position": "M",
+            "rating_count": 1,
+            "average_rating": 7.4,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 831488,
+            "player_name": "Nikola Katić",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 7.35,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 7.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 852096,
+            "player_name": "Hasan Kuruçay",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 7.3,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.4
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.2
+              }
+            ]
+          },
+          {
+            "player_id": 1083338,
+            "player_name": "Soufiane El-Faouzi",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 7.05,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 962877,
+            "player_name": "Adil Aouchiche",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 6.9,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.6
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.2
+              }
+            ]
+          },
+          {
+            "player_id": 814735,
+            "player_name": "Timo Becker",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.8,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 1195734,
+            "player_name": "Vitalie Becker",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.8,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.7
+              }
+            ]
+          },
+          {
+            "player_id": 168943,
+            "player_name": "Kenan Karaman",
+            "position": "F",
+            "rating_count": 1,
+            "average_rating": 6.6,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 6.6
+              }
+            ]
+          },
+          {
+            "player_id": 869883,
+            "player_name": "Dejan Ljubičić",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.6
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.5
+              }
+            ]
+          },
+          {
+            "player_id": 904994,
+            "player_name": "Eric Ebimbe",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 377118,
+            "player_name": "Robin Gosens",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 5.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.2
+              }
+            ]
+          },
+          {
+            "player_id": 2255221,
+            "player_name": "Luca Vozar",
+            "position": "M",
+            "rating_count": 1,
+            "average_rating": 6.5,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 6.5
+              }
+            ]
+          },
+          {
+            "player_id": 1195798,
+            "player_name": "Mertcan Ayhan",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.45,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 861980,
+            "player_name": "Moussa Sylla",
+            "position": "F",
+            "rating_count": 2,
+            "average_rating": 6.25,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.4
+              }
+            ]
+          },
+          {
+            "player_id": 794962,
+            "player_name": "Maximilian Wöber",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.05,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 5.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.9
+              }
+            ]
+          }
+        ]
+      }
+    }
+  },
+  "failed_matches": []
+}
diff --git a/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-10_13-04-32_944696+0200.csv b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-10_13-04-32_944696+0200.csv
new file mode 100644
index 0000000..3d227df
--- /dev/null
+++ b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-10_13-04-32_944696+0200.csv
@@ -0,0 +1,737 @@
+team_id,team,category,player_id,player_name,position,rating_count,average_rating
+2672,FC Bayern München,overall,798583,Dayot Upamecano,D,3,7.90
+2672,FC Bayern München,overall,259117,Joshua Kimmich,M,4,7.90
+2672,FC Bayern München,overall,978838,Michael Olise,M,5,7.86
+2672,FC Bayern München,overall,227672,Jonathan Tah,D,5,7.30
+2672,FC Bayern München,overall,1142251,Aleksandar Pavlović,M,5,7.26
+2672,FC Bayern München,overall,8959,Manuel Neuer,G,3,7.23
+2672,FC Bayern München,overall,1129935,Tom Bischof,M,3,7.17
+2672,FC Bayern München,overall,927407,Josip Stanišić,D,4,7.03
+2672,FC Bayern München,overall,896569,Kim Min-jae,D,4,7.03
+2672,FC Bayern München,overall,1159759,Nathaniel Brown,M,5,6.92
+2672,FC Bayern München,overall,843665,Alphonso Davies,D,5,6.86
+2672,FC Bayern München,overall,108579,Harry Kane,F,5,6.86
+2672,FC Bayern München,overall,883537,Luis Díaz,M,5,6.72
+2672,FC Bayern München,overall,1063767,Ismael Saibari,F,5,6.68
+2672,FC Bayern München,overall,1861975,Lennart Karl,M,3,6.47
+2672,FC Bayern München,overall,1130647,Jonas Urbig,G,2,6.30
+2672,FC Bayern München,overall,355492,Konrad Laimer,D,3,6.27
+2672,FC Bayern München,overall,1010231,Jamal Musiala,M,2,6.25
+2672,FC Bayern München,bundesliga,978838,Michael Olise,M,5,8.16
+2672,FC Bayern München,bundesliga,259117,Joshua Kimmich,M,5,8.04
+2672,FC Bayern München,bundesliga,798583,Dayot Upamecano,D,4,7.75
+2672,FC Bayern München,bundesliga,184661,Leon Goretzka,M,3,7.63
+2672,FC Bayern München,bundesliga,896569,Kim Min-jae,D,3,7.47
+2672,FC Bayern München,bundesliga,227672,Jonathan Tah,D,5,7.42
+2672,FC Bayern München,bundesliga,1129935,Tom Bischof,M,4,7.40
+2672,FC Bayern München,bundesliga,1063767,Ismael Saibari,F,2,7.30
+2672,FC Bayern München,bundesliga,1142251,Aleksandar Pavlović,M,3,7.23
+2672,FC Bayern München,bundesliga,843665,Alphonso Davies,D,3,7.23
+2672,FC Bayern München,bundesliga,1130647,Jonas Urbig,G,3,7.23
+2672,FC Bayern München,bundesliga,108579,Harry Kane,F,5,7.14
+2672,FC Bayern München,bundesliga,8959,Manuel Neuer,G,3,7.07
+2672,FC Bayern München,bundesliga,873106,Hiroki Itō,D,2,6.95
+2672,FC Bayern München,bundesliga,883537,Luis Díaz,M,5,6.82
+2672,FC Bayern München,bundesliga,1085381,Nicolas Jackson,F,3,6.80
+2672,FC Bayern München,bundesliga,927407,Josip Stanišić,D,4,6.73
+2672,FC Bayern München,bundesliga,1861975,Lennart Karl,M,4,6.65
+2672,FC Bayern München,bundesliga,1159759,Nathaniel Brown,M,2,6.55
+2672,FC Bayern München,bundesliga,355492,Konrad Laimer,D,5,6.50
+2672,FC Bayern München,bundesliga,1010231,Jamal Musiala,M,4,6.23
+2677,VfB Stuttgart,overall,152463,Fabian Bredlow,G,4,7.70
+2677,VfB Stuttgart,overall,878081,Ermedin Demirović,F,4,7.60
+2677,VfB Stuttgart,overall,788949,Maximilian Mittelstädt,D,4,7.50
+2677,VfB Stuttgart,overall,863271,Jeff Chabot,D,4,7.35
+2677,VfB Stuttgart,overall,906278,Josha Vagnoman,D,4,7.35
+2677,VfB Stuttgart,overall,983540,Tiago Tomás,F,2,7.35
+2677,VfB Stuttgart,overall,901882,Angelo Stiller,M,4,7.25
+2677,VfB Stuttgart,overall,891510,Chris Führich,F,3,7.13
+2677,VfB Stuttgart,overall,1126569,Bilal El Khannouss,M,4,7.13
+2677,VfB Stuttgart,overall,1127790,Dženan Pejčinović,F,4,7.08
+2677,VfB Stuttgart,overall,1418649,Finn Jeltsch,D,4,6.90
+2677,VfB Stuttgart,overall,253993,Grischa Prömel,M,4,6.90
+2677,VfB Stuttgart,overall,794298,Deniz Undav,M,4,6.80
+2677,VfB Stuttgart,overall,916943,Ramon Hendriks,D,3,6.73
+2677,VfB Stuttgart,overall,1979970,Ameen Al-Dakhil,D,2,6.70
+2677,VfB Stuttgart,overall,1150938,Leo Sauer,F,2,6.65
+2677,VfB Stuttgart,overall,990201,Jamie Leweling,F,3,6.57
+2677,VfB Stuttgart,overall,1464641,Chema Andrés,M,2,6.35
+2677,VfB Stuttgart,bundesliga,584722,Alexander Nübel,G,3,7.97
+2677,VfB Stuttgart,bundesliga,861981,Nikolas Nartey,F,2,7.75
+2677,VfB Stuttgart,bundesliga,152463,Fabian Bredlow,G,2,7.65
+2677,VfB Stuttgart,bundesliga,788949,Maximilian Mittelstädt,D,5,7.52
+2677,VfB Stuttgart,bundesliga,891510,Chris Führich,M,4,7.30
+2677,VfB Stuttgart,bundesliga,878081,Ermedin Demirović,F,5,7.22
+2677,VfB Stuttgart,bundesliga,1126569,Bilal El Khannouss,F,4,7.03
+2677,VfB Stuttgart,bundesliga,1464641,Chema Andrés,M,3,6.97
+2677,VfB Stuttgart,bundesliga,253993,Grischa Prömel,M,2,6.95
+2677,VfB Stuttgart,bundesliga,863271,Jeff Chabot,D,5,6.94
+2677,VfB Stuttgart,bundesliga,901882,Angelo Stiller,M,5,6.90
+2677,VfB Stuttgart,bundesliga,990201,Jamie Leweling,F,5,6.84
+2677,VfB Stuttgart,bundesliga,794298,Deniz Undav,F,5,6.76
+2677,VfB Stuttgart,bundesliga,906278,Josha Vagnoman,M,5,6.74
+2677,VfB Stuttgart,bundesliga,1009334,Lorenz Assignon,D,2,6.70
+2677,VfB Stuttgart,bundesliga,983540,Tiago Tomás,F,4,6.63
+2677,VfB Stuttgart,bundesliga,1150938,Leo Sauer,F,1,6.60
+2677,VfB Stuttgart,bundesliga,916943,Ramon Hendriks,D,5,6.54
+2677,VfB Stuttgart,bundesliga,1418649,Finn Jeltsch,D,3,6.50
+2677,VfB Stuttgart,bundesliga,1127823,Luca Jaquez,D,3,6.50
+2677,VfB Stuttgart,bundesliga,1127790,Dženan Pejčinović,F,2,6.25
+2671,1. FC Köln,overall,1112327,Ísak Bergmann Jóhannesson,M,3,7.73
+2671,1. FC Köln,overall,905381,Thijs Dallinga,F,2,7.55
+2671,1. FC Köln,overall,1403192,Mikey Moore,F,1,7.30
+2671,1. FC Köln,overall,930272,Tom Krauß,M,3,7.07
+2671,1. FC Köln,overall,921033,Linton Maina,F,3,6.90
+2671,1. FC Köln,overall,1010726,Jan Uwe Thielmann,F,3,6.87
+2671,1. FC Köln,overall,1800475,Said El Mala,F,2,6.85
+2671,1. FC Köln,overall,187185,Marvin Schwäbe,G,3,6.80
+2671,1. FC Köln,overall,378340,Marius Bülter,F,2,6.75
+2671,1. FC Köln,overall,591706,Ellyes Skhiri,M,3,6.67
+2671,1. FC Köln,overall,1411105,Paul Okon-Engstler,M,2,6.65
+2671,1. FC Köln,overall,839898,Alessio Castro-Montes,D,3,6.60
+2671,1. FC Köln,overall,877544,Ragnar Ache,F,3,6.57
+2671,1. FC Köln,overall,1601596,Reigan Heskey,F,1,6.50
+2671,1. FC Köln,overall,844942,Gideon Mensah,D,3,6.47
+2671,1. FC Köln,overall,1402924,Jahmai Simpson-Pusey,D,3,6.37
+2671,1. FC Köln,overall,827473,Luka Lochoshvili,D,3,6.37
+2671,1. FC Köln,bundesliga,1403192,Mikey Moore,F,1,7.30
+2671,1. FC Köln,bundesliga,378340,Marius Bülter,F,4,7.13
+2671,1. FC Köln,bundesliga,1800475,Said El Mala,F,4,7.10
+2671,1. FC Köln,bundesliga,930272,Tom Krauß,M,4,6.90
+2671,1. FC Köln,bundesliga,988639,Eric Martel,M,2,6.85
+2671,1. FC Köln,bundesliga,591706,Ellyes Skhiri,M,2,6.75
+2671,1. FC Köln,bundesliga,319861,Luca Waldschmidt,F,2,6.70
+2671,1. FC Köln,bundesliga,921033,Linton Maina,F,5,6.68
+2671,1. FC Köln,bundesliga,1010726,Jan Uwe Thielmann,F,4,6.68
+2671,1. FC Köln,bundesliga,1112327,Ísak Bergmann Jóhannesson,M,4,6.68
+2671,1. FC Köln,bundesliga,1411105,Paul Okon-Engstler,M,2,6.65
+2671,1. FC Köln,bundesliga,877544,Ragnar Ache,F,2,6.55
+2671,1. FC Köln,bundesliga,1601596,Reigan Heskey,F,1,6.50
+2671,1. FC Köln,bundesliga,2197599,Youssoupha Niang,F,3,6.47
+2671,1. FC Köln,bundesliga,801263,Jakub Kamiński,M,3,6.43
+2671,1. FC Köln,bundesliga,963043,Kristoffer Lund,D,3,6.43
+2671,1. FC Köln,bundesliga,187185,Marvin Schwäbe,G,5,6.42
+2671,1. FC Köln,bundesliga,839898,Alessio Castro-Montes,D,4,6.33
+2671,1. FC Köln,bundesliga,844942,Gideon Mensah,D,2,6.25
+2671,1. FC Köln,bundesliga,1402924,Jahmai Simpson-Pusey,D,4,6.25
+2671,1. FC Köln,bundesliga,965950,Joel Schmied,D,3,6.20
+2671,1. FC Köln,bundesliga,827473,Luka Lochoshvili,D,2,6.20
+2671,1. FC Köln,bundesliga,953097,Cenk Özkaçar,D,3,6.07
+2671,1. FC Köln,bundesliga,1020206,Sebastian Sebulonsen,D,3,5.93
+2569,TSG Hoffenheim,overall,916946,Wouter Burger,M,5,7.24
+2569,TSG Hoffenheim,overall,40244,Oliver Baumann,G,3,7.13
+2569,TSG Hoffenheim,overall,944899,Valentin Gendrey,D,3,7.03
+2569,TSG Hoffenheim,overall,987504,Patrick Wimmer,M,5,6.98
+2569,TSG Hoffenheim,overall,857740,Ozan Kabak,D,4,6.98
+2569,TSG Hoffenheim,overall,1493305,Leon Avdullahu,M,5,6.94
+2569,TSG Hoffenheim,overall,1000269,Albian Hajdari,D,5,6.88
+2569,TSG Hoffenheim,overall,963801,Adam Hložek,F,5,6.74
+2569,TSG Hoffenheim,overall,828571,Bernardo,D,3,6.70
+2569,TSG Hoffenheim,overall,2077300,Cajetan Lenz,M,2,6.70
+2569,TSG Hoffenheim,overall,1180758,Adam Daghim,M,5,6.66
+2569,TSG Hoffenheim,overall,138024,Vladimír Coufal,D,5,6.66
+2569,TSG Hoffenheim,overall,1387012,Mats Rots,D,5,6.64
+2569,TSG Hoffenheim,overall,1637689,Nathan De Cat,M,5,6.56
+2569,TSG Hoffenheim,overall,943550,Luca Philipp,G,2,6.55
+2569,TSG Hoffenheim,overall,1861981,Natnael Abraha,D,3,6.53
+2569,TSG Hoffenheim,overall,1418703,Max Moerstedt,F,5,6.52
+2569,TSG Hoffenheim,overall,1408406,Alessandro Vogt,F,2,6.45
+2569,TSG Hoffenheim,overall,67647,Andrej Kramarić,F,2,6.45
+2569,TSG Hoffenheim,overall,1122806,Arthur Chaves,D,2,6.45
+2569,TSG Hoffenheim,overall,1185359,Bambasé Conté,M,5,6.42
+2569,TSG Hoffenheim,overall,1974432,Tristan Spranger,D,2,6.40
+2569,TSG Hoffenheim,overall,957615,Robin Hranáč,D,4,6.28
+2569,TSG Hoffenheim,overall,1014290,Tim Lemperle,F,4,6.18
+2569,TSG Hoffenheim,bundesliga,1568123,Bazoumana Touré,M,3,7.53
+2569,TSG Hoffenheim,bundesliga,916946,Wouter Burger,M,5,7.06
+2569,TSG Hoffenheim,bundesliga,1493305,Leon Avdullahu,M,5,7.02
+2569,TSG Hoffenheim,bundesliga,1180758,Adam Daghim,M,2,6.90
+2569,TSG Hoffenheim,bundesliga,1387012,Mats Rots,D,2,6.90
+2569,TSG Hoffenheim,bundesliga,138024,Vladimír Coufal,D,5,6.90
+2569,TSG Hoffenheim,bundesliga,828571,Bernardo,D,4,6.83
+2569,TSG Hoffenheim,bundesliga,67647,Andrej Kramarić,F,5,6.82
+2569,TSG Hoffenheim,bundesliga,963801,Adam Hložek,F,3,6.70
+2569,TSG Hoffenheim,bundesliga,40244,Oliver Baumann,G,5,6.70
+2569,TSG Hoffenheim,bundesliga,857740,Ozan Kabak,D,5,6.60
+2569,TSG Hoffenheim,bundesliga,957615,Robin Hranáč,D,3,6.60
+2569,TSG Hoffenheim,bundesliga,1134578,Cole Campbell,F,2,6.55
+2569,TSG Hoffenheim,bundesliga,1000269,Albian Hajdari,D,5,6.50
+2569,TSG Hoffenheim,bundesliga,1185359,Bambasé Conté,M,2,6.50
+2569,TSG Hoffenheim,bundesliga,1637689,Nathan De Cat,M,2,6.50
+2569,TSG Hoffenheim,bundesliga,987504,Patrick Wimmer,M,2,6.45
+2569,TSG Hoffenheim,bundesliga,1418703,Max Moerstedt,F,3,6.40
+2569,TSG Hoffenheim,bundesliga,1010117,Fisnik Asllani,M,3,6.37
+2569,TSG Hoffenheim,bundesliga,1014290,Tim Lemperle,F,4,6.20
+2569,TSG Hoffenheim,bundesliga,978062,Alexander Prass,D,2,6.15
+2547,1. FC Union Berlin,overall,1090010,Marin Ljubičić,F,3,7.20
+2547,1. FC Union Berlin,overall,792142,Felix Uduokhai,D,1,6.90
+2547,1. FC Union Berlin,overall,791642,Josip Juranović,D,3,6.87
+2547,1. FC Union Berlin,overall,48557,Christopher Trimmel,D,2,6.80
+2547,1. FC Union Berlin,overall,1086547,Leopold Querfeld,D,2,6.80
+2547,1. FC Union Berlin,overall,1198074,Aljoscha Kemlein,M,3,6.77
+2547,1. FC Union Berlin,overall,877302,András Schäfer,M,3,6.73
+2547,1. FC Union Berlin,overall,168985,Janik Haberer,M,2,6.70
+2547,1. FC Union Berlin,overall,1513469,Livan Burcu,M,3,6.70
+2547,1. FC Union Berlin,overall,800252,Tim Skarke,M,2,6.65
+2547,1. FC Union Berlin,overall,927405,Woo-Yeong Jeong,M,3,6.63
+2547,1. FC Union Berlin,overall,137692,Frederik Rønnow,G,1,6.60
+2547,1. FC Union Berlin,overall,848074,Emmanuel Latte Lath,F,3,6.50
+2547,1. FC Union Berlin,overall,1103765,Zeno Van Den Bosch,D,3,6.47
+2547,1. FC Union Berlin,overall,1210666,Tom Alexander Rothe,D,3,6.40
+2547,1. FC Union Berlin,overall,149479,Rani Khedira,M,3,6.37
+2547,1. FC Union Berlin,overall,850891,Michel Aebischer,M,3,6.27
+2547,1. FC Union Berlin,overall,842718,Matheo Raab,G,2,5.90
+2547,1. FC Union Berlin,bundesliga,48557,Christopher Trimmel,D,4,7.70
+2547,1. FC Union Berlin,bundesliga,953767,Andrej Ilić,F,3,7.60
+2547,1. FC Union Berlin,bundesliga,855663,Diogo Leite,D,3,7.20
+2547,1. FC Union Berlin,bundesliga,877302,András Schäfer,M,5,7.12
+2547,1. FC Union Berlin,bundesliga,148167,Carl Klaus,G,3,7.00
+2547,1. FC Union Berlin,bundesliga,1513469,Livan Burcu,M,5,6.98
+2547,1. FC Union Berlin,bundesliga,791642,Josip Juranović,D,5,6.96
+2547,1. FC Union Berlin,bundesliga,608362,Oliver Burke,M,3,6.93
+2547,1. FC Union Berlin,bundesliga,830803,Danilho Doekhi,D,3,6.90
+2547,1. FC Union Berlin,bundesliga,792142,Felix Uduokhai,D,1,6.90
+2547,1. FC Union Berlin,bundesliga,1198074,Aljoscha Kemlein,M,5,6.86
+2547,1. FC Union Berlin,bundesliga,927405,Woo-Yeong Jeong,M,4,6.85
+2547,1. FC Union Berlin,bundesliga,886737,Derrick Köhn,D,2,6.75
+2547,1. FC Union Berlin,bundesliga,848074,Emmanuel Latte Lath,F,2,6.75
+2547,1. FC Union Berlin,bundesliga,1210666,Tom Alexander Rothe,D,5,6.72
+2547,1. FC Union Berlin,bundesliga,168985,Janik Haberer,M,2,6.70
+2547,1. FC Union Berlin,bundesliga,800252,Tim Skarke,M,4,6.70
+2547,1. FC Union Berlin,bundesliga,137692,Frederik Rønnow,G,1,6.60
+2547,1. FC Union Berlin,bundesliga,1090010,Marin Ljubičić,F,2,6.50
+2547,1. FC Union Berlin,bundesliga,1462742,Ilyas Ansah,M,3,6.43
+2547,1. FC Union Berlin,bundesliga,149479,Rani Khedira,M,4,6.40
+2547,1. FC Union Berlin,bundesliga,850891,Michel Aebischer,M,2,6.10
+2547,1. FC Union Berlin,bundesliga,1103765,Zeno Van Den Bosch,D,2,5.80
+2674,Eintracht Frankfurt,overall,939830,Jonathan Burkardt,F,4,7.63
+2674,Eintracht Frankfurt,overall,1440948,Can Uzun,M,4,7.45
+2674,Eintracht Frankfurt,overall,1129862,Raphael Onyedika,M,4,7.38
+2674,Eintracht Frankfurt,overall,66518,Mario Götze,M,2,7.30
+2674,Eintracht Frankfurt,overall,581302,Robin Koch,D,4,7.20
+2674,Eintracht Frankfurt,overall,980626,Noah Atubolu,G,2,7.15
+2674,Eintracht Frankfurt,overall,1474296,Younes Ebnoutalib,F,4,7.15
+2674,Eintracht Frankfurt,overall,1886360,Jeremiaha Maluze,D,3,7.13
+2674,Eintracht Frankfurt,overall,1192318,Farès Chaïbi,M,4,7.05
+2674,Eintracht Frankfurt,overall,2115909,Otavio,D,3,7.00
+2674,Eintracht Frankfurt,overall,997012,Ansgar Knauff,F,2,6.85
+2674,Eintracht Frankfurt,overall,1501641,Keita Kosugi,D,4,6.53
+2674,Eintracht Frankfurt,overall,1898148,Ayoube Amaimouni Echghouyab,F,4,6.48
+2674,Eintracht Frankfurt,overall,1977245,Love Arrhov,M,3,6.40
+2674,Eintracht Frankfurt,overall,1957761,Malik Pimpong,F,2,6.35
+2674,Eintracht Frankfurt,overall,1149113,Oscar Højlund,M,2,6.35
+2674,Eintracht Frankfurt,overall,988907,Lilian Brassier,D,1,6.30
+2674,Eintracht Frankfurt,overall,790965,Ritsu Doan,M,2,6.30
+2674,Eintracht Frankfurt,overall,1403018,Elias Baum,D,4,6.23
+2674,Eintracht Frankfurt,overall,40239,Timothy Chandler,D,1,6.20
+2674,Eintracht Frankfurt,overall,1134203,Kauã Santos,G,2,5.40
+2674,Eintracht Frankfurt,bundesliga,1474296,Younes Ebnoutalib,F,3,7.47
+2674,Eintracht Frankfurt,bundesliga,1440948,Can Uzun,M,5,7.32
+2674,Eintracht Frankfurt,bundesliga,980626,Noah Atubolu,G,2,7.15
+2674,Eintracht Frankfurt,bundesliga,939830,Jonathan Burkardt,F,5,7.06
+2674,Eintracht Frankfurt,bundesliga,1129862,Raphael Onyedika,M,2,7.05
+2674,Eintracht Frankfurt,bundesliga,190161,Michael Zetterer,G,3,6.97
+2674,Eintracht Frankfurt,bundesliga,591706,Ellyes Skhiri,M,3,6.83
+2674,Eintracht Frankfurt,bundesliga,1146148,Jean-Mattéo Bahoya,M,3,6.80
+2674,Eintracht Frankfurt,bundesliga,1192318,Farès Chaïbi,M,5,6.72
+2674,Eintracht Frankfurt,bundesliga,581302,Robin Koch,D,5,6.72
+2674,Eintracht Frankfurt,bundesliga,1898148,Ayoube Amaimouni Echghouyab,F,4,6.65
+2674,Eintracht Frankfurt,bundesliga,66518,Mario Götze,M,3,6.60
+2674,Eintracht Frankfurt,bundesliga,40239,Timothy Chandler,D,2,6.60
+2674,Eintracht Frankfurt,bundesliga,997012,Ansgar Knauff,F,3,6.53
+2674,Eintracht Frankfurt,bundesliga,341589,Mahmoud Dahoud,M,2,6.50
+2674,Eintracht Frankfurt,bundesliga,790965,Ritsu Doan,M,3,6.43
+2674,Eintracht Frankfurt,bundesliga,999276,Aurèle Amenda,D,3,6.40
+2674,Eintracht Frankfurt,bundesliga,954061,Arnaud Kalimuendo,F,3,6.37
+2674,Eintracht Frankfurt,bundesliga,1149113,Oscar Højlund,M,2,6.35
+2674,Eintracht Frankfurt,bundesliga,1159759,Nathaniel Brown,D,3,6.33
+2674,Eintracht Frankfurt,bundesliga,988907,Lilian Brassier,D,1,6.30
+2674,Eintracht Frankfurt,bundesliga,921789,Rasmus Kristensen,D,2,6.30
+2674,Eintracht Frankfurt,bundesliga,1403018,Elias Baum,D,2,6.10
+2674,Eintracht Frankfurt,bundesliga,1501641,Keita Kosugi,D,2,6.10
+2556,1. FSV Mainz 05,overall,822340,Phillip Tietz,F,3,8.40
+2556,1. FSV Mainz 05,overall,152206,Dominik Kohr,D,2,8.20
+2556,1. FSV Mainz 05,overall,327755,Nadiem Amiri,M,3,8.13
+2556,1. FSV Mainz 05,overall,846471,Anthony Caci,M,3,7.60
+2556,1. FSV Mainz 05,overall,1130119,Fabio Gruber,D,3,7.60
+2556,1. FSV Mainz 05,overall,352544,Sheraldo Becker,F,3,7.53
+2556,1. FSV Mainz 05,overall,97926,Danny da Costa,D,3,7.47
+2556,1. FSV Mainz 05,overall,138126,Phillipp Mwene,M,3,7.40
+2556,1. FSV Mainz 05,overall,355486,Stefan Posch,D,1,7.40
+2556,1. FSV Mainz 05,overall,1175898,Otto Ruoppi,M,2,7.25
+2556,1. FSV Mainz 05,overall,174345,Robin Zentner,G,2,7.25
+2556,1. FSV Mainz 05,overall,1028307,Kaishu Sano,M,3,7.23
+2556,1. FSV Mainz 05,overall,134778,Alexander Schwolow,G,1,7.20
+2556,1. FSV Mainz 05,overall,1548910,Kacper Potulski,D,3,6.87
+2556,1. FSV Mainz 05,overall,1012235,Ransford Yeboah Königsdörffer,F,3,6.83
+2556,1. FSV Mainz 05,overall,157377,Silvan Widmer,D,2,6.70
+2556,1. FSV Mainz 05,overall,537552,Jae-sung Lee,M,3,6.67
+2556,1. FSV Mainz 05,bundesliga,94312,Daniel Batz,G,2,8.15
+2556,1. FSV Mainz 05,bundesliga,1130119,Fabio Gruber,D,2,7.70
+2556,1. FSV Mainz 05,bundesliga,138126,Phillipp Mwene,M,5,7.52
+2556,1. FSV Mainz 05,bundesliga,352544,Sheraldo Becker,F,5,7.52
+2556,1. FSV Mainz 05,bundesliga,327755,Nadiem Amiri,M,5,7.42
+2556,1. FSV Mainz 05,bundesliga,822340,Phillip Tietz,F,5,7.22
+2556,1. FSV Mainz 05,bundesliga,134778,Alexander Schwolow,G,1,7.20
+2556,1. FSV Mainz 05,bundesliga,157377,Silvan Widmer,D,3,7.20
+2556,1. FSV Mainz 05,bundesliga,97926,Danny da Costa,D,5,7.04
+2556,1. FSV Mainz 05,bundesliga,1028307,Kaishu Sano,M,5,7.04
+2556,1. FSV Mainz 05,bundesliga,1548910,Kacper Potulski,D,5,6.96
+2556,1. FSV Mainz 05,bundesliga,846471,Anthony Caci,M,5,6.94
+2556,1. FSV Mainz 05,bundesliga,1012235,Ransford Yeboah Königsdörffer,F,2,6.90
+2556,1. FSV Mainz 05,bundesliga,174345,Robin Zentner,G,2,6.90
+2556,1. FSV Mainz 05,bundesliga,355486,Stefan Posch,D,4,6.88
+2556,1. FSV Mainz 05,bundesliga,152206,Dominik Kohr,D,4,6.78
+2556,1. FSV Mainz 05,bundesliga,980621,Paul Nebel,M,3,6.63
+2556,1. FSV Mainz 05,bundesliga,537552,Jae-sung Lee,M,4,6.55
+2556,1. FSV Mainz 05,bundesliga,893962,Lennard Maloney,M,2,6.55
+2556,1. FSV Mainz 05,bundesliga,1152505,Nelson Weiper,F,3,6.43
+2556,1. FSV Mainz 05,bundesliga,1005834,Armindo Sieb,F,2,6.40
+2561,SC Paderborn 07,overall,1048651,Nahuel Noll,G,2,8.25
+2561,SC Paderborn 07,overall,981788,Laurin Curda,M,3,7.67
+2561,SC Paderborn 07,overall,1199101,Santiago Castañeda,M,3,7.53
+2561,SC Paderborn 07,overall,1137717,Tjark Lasse Scheller,D,3,7.43
+2561,SC Paderborn 07,overall,1083387,Mattes Hansen,D,3,7.13
+2561,SC Paderborn 07,overall,1152342,Jano Ter-Horst,D,3,7.10
+2561,SC Paderborn 07,overall,907685,Oliver Batista Meier,M,2,6.85
+2561,SC Paderborn 07,overall,1517850,Jonah Sticker,D,3,6.83
+2561,SC Paderborn 07,overall,1129940,Gabriel Vidović,M,3,6.77
+2561,SC Paderborn 07,overall,1152486,Laurin Ulrich,M,3,6.70
+2561,SC Paderborn 07,overall,820465,Raphael Obermair,M,3,6.70
+2561,SC Paderborn 07,overall,1167764,Stefano Marino,F,3,6.63
+2561,SC Paderborn 07,overall,991824,Rayan Philippe,F,1,6.60
+2561,SC Paderborn 07,overall,826884,Steffen Tigges,F,3,6.43
+2561,SC Paderborn 07,overall,909485,Marvin Pieringer,F,2,6.20
+2561,SC Paderborn 07,bundesliga,1195736,Dennis Seimen,G,2,8.35
+2561,SC Paderborn 07,bundesliga,1048651,Nahuel Noll,G,2,8.25
+2561,SC Paderborn 07,bundesliga,1128792,Calvin Brackelmann,D,2,7.75
+2561,SC Paderborn 07,bundesliga,981788,Laurin Curda,M,4,7.65
+2561,SC Paderborn 07,bundesliga,1137717,Tjark Lasse Scheller,D,4,7.30
+2561,SC Paderborn 07,bundesliga,1199101,Santiago Castañeda,M,4,7.28
+2561,SC Paderborn 07,bundesliga,1083387,Mattes Hansen,D,4,7.18
+2561,SC Paderborn 07,bundesliga,844131,Felix Götze,D,2,7.05
+2561,SC Paderborn 07,bundesliga,1152342,Jano Ter-Horst,D,2,7.00
+2561,SC Paderborn 07,bundesliga,820465,Raphael Obermair,M,2,6.95
+2561,SC Paderborn 07,bundesliga,989630,Filip Bilbija,F,2,6.80
+2561,SC Paderborn 07,bundesliga,959635,Nick Bätzner,M,2,6.80
+2561,SC Paderborn 07,bundesliga,1517850,Jonah Sticker,D,3,6.77
+2561,SC Paderborn 07,bundesliga,907685,Oliver Batista Meier,M,1,6.60
+2561,SC Paderborn 07,bundesliga,991824,Rayan Philippe,F,1,6.60
+2561,SC Paderborn 07,bundesliga,1152486,Laurin Ulrich,M,2,6.55
+2561,SC Paderborn 07,bundesliga,878628,Sebastian Klaas,F,2,6.55
+2561,SC Paderborn 07,bundesliga,1129940,Gabriel Vidović,M,2,6.50
+2561,SC Paderborn 07,bundesliga,1167764,Stefano Marino,F,4,6.50
+2561,SC Paderborn 07,bundesliga,826884,Steffen Tigges,F,4,6.43
+2561,SC Paderborn 07,bundesliga,1864750,Ruben Müller,M,2,6.30
+2561,SC Paderborn 07,bundesliga,909485,Marvin Pieringer,F,2,6.20
+2561,SC Paderborn 07,bundesliga,246431,Sven Michel,F,2,6.20
+36360,RB Leipzig,overall,1198075,Brajan Gruda,F,4,7.83
+36360,RB Leipzig,overall,136924,Willi Orbán,D,5,7.64
+36360,RB Leipzig,overall,856553,Ridle Baku,D,5,7.50
+36360,RB Leipzig,overall,1121923,Antonio Nusa,F,4,7.35
+36360,RB Leipzig,overall,976421,Castello Lukeba,D,4,7.25
+36360,RB Leipzig,overall,856076,David Raum,D,4,7.13
+36360,RB Leipzig,overall,1048650,Rocco Reitz,M,3,7.07
+36360,RB Leipzig,overall,934385,Maarten Vandevoordt,G,5,7.04
+36360,RB Leipzig,overall,1155383,Ezechiel Banzuzi,M,5,6.96
+36360,RB Leipzig,overall,1117223,Maxime Estève,D,2,6.90
+36360,RB Leipzig,overall,769333,Christopher Nkunku,F,2,6.85
+36360,RB Leipzig,overall,976575,Nicolas Seiwald,M,5,6.84
+36360,RB Leipzig,overall,1146250,Max Finkgräfe,D,3,6.80
+36360,RB Leipzig,overall,1406171,Andrija Maksimović,M,3,6.63
+36360,RB Leipzig,overall,319857,Benjamin Henrichs,D,4,6.63
+36360,RB Leipzig,overall,1494826,Conrad Harder,F,4,6.63
+36360,RB Leipzig,overall,1048009,El Chadaille Bitshiabu,D,2,6.60
+36360,RB Leipzig,overall,1149127,Arthur Vermeeren,M,4,6.58
+36360,RB Leipzig,overall,1426577,Tidiam Gomis,F,5,6.48
+36360,RB Leipzig,overall,1088896,Johan Bakayoko,F,5,6.44
+36360,RB Leipzig,overall,1414933,Marc Guiu,F,1,6.40
+36360,RB Leipzig,overall,1128530,Neil El Aynaoui,M,1,6.30
+36360,RB Leipzig,overall,2269705,Samba Konaté,F,2,6.30
+36360,RB Leipzig,bundesliga,1198075,Brajan Gruda,F,4,7.55
+36360,RB Leipzig,bundesliga,1406171,Andrija Maksimović,M,1,7.30
+36360,RB Leipzig,bundesliga,136924,Willi Orbán,D,5,7.30
+36360,RB Leipzig,bundesliga,976421,Castello Lukeba,D,4,7.25
+36360,RB Leipzig,bundesliga,1117223,Maxime Estève,D,1,7.20
+36360,RB Leipzig,bundesliga,791079,Xaver Schlager,M,2,7.20
+36360,RB Leipzig,bundesliga,856076,David Raum,D,3,7.13
+36360,RB Leipzig,bundesliga,1121923,Antonio Nusa,F,5,6.94
+36360,RB Leipzig,bundesliga,769333,Christopher Nkunku,F,2,6.85
+36360,RB Leipzig,bundesliga,2087085,Yan Diomande,F,3,6.73
+36360,RB Leipzig,bundesliga,856553,Ridle Baku,D,5,6.72
+36360,RB Leipzig,bundesliga,825956,Christoph Baumgartner,M,3,6.70
+36360,RB Leipzig,bundesliga,976575,Nicolas Seiwald,M,5,6.70
+36360,RB Leipzig,bundesliga,934385,Maarten Vandevoordt,G,4,6.65
+36360,RB Leipzig,bundesliga,1418623,Assan Ouédraogo,M,3,6.63
+36360,RB Leipzig,bundesliga,1494826,Conrad Harder,F,3,6.50
+36360,RB Leipzig,bundesliga,1155383,Ezechiel Banzuzi,M,2,6.45
+36360,RB Leipzig,bundesliga,1414933,Marc Guiu,F,1,6.40
+36360,RB Leipzig,bundesliga,1128530,Neil El Aynaoui,M,1,6.30
+36360,RB Leipzig,bundesliga,1133743,Rômulo,F,3,6.30
+36360,RB Leipzig,bundesliga,1426577,Tidiam Gomis,F,3,6.30
+36360,RB Leipzig,bundesliga,319857,Benjamin Henrichs,D,3,6.23
+36360,RB Leipzig,bundesliga,1088896,Johan Bakayoko,F,3,6.20
+36360,RB Leipzig,bundesliga,2269705,Samba Konaté,F,1,6.10
+36360,RB Leipzig,bundesliga,1146250,Max Finkgräfe,D,3,6.03
+2527,Borussia M'gladbach,overall,1142210,Hugo Bolin,M,3,8.40
+2527,Borussia M'gladbach,overall,578166,Moritz Nicolas,G,3,7.53
+2527,Borussia M'gladbach,overall,280453,Franck Honorat,M,3,7.30
+2527,Borussia M'gladbach,overall,877835,Nicolas-Gerrit Kühn,F,1,7.10
+2527,Borussia M'gladbach,overall,939880,Philipp Sander,M,3,7.00
+2527,Borussia M'gladbach,overall,897334,Daiki Hashioka,D,2,6.90
+2527,Borussia M'gladbach,overall,1083382,Lukas Ullrich,D,3,6.87
+2527,Borussia M'gladbach,overall,95381,Kevin Stöger,M,2,6.85
+2527,Borussia M'gladbach,overall,1002920,Joe Scally,D,2,6.80
+2527,Borussia M'gladbach,overall,1995809,Wael Mohya,M,3,6.77
+2527,Borussia M'gladbach,overall,1823942,Jan Leszczyński,D,2,6.70
+2527,Borussia M'gladbach,overall,228981,Tim Kleindienst,F,2,6.70
+2527,Borussia M'gladbach,overall,583806,Kevin Diks,D,3,6.63
+2527,Borussia M'gladbach,overall,876858,Robin Hack,M,3,6.63
+2527,Borussia M'gladbach,overall,997178,David Herold,D,3,6.50
+2527,Borussia M'gladbach,overall,798175,Isac Lidberg,F,3,6.43
+2527,Borussia M'gladbach,overall,1861977,Mathieu Nguefack,M,2,6.40
+2527,Borussia M'gladbach,overall,790989,Ko Itakura,D,3,6.23
+2527,Borussia M'gladbach,bundesliga,1048650,Rocco Reitz,M,2,7.65
+2527,Borussia M'gladbach,bundesliga,578166,Moritz Nicolas,G,5,7.40
+2527,Borussia M'gladbach,bundesliga,282229,Nico Elvedi,D,2,7.40
+2527,Borussia M'gladbach,bundesliga,1142210,Hugo Bolin,M,5,7.38
+2527,Borussia M'gladbach,bundesliga,259803,Haris Tabaković,F,2,7.25
+2527,Borussia M'gladbach,bundesliga,989056,Giovanni Reyna,M,3,7.17
+2527,Borussia M'gladbach,bundesliga,280453,Franck Honorat,M,5,7.14
+2527,Borussia M'gladbach,bundesliga,877835,Nicolas-Gerrit Kühn,F,1,7.10
+2527,Borussia M'gladbach,bundesliga,583806,Kevin Diks,D,5,6.84
+2527,Borussia M'gladbach,bundesliga,990209,Yannick Engelhardt,M,3,6.80
+2527,Borussia M'gladbach,bundesliga,95381,Kevin Stöger,M,4,6.78
+2527,Borussia M'gladbach,bundesliga,939880,Philipp Sander,M,5,6.74
+2527,Borussia M'gladbach,bundesliga,876858,Robin Hack,M,4,6.70
+2527,Borussia M'gladbach,bundesliga,228981,Tim Kleindienst,F,3,6.63
+2527,Borussia M'gladbach,bundesliga,1002920,Joe Scally,D,5,6.60
+2527,Borussia M'gladbach,bundesliga,1995809,Wael Mohya,M,5,6.58
+2527,Borussia M'gladbach,bundesliga,997178,David Herold,D,2,6.55
+2527,Borussia M'gladbach,bundesliga,798175,Isac Lidberg,F,2,6.55
+2527,Borussia M'gladbach,bundesliga,1130067,Fabio Chiarodia,D,2,6.50
+2527,Borussia M'gladbach,bundesliga,1861977,Mathieu Nguefack,M,2,6.40
+2527,Borussia M'gladbach,bundesliga,925910,Shuto Machino,F,2,6.40
+2527,Borussia M'gladbach,bundesliga,1083382,Lukas Ullrich,D,4,6.38
+2527,Borussia M'gladbach,bundesliga,1823942,Jan Leszczyński,D,1,6.20
+2527,Borussia M'gladbach,bundesliga,790989,Ko Itakura,D,2,5.70
+2598,SV 07 Elversberg,overall,1414916,Francis Onyeka,M,3,7.53
+2598,SV 07 Elversberg,overall,1153365,Maurice Krattenmacher,M,2,7.50
+2598,SV 07 Elversberg,overall,960017,Lukas Petkov,M,3,7.23
+2598,SV 07 Elversberg,overall,1131080,Nicolas Kristof,G,3,7.20
+2598,SV 07 Elversberg,overall,1432398,David Mokwa,F,3,7.10
+2598,SV 07 Elversberg,overall,942336,Łukasz Poręba,M,3,6.97
+2598,SV 07 Elversberg,overall,1134578,Cole Campbell,M,3,6.90
+2598,SV 07 Elversberg,overall,254133,Luca Schnellbacher,M,2,6.90
+2598,SV 07 Elversberg,overall,1017574,Noel Futkeu,F,1,6.90
+2598,SV 07 Elversberg,overall,1215028,Felix Keidel,M,3,6.83
+2598,SV 07 Elversberg,overall,846398,Maximilian Rohr,D,3,6.80
+2598,SV 07 Elversberg,overall,900264,Nicholas Mickelson,D,2,6.75
+2598,SV 07 Elversberg,overall,817978,Amara Condé,M,1,6.70
+2598,SV 07 Elversberg,overall,254411,Jan Gyamerah,D,3,6.70
+2598,SV 07 Elversberg,overall,964603,Luca Sirch,D,3,6.57
+2598,SV 07 Elversberg,overall,787816,Florian Yves Le Joncour,D,2,6.55
+2598,SV 07 Elversberg,overall,990105,Lukas Finn Pinckert,D,2,6.40
+2598,SV 07 Elversberg,overall,1469995,Noah Darvich,M,2,6.15
+2598,SV 07 Elversberg,overall,997175,Lasse Günther,D,3,6.13
+2598,SV 07 Elversberg,bundesliga,1432398,David Mokwa,F,2,7.60
+2598,SV 07 Elversberg,bundesliga,960017,Lukas Petkov,M,2,7.50
+2598,SV 07 Elversberg,bundesliga,1153365,Maurice Krattenmacher,M,2,7.50
+2598,SV 07 Elversberg,bundesliga,1131080,Nicolas Kristof,G,2,7.40
+2598,SV 07 Elversberg,bundesliga,942336,Łukasz Poręba,M,2,7.05
+2598,SV 07 Elversberg,bundesliga,1215028,Felix Keidel,M,2,6.95
+2598,SV 07 Elversberg,bundesliga,1134578,Cole Campbell,M,2,6.90
+2598,SV 07 Elversberg,bundesliga,1017574,Noel Futkeu,F,1,6.90
+2598,SV 07 Elversberg,bundesliga,1414916,Francis Onyeka,M,2,6.85
+2598,SV 07 Elversberg,bundesliga,254411,Jan Gyamerah,D,2,6.80
+2598,SV 07 Elversberg,bundesliga,900264,Nicholas Mickelson,D,1,6.80
+2598,SV 07 Elversberg,bundesliga,817978,Amara Condé,M,1,6.70
+2598,SV 07 Elversberg,bundesliga,846398,Maximilian Rohr,D,2,6.55
+2598,SV 07 Elversberg,bundesliga,964603,Luca Sirch,D,2,6.50
+2598,SV 07 Elversberg,bundesliga,990105,Lukas Finn Pinckert,D,2,6.40
+2598,SV 07 Elversberg,bundesliga,997175,Lasse Günther,D,2,6.25
+2681,Bayer 04 Leverkusen,overall,796047,Aleix García,M,4,7.65
+2681,Bayer 04 Leverkusen,overall,1407524,Ibrahim Maza,M,4,7.55
+2681,Bayer 04 Leverkusen,overall,908716,Miguel Gutiérrez,D,4,7.33
+2681,Bayer 04 Leverkusen,overall,860307,Facundo Medina,D,3,7.27
+2681,Bayer 04 Leverkusen,overall,920379,Nathan Tella,F,2,7.05
+2681,Bayer 04 Leverkusen,overall,1003339,Jarell Quansah,D,3,7.00
+2681,Bayer 04 Leverkusen,overall,975798,Malik Tillman,M,4,7.00
+2681,Bayer 04 Leverkusen,overall,1003012,Ezequiel Fernández,M,4,6.98
+2681,Bayer 04 Leverkusen,overall,883262,Edmond Tapsoba,D,4,6.95
+2681,Bayer 04 Leverkusen,overall,978521,Victor Okoh Boniface,F,2,6.95
+2681,Bayer 04 Leverkusen,overall,1006489,Loïc Badé,D,4,6.93
+2681,Bayer 04 Leverkusen,overall,2029648,Christian Kofane,F,4,6.83
+2681,Bayer 04 Leverkusen,overall,280609,Patrik Schick,F,4,6.83
+2681,Bayer 04 Leverkusen,overall,855817,Moussa Diaby,F,1,6.70
+2681,Bayer 04 Leverkusen,overall,171919,Mark Flekken,G,3,6.60
+2681,Bayer 04 Leverkusen,overall,168903,Robert Andrich,M,1,6.60
+2681,Bayer 04 Leverkusen,overall,255239,Lucas Vázquez,D,4,6.58
+2681,Bayer 04 Leverkusen,overall,1215906,Afonso Moreira,M,4,6.55
+2681,Bayer 04 Leverkusen,bundesliga,796047,Aleix García,M,5,7.96
+2681,Bayer 04 Leverkusen,bundesliga,908716,Miguel Gutiérrez,D,2,7.90
+2681,Bayer 04 Leverkusen,bundesliga,177177,Alejandro Grimaldo,M,3,7.67
+2681,Bayer 04 Leverkusen,bundesliga,822600,Exequiel Palacios,M,3,7.57
+2681,Bayer 04 Leverkusen,bundesliga,860307,Facundo Medina,D,2,7.55
+2681,Bayer 04 Leverkusen,bundesliga,1407524,Ibrahim Maza,M,5,7.48
+2681,Bayer 04 Leverkusen,bundesliga,280609,Patrik Schick,F,5,7.22
+2681,Bayer 04 Leverkusen,bundesliga,1003012,Ezequiel Fernández,M,3,7.10
+2681,Bayer 04 Leverkusen,bundesliga,975798,Malik Tillman,M,5,6.96
+2681,Bayer 04 Leverkusen,bundesliga,1394353,Eliesse Ben Seghir,F,2,6.95
+2681,Bayer 04 Leverkusen,bundesliga,1003339,Jarell Quansah,D,5,6.94
+2681,Bayer 04 Leverkusen,bundesliga,1174761,Arthur,D,3,6.90
+2681,Bayer 04 Leverkusen,bundesliga,1568522,Montrell Culbreath,M,3,6.90
+2681,Bayer 04 Leverkusen,bundesliga,1006489,Loïc Badé,D,2,6.85
+2681,Bayer 04 Leverkusen,bundesliga,2029648,Christian Kofane,F,3,6.83
+2681,Bayer 04 Leverkusen,bundesliga,142390,Jonas Hofmann,M,2,6.75
+2681,Bayer 04 Leverkusen,bundesliga,171919,Mark Flekken,G,5,6.72
+2681,Bayer 04 Leverkusen,bundesliga,883262,Edmond Tapsoba,D,5,6.70
+2681,Bayer 04 Leverkusen,bundesliga,855817,Moussa Diaby,F,1,6.70
+2681,Bayer 04 Leverkusen,bundesliga,168903,Robert Andrich,M,4,6.70
+2681,Bayer 04 Leverkusen,bundesliga,1215906,Afonso Moreira,M,2,6.50
+2681,Bayer 04 Leverkusen,bundesliga,1119502,Ernest Poku,F,2,6.50
+2681,Bayer 04 Leverkusen,bundesliga,255239,Lucas Vázquez,D,3,6.43
+2673,Borussia Dortmund,overall,328027,Serhou Guirassy,F,4,7.70
+2673,Borussia Dortmund,overall,1021272,Daniel Svensson,D,5,7.40
+2673,Borussia Dortmund,overall,1137131,Filippo Mané,D,3,7.20
+2673,Borussia Dortmund,overall,556866,Gregor Kobel,G,4,7.18
+2673,Borussia Dortmund,overall,800951,Julian Ryerson,M,5,7.14
+2673,Borussia Dortmund,overall,1861666,Samuele Inacio,F,3,7.10
+2673,Borussia Dortmund,overall,850816,Joey Veerman,M,5,7.02
+2673,Borussia Dortmund,overall,1002007,Giannis Konstantelias,F,2,7.00
+2673,Borussia Dortmund,overall,1937833,Luca Reggiani,D,2,6.95
+2673,Borussia Dortmund,overall,799046,Waldemar Anton,D,5,6.94
+2673,Borussia Dortmund,overall,954076,Fábio Silva,F,4,6.90
+2673,Borussia Dortmund,overall,1471049,Joane Gadou,D,4,6.88
+2673,Borussia Dortmund,overall,1468744,Konstantinos Karetsas,F,5,6.86
+2673,Borussia Dortmund,overall,133908,Marcel Sabitzer,F,5,6.84
+2673,Borussia Dortmund,overall,1134083,Jobe Bellingham,M,4,6.73
+2673,Borussia Dortmund,overall,980628,Maximilian Beier,M,5,6.66
+2673,Borussia Dortmund,overall,907463,Felix Nmecha,M,5,6.64
+2673,Borussia Dortmund,overall,1887796,Kauã Prates,D,3,6.57
+2673,Borussia Dortmund,overall,994556,Carney Chukwuemeka,M,2,6.45
+2673,Borussia Dortmund,overall,1401702,Ethan Nwaneri,M,2,6.40
+2673,Borussia Dortmund,bundesliga,940871,Nico Schlotterbeck,D,3,7.83
+2673,Borussia Dortmund,bundesliga,328027,Serhou Guirassy,F,5,7.32
+2673,Borussia Dortmund,bundesliga,1468744,Konstantinos Karetsas,F,2,7.30
+2673,Borussia Dortmund,bundesliga,1021272,Daniel Svensson,M,4,7.28
+2673,Borussia Dortmund,bundesliga,799046,Waldemar Anton,D,5,7.20
+2673,Borussia Dortmund,bundesliga,1471049,Joane Gadou,D,2,7.10
+2673,Borussia Dortmund,bundesliga,800951,Julian Ryerson,M,5,7.10
+2673,Borussia Dortmund,bundesliga,556866,Gregor Kobel,G,5,6.98
+2673,Borussia Dortmund,bundesliga,1134083,Jobe Bellingham,M,5,6.98
+2673,Borussia Dortmund,bundesliga,980628,Maximilian Beier,F,5,6.96
+2673,Borussia Dortmund,bundesliga,133908,Marcel Sabitzer,M,4,6.88
+2673,Borussia Dortmund,bundesliga,1002813,Yan Couto,D,2,6.80
+2673,Borussia Dortmund,bundesliga,907463,Felix Nmecha,M,4,6.78
+2673,Borussia Dortmund,bundesliga,1937833,Luca Reggiani,D,4,6.78
+2673,Borussia Dortmund,bundesliga,226978,Julian Brandt,M,3,6.73
+2673,Borussia Dortmund,bundesliga,1137131,Filippo Mané,D,2,6.70
+2673,Borussia Dortmund,bundesliga,940054,Karim Adeyemi,F,2,6.65
+2673,Borussia Dortmund,bundesliga,954076,Fábio Silva,F,4,6.60
+2673,Borussia Dortmund,bundesliga,994556,Carney Chukwuemeka,M,2,6.55
+2673,Borussia Dortmund,bundesliga,850816,Joey Veerman,M,2,6.55
+2673,Borussia Dortmund,bundesliga,795005,Salih Özcan,M,2,6.50
+2673,Borussia Dortmund,bundesliga,1861666,Samuele Inacio,F,4,6.48
+2673,Borussia Dortmund,bundesliga,1401702,Ethan Nwaneri,M,1,6.40
+2676,Hamburger SV,overall,1000263,Albert Grønbæk,F,3,7.83
+2676,Hamburger SV,overall,113442,Daniel Fernandes,G,2,6.95
+2676,Hamburger SV,overall,1995000,Louis Lemke,D,3,6.87
+2676,Hamburger SV,overall,1064305,Nicolai Remberg,M,3,6.83
+2676,Hamburger SV,overall,901892,Albert Sambi Lokonga,M,2,6.80
+2676,Hamburger SV,overall,865057,Patson Daka,F,3,6.67
+2676,Hamburger SV,overall,1129527,Bilal Nadir,M,3,6.63
+2676,Hamburger SV,overall,904835,Fábio Vieira,M,1,6.60
+2676,Hamburger SV,overall,842526,Bakery Jatta,M,2,6.55
+2676,Hamburger SV,overall,1158529,Martin Adeline,F,3,6.50
+2676,Hamburger SV,overall,826167,Sebastiaan Bornauw,D,3,6.50
+2676,Hamburger SV,overall,135264,Yussuf Poulsen,F,2,6.45
+2676,Hamburger SV,overall,1568535,Otto Stange,F,3,6.43
+2676,Hamburger SV,overall,1031283,David Møller Wolfe,M,1,6.40
+2676,Hamburger SV,overall,2204961,Shafiq Nandja,D,2,6.40
+2676,Hamburger SV,overall,894396,Terem Moffi,F,2,6.15
+2676,Hamburger SV,overall,973564,Nicolás Capaldo,D,3,6.00
+2676,Hamburger SV,overall,801003,Jordan Torunarigha,D,2,5.90
+2676,Hamburger SV,overall,1134470,Zakaria El Ouahdi,M,1,5.80
+2676,Hamburger SV,bundesliga,904835,Fábio Vieira,M,4,7.50
+2676,Hamburger SV,bundesliga,1405212,Luka Vušković,D,3,7.47
+2676,Hamburger SV,bundesliga,1000263,Albert Grønbæk,F,5,7.36
+2676,Hamburger SV,bundesliga,113442,Daniel Fernandes,G,4,7.15
+2676,Hamburger SV,bundesliga,1546267,Fabio Baldé,F,2,7.15
+2676,Hamburger SV,bundesliga,999030,Warmed Omari,D,3,7.07
+2676,Hamburger SV,bundesliga,1064305,Nicolai Remberg,M,5,6.96
+2676,Hamburger SV,bundesliga,901892,Albert Sambi Lokonga,M,4,6.85
+2676,Hamburger SV,bundesliga,1129527,Bilal Nadir,M,2,6.65
+2676,Hamburger SV,bundesliga,135264,Yussuf Poulsen,F,4,6.63
+2676,Hamburger SV,bundesliga,1012235,Ransford Yeboah Königsdörffer,F,2,6.55
+2676,Hamburger SV,bundesliga,842526,Bakery Jatta,M,3,6.53
+2676,Hamburger SV,bundesliga,1158529,Martin Adeline,F,2,6.45
+2676,Hamburger SV,bundesliga,1031283,David Møller Wolfe,M,1,6.40
+2676,Hamburger SV,bundesliga,865057,Patson Daka,F,2,6.40
+2676,Hamburger SV,bundesliga,1568535,Otto Stange,F,4,6.35
+2676,Hamburger SV,bundesliga,973564,Nicolás Capaldo,D,5,6.34
+2676,Hamburger SV,bundesliga,991824,Rayan Philippe,F,2,6.25
+2676,Hamburger SV,bundesliga,801003,Jordan Torunarigha,D,4,6.20
+2676,Hamburger SV,bundesliga,1995000,Louis Lemke,D,2,6.20
+2676,Hamburger SV,bundesliga,826167,Sebastiaan Bornauw,D,2,6.15
+2676,Hamburger SV,bundesliga,894396,Terem Moffi,F,2,6.15
+2676,Hamburger SV,bundesliga,2204961,Shafiq Nandja,D,2,6.10
+2676,Hamburger SV,bundesliga,1134470,Zakaria El Ouahdi,M,1,5.80
+2538,SC Freiburg,overall,1019321,Igor Matanović,F,5,8.30
+2538,SC Freiburg,overall,1131002,Derry Scherhant,M,5,7.48
+2538,SC Freiburg,overall,142259,Matthias Ginter,D,5,7.44
+2538,SC Freiburg,overall,576266,Philipp Lienhart,D,5,7.28
+2538,SC Freiburg,overall,569784,Maximilian Eggestein,M,5,7.26
+2538,SC Freiburg,overall,142525,Lukas Kübler,D,3,7.17
+2538,SC Freiburg,overall,1131339,Jordy Makengo,D,4,7.08
+2538,SC Freiburg,overall,1020422,Yuito Suzuki,M,5,6.98
+2538,SC Freiburg,overall,979820,Philipp Treu,D,4,6.98
+2538,SC Freiburg,overall,1508537,Cyriaque Irié,F,4,6.90
+2538,SC Freiburg,overall,836711,Jan-Niklas Beste,M,4,6.88
+2538,SC Freiburg,overall,1391315,Keisuke Goto,F,5,6.82
+2538,SC Freiburg,overall,1131337,Maximilian Rosenfelder,D,3,6.77
+2538,SC Freiburg,overall,171961,Vincenzo Grifo,M,4,6.75
+2538,SC Freiburg,overall,990209,Yannick Engelhardt,M,4,6.75
+2538,SC Freiburg,overall,1195724,Berkay Yılmaz,D,1,6.60
+2538,SC Freiburg,overall,142231,Christian Günter,D,2,6.60
+2538,SC Freiburg,overall,1083390,Mio Backhaus,G,5,6.60
+2538,SC Freiburg,overall,280009,Lucas Höler,F,3,6.57
+2538,SC Freiburg,bundesliga,1019321,Igor Matanović,F,5,8.02
+2538,SC Freiburg,bundesliga,1020422,Yuito Suzuki,M,3,7.43
+2538,SC Freiburg,bundesliga,142259,Matthias Ginter,D,5,7.36
+2538,SC Freiburg,bundesliga,576266,Philipp Lienhart,D,5,7.30
+2538,SC Freiburg,bundesliga,1518931,Johan Manzambi,M,3,7.23
+2538,SC Freiburg,bundesliga,836711,Jan-Niklas Beste,M,5,6.96
+2538,SC Freiburg,bundesliga,142525,Lukas Kübler,D,5,6.96
+2538,SC Freiburg,bundesliga,1083390,Mio Backhaus,G,2,6.95
+2538,SC Freiburg,bundesliga,980626,Noah Atubolu,G,3,6.93
+2538,SC Freiburg,bundesliga,1131339,Jordy Makengo,D,4,6.90
+2538,SC Freiburg,bundesliga,1131002,Derry Scherhant,M,5,6.88
+2538,SC Freiburg,bundesliga,569784,Maximilian Eggestein,M,5,6.80
+2538,SC Freiburg,bundesliga,979820,Philipp Treu,D,5,6.80
+2538,SC Freiburg,bundesliga,171961,Vincenzo Grifo,M,4,6.73
+2538,SC Freiburg,bundesliga,1195724,Berkay Yılmaz,D,1,6.60
+2538,SC Freiburg,bundesliga,49639,Nicolas Höfler,M,3,6.47
+2538,SC Freiburg,bundesliga,1391315,Keisuke Goto,F,2,6.45
+2538,SC Freiburg,bundesliga,280009,Lucas Höler,F,4,6.43
+2538,SC Freiburg,bundesliga,1596573,Bruno Ogbus,D,3,6.37
+2538,SC Freiburg,bundesliga,990209,Yannick Engelhardt,M,2,6.20
+2534,SV Werder Bremen,overall,815612,Marco Grüll,M,3,7.83
+2534,SV Werder Bremen,overall,851254,Amos Pieper,D,3,7.37
+2534,SV Werder Bremen,overall,893586,Ludovit Reis,M,3,7.27
+2534,SV Werder Bremen,overall,1141977,Dariusz Stalmach,M,2,7.20
+2534,SV Werder Bremen,overall,1174761,Arthur,D,1,7.10
+2534,SV Werder Bremen,overall,996940,Youri Regeer,M,1,7.10
+2534,SV Werder Bremen,overall,2160258,Paul Erevbenagie,F,2,7.05
+2534,SV Werder Bremen,overall,960114,Olivier Deman,D,3,7.03
+2534,SV Werder Bremen,overall,825771,Marco Friedl,D,3,6.90
+2534,SV Werder Bremen,overall,1067120,Eren Dinkçi,M,2,6.80
+2534,SV Werder Bremen,overall,1005343,Justin Njinmah,F,2,6.80
+2534,SV Werder Bremen,overall,132645,Niclas Füllkrug,F,3,6.77
+2534,SV Werder Bremen,overall,991591,Karl Hein,G,2,6.70
+2534,SV Werder Bremen,overall,826171,Senne Lynen,M,2,6.70
+2534,SV Werder Bremen,overall,1568521,Mick Schmetgens,D,3,6.50
+2534,SV Werder Bremen,overall,1137584,Chuki,M,3,6.43
+2534,SV Werder Bremen,overall,1864786,Salim Musah,F,3,6.43
+2534,SV Werder Bremen,overall,352290,Cédric Itten,F,3,6.23
+2534,SV Werder Bremen,bundesliga,1083390,Mio Backhaus,G,3,8.13
+2534,SV Werder Bremen,bundesliga,815612,Marco Grüll,M,5,7.40
+2534,SV Werder Bremen,bundesliga,830127,Romano Schmid,M,3,7.30
+2534,SV Werder Bremen,bundesliga,1141977,Dariusz Stalmach,M,2,7.20
+2534,SV Werder Bremen,bundesliga,1174761,Arthur,D,1,7.10
+2534,SV Werder Bremen,bundesliga,996940,Youri Regeer,M,1,7.10
+2534,SV Werder Bremen,bundesliga,851254,Amos Pieper,D,5,7.04
+2534,SV Werder Bremen,bundesliga,960114,Olivier Deman,D,5,7.00
+2534,SV Werder Bremen,bundesliga,893586,Ludovit Reis,M,2,6.90
+2534,SV Werder Bremen,bundesliga,132645,Niclas Füllkrug,F,2,6.85
+2534,SV Werder Bremen,bundesliga,1067120,Eren Dinkçi,M,2,6.80
+2534,SV Werder Bremen,bundesliga,826171,Senne Lynen,M,4,6.80
+2534,SV Werder Bremen,bundesliga,1015164,Isaac Schmidt,D,2,6.75
+2534,SV Werder Bremen,bundesliga,991591,Karl Hein,G,2,6.70
+2534,SV Werder Bremen,bundesliga,1100836,Samuel Mbangula,F,3,6.67
+2534,SV Werder Bremen,bundesliga,1137584,Chuki,M,2,6.65
+2534,SV Werder Bremen,bundesliga,1005343,Justin Njinmah,F,4,6.65
+2534,SV Werder Bremen,bundesliga,2160258,Paul Erevbenagie,F,1,6.60
+2534,SV Werder Bremen,bundesliga,1596105,Patrice Čović,M,2,6.55
+2534,SV Werder Bremen,bundesliga,825771,Marco Friedl,D,5,6.48
+2534,SV Werder Bremen,bundesliga,1864786,Salim Musah,F,5,6.38
+2534,SV Werder Bremen,bundesliga,916176,Cameron Puertas,M,3,6.37
+2534,SV Werder Bremen,bundesliga,830142,Jens Stage,M,3,6.37
+2534,SV Werder Bremen,bundesliga,352290,Cédric Itten,F,2,6.35
+2534,SV Werder Bremen,bundesliga,1797852,Karim Coulibaly,D,2,6.25
+2534,SV Werder Bremen,bundesliga,1568521,Mick Schmetgens,D,2,6.20
+2534,SV Werder Bremen,bundesliga,905347,Yukinari Sugawara,D,2,4.90
+2600,FC Augsburg,overall,822564,Finn Dahmen,G,3,8.60
+2600,FC Augsburg,overall,1129365,Anton Kade,F,2,8.30
+2600,FC Augsburg,overall,822877,Alexis Claude-Maurice,M,1,7.90
+2600,FC Augsburg,overall,963198,Chrislain Matsima,D,3,7.50
+2600,FC Augsburg,overall,929620,Fabian Rieder,M,3,7.40
+2600,FC Augsburg,overall,927340,Han-Noah Massengo,M,3,7.30
+2600,FC Augsburg,overall,1597260,Noahkai Banks,D,3,7.20
+2600,FC Augsburg,overall,254119,Marius Wolf,D,3,7.17
+2600,FC Augsburg,overall,1128792,Calvin Brackelmann,D,2,6.95
+2600,FC Augsburg,overall,111483,Michael Gregoritsch,F,3,6.83
+2600,FC Augsburg,overall,1864760,Hennes Behrens,D,3,6.80
+2600,FC Augsburg,overall,146853,Jeffrey Gouweleeuw,D,1,6.80
+2600,FC Augsburg,overall,1390682,Mert Kömür,M,2,6.80
+2600,FC Augsburg,overall,1215904,Rodrigo Ribeiro,F,3,6.80
+2600,FC Augsburg,overall,877842,Yannik Keitel,M,2,6.60
+2600,FC Augsburg,overall,860461,Robin Fellhauer,M,3,6.47
+2600,FC Augsburg,overall,1142248,Arijon Ibrahimović,F,1,6.40
+2600,FC Augsburg,overall,1019333,Young-woo Seol,D,1,6.40
+2600,FC Augsburg,bundesliga,1129365,Anton Kade,F,4,8.25
+2600,FC Augsburg,bundesliga,822564,Finn Dahmen,G,5,7.38
+2600,FC Augsburg,bundesliga,929620,Fabian Rieder,M,5,7.34
+2600,FC Augsburg,bundesliga,822877,Alexis Claude-Maurice,M,3,7.17
+2600,FC Augsburg,bundesliga,1597260,Noahkai Banks,D,3,7.17
+2600,FC Augsburg,bundesliga,354878,Dimitrios Giannoulis,M,2,7.15
+2600,FC Augsburg,bundesliga,963198,Chrislain Matsima,D,5,7.04
+2600,FC Augsburg,bundesliga,254119,Marius Wolf,D,5,7.02
+2600,FC Augsburg,bundesliga,796206,Kristijan Jakić,M,2,7.00
+2600,FC Augsburg,bundesliga,1128792,Calvin Brackelmann,D,2,6.95
+2600,FC Augsburg,bundesliga,111483,Michael Gregoritsch,F,5,6.92
+2600,FC Augsburg,bundesliga,927340,Han-Noah Massengo,M,5,6.82
+2600,FC Augsburg,bundesliga,1390682,Mert Kömür,M,4,6.73
+2600,FC Augsburg,bundesliga,1864760,Hennes Behrens,D,2,6.70
+2600,FC Augsburg,bundesliga,146853,Jeffrey Gouweleeuw,D,4,6.65
+2600,FC Augsburg,bundesliga,1215904,Rodrigo Ribeiro,F,5,6.64
+2600,FC Augsburg,bundesliga,798926,Cedric Zesiger,D,3,6.63
+2600,FC Augsburg,bundesliga,860461,Robin Fellhauer,M,5,6.52
+2600,FC Augsburg,bundesliga,877842,Yannik Keitel,M,3,6.47
+2600,FC Augsburg,bundesliga,1142248,Arijon Ibrahimović,F,1,6.40
+2600,FC Augsburg,bundesliga,1019333,Young-woo Seol,D,1,6.40
+2530,FC Schalke 04,overall,174135,Loris Karius,G,4,7.28
+2530,FC Schalke 04,overall,14990,Edin Džeko,F,3,7.20
+2530,FC Schalke 04,overall,1083338,Soufiane El-Faouzi,M,4,7.13
+2530,FC Schalke 04,overall,831488,Nikola Katić,D,4,7.10
+2530,FC Schalke 04,overall,852096,Hasan Kuruçay,D,4,7.08
+2530,FC Schalke 04,overall,981067,Satoshi Tanaka,M,3,6.97
+2530,FC Schalke 04,overall,869883,Dejan Ljubičić,M,4,6.88
+2530,FC Schalke 04,overall,1195734,Vitalie Becker,D,4,6.83
+2530,FC Schalke 04,overall,814735,Timo Becker,D,4,6.78
+2530,FC Schalke 04,overall,861980,Moussa Sylla,F,4,6.73
+2530,FC Schalke 04,overall,902381,Junior Adamu,F,3,6.63
+2530,FC Schalke 04,overall,962877,Adil Aouchiche,M,4,6.60
+2530,FC Schalke 04,overall,168943,Kenan Karaman,F,1,6.60
+2530,FC Schalke 04,overall,2255221,Luca Vozar,M,2,6.60
+2530,FC Schalke 04,overall,377118,Robin Gosens,D,3,6.53
+2530,FC Schalke 04,overall,904994,Eric Ebimbe,D,3,6.47
+2530,FC Schalke 04,overall,872358,Ron Schallenberg,M,3,6.43
+2530,FC Schalke 04,overall,1195798,Mertcan Ayhan,D,4,6.25
+2530,FC Schalke 04,overall,794962,Maximilian Wöber,D,3,6.20
+2530,FC Schalke 04,bundesliga,174135,Loris Karius,G,2,7.95
+2530,FC Schalke 04,bundesliga,981067,Satoshi Tanaka,M,1,7.40
+2530,FC Schalke 04,bundesliga,831488,Nikola Katić,D,2,7.35
+2530,FC Schalke 04,bundesliga,852096,Hasan Kuruçay,D,2,7.30
+2530,FC Schalke 04,bundesliga,1083338,Soufiane El-Faouzi,M,2,7.05
+2530,FC Schalke 04,bundesliga,962877,Adil Aouchiche,M,2,6.90
+2530,FC Schalke 04,bundesliga,814735,Timo Becker,D,2,6.80
+2530,FC Schalke 04,bundesliga,1195734,Vitalie Becker,D,2,6.80
+2530,FC Schalke 04,bundesliga,168943,Kenan Karaman,F,1,6.60
+2530,FC Schalke 04,bundesliga,869883,Dejan Ljubičić,M,2,6.55
+2530,FC Schalke 04,bundesliga,904994,Eric Ebimbe,D,2,6.55
+2530,FC Schalke 04,bundesliga,377118,Robin Gosens,D,2,6.55
+2530,FC Schalke 04,bundesliga,2255221,Luca Vozar,M,1,6.50
+2530,FC Schalke 04,bundesliga,1195798,Mertcan Ayhan,D,2,6.45
+2530,FC Schalke 04,bundesliga,861980,Moussa Sylla,F,2,6.25
+2530,FC Schalke 04,bundesliga,794962,Maximilian Wöber,D,2,6.05
diff --git a/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-10_13-04-32_944696+0200.json b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-10_13-04-32_944696+0200.json
new file mode 100644
index 0000000..e5f5828
--- /dev/null
+++ b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-10_13-04-32_944696+0200.json
@@ -0,0 +1,15872 @@
+{
+  "generated_at": "2026-09-10T13:04:32+02:00",
+  "source_file": "team_form_2026-09-10_13-03-24_642850+0200.json",
+  "eligibility": {
+    "bundesliga_matchday": 3,
+    "early_season_max_matchday": 3,
+    "minimum_rated_matches": 2,
+    "last_match_exception": true,
+    "last_two_exception": false
+  },
+  "teams": {
+    "2672": {
+      "team": "FC Bayern München",
+      "overall": {
+        "players": [
+          {
+            "player_id": 798583,
+            "player_name": "Dayot Upamecano",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 7.9,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.5
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.9
+              }
+            ]
+          },
+          {
+            "player_id": 259117,
+            "player_name": "Joshua Kimmich",
+            "position": "M",
+            "rating_count": 4,
+            "average_rating": 7.9,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.4
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.6
+              }
+            ]
+          },
+          {
+            "player_id": 978838,
+            "player_name": "Michael Olise",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 7.86,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16248441,
+                "rating": 8.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.0
+              },
+              {
+                "match_id": 16287047,
+                "rating": 8.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 227672,
+            "player_name": "Jonathan Tah",
+            "position": "D",
+            "rating_count": 5,
+            "average_rating": 7.3,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16248441,
+                "rating": 7.0
+              },
+              {
+                "match_id": 16434087,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16287047,
+                "rating": 6.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.7
+              }
+            ]
+          },
+          {
+            "player_id": 1142251,
+            "player_name": "Aleksandar Pavlović",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 7.26,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.9
+              },
+              {
+                "match_id": 16248441,
+                "rating": 7.0
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.2
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.1
+              }
+            ]
+          },
+          {
+            "player_id": 8959,
+            "player_name": "Manuel Neuer",
+            "position": "G",
+            "rating_count": 3,
+            "average_rating": 7.23,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16434087,
+                "rating": 7.4
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 1129935,
+            "player_name": "Tom Bischof",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 7.17,
+            "ratings": [
+              {
+                "match_id": 16434087,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 927407,
+            "player_name": "Josip Stanišić",
+            "position": "D",
+            "rating_count": 4,
+            "average_rating": 7.03,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16248441,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16434087,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.6
+              }
+            ]
+          },
+          {
+            "player_id": 896569,
+            "player_name": "Kim Min-jae",
+            "position": "D",
+            "rating_count": 4,
+            "average_rating": 7.03,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16248441,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16434087,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 1159759,
+            "player_name": "Nathaniel Brown",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 6.92,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.7
+              },
+              {
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+                "rating": 7.6
+              },
+              {
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+                "rating": 6.3
+              },
+              {
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+                "rating": 6.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 843665,
+            "player_name": "Alphonso Davies",
+            "position": "D",
+            "rating_count": 5,
+            "average_rating": 6.86,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.1
+              },
+              {
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+                "rating": 6.5
+              },
+              {
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+                "rating": 7.3
+              },
+              {
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+                "rating": 6.8
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.6
+              }
+            ]
+          },
+          {
+            "player_id": 108579,
+            "player_name": "Harry Kane",
+            "position": "F",
+            "rating_count": 5,
+            "average_rating": 6.86,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.5
+              },
+              {
+                "match_id": 16248441,
+                "rating": 7.2
+              },
+              {
+                "match_id": 16434087,
+                "rating": 7.1
+              },
+              {
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+                "rating": 7.3
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.2
+              }
+            ]
+          },
+          {
+            "player_id": 883537,
+            "player_name": "Luis Díaz",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 6.72,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 7.2
+              },
+              {
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+                "rating": 6.2
+              },
+              {
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+                "rating": 7.6
+              },
+              {
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+                "rating": 6.5
+              },
+              {
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+                "rating": 6.1
+              }
+            ]
+          },
+          {
+            "player_id": 1063767,
+            "player_name": "Ismael Saibari",
+            "position": "F",
+            "rating_count": 5,
+            "average_rating": 6.68,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.2
+              },
+              {
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+                "rating": 6.5
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.4
+              },
+              {
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+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.2
+              }
+            ]
+          },
+          {
+            "player_id": 1861975,
+            "player_name": "Lennart Karl",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 6.47,
+            "ratings": [
+              {
+                "match_id": 16434087,
+                "rating": 6.4
+              },
+              {
+                "match_id": 16287047,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.3
+              }
+            ]
+          },
+          {
+            "player_id": 1130647,
+            "player_name": "Jonas Urbig",
+            "position": "G",
+            "rating_count": 2,
+            "average_rating": 6.3,
+            "ratings": [
+              {
+                "match_id": 16849740,
+                "rating": 6.3
+              },
+              {
+                "match_id": 16287047,
+                "rating": 6.3
+              }
+            ]
+          },
+          {
+            "player_id": 355492,
+            "player_name": "Konrad Laimer",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.27,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 6.2
+              },
+              {
+                "match_id": 16434087,
+                "rating": 6.4
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.2
+              }
+            ]
+          },
+          {
+            "player_id": 1010231,
+            "player_name": "Jamal Musiala",
+            "position": "M",
+            "rating_count": 2,
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+                "rating": 6.3
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+                "rating": 6.3
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+                "rating": 5.8
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+                "rating": 6.6
+              },
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+                "rating": 7.2
+              }
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+            "player_name": "Kenan Karaman",
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+            "ratings": [
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+                "rating": 6.6
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+            "player_name": "Luca Vozar",
+            "position": "M",
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+            "average_rating": 6.6,
+            "ratings": [
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+                "rating": 6.7
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+                "rating": 6.5
+              }
+            ]
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+            "player_name": "Robin Gosens",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.53,
+            "ratings": [
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+                "rating": 6.5
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+                "rating": 5.9
+              },
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+                "rating": 7.2
+              }
+            ]
+          },
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+            "player_name": "Eric Ebimbe",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.47,
+            "ratings": [
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+                "match_id": 16287064,
+                "rating": 6.3
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+                "rating": 6.1
+              },
+              {
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+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 872358,
+            "player_name": "Ron Schallenberg",
+            "position": "M",
+            "rating_count": 3,
+            "average_rating": 6.43,
+            "ratings": [
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+                "match_id": 16672725,
+                "rating": 6.0
+              },
+              {
+                "match_id": 16287064,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16434039,
+                "rating": 6.2
+              }
+            ]
+          },
+          {
+            "player_id": 1195798,
+            "player_name": "Mertcan Ayhan",
+            "position": "D",
+            "rating_count": 4,
+            "average_rating": 6.25,
+            "ratings": [
+              {
+                "match_id": 16672725,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16287064,
+                "rating": 6.0
+              },
+              {
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+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 794962,
+            "player_name": "Maximilian Wöber",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.2,
+            "ratings": [
+              {
+                "match_id": 16672725,
+                "rating": 6.5
+              },
+              {
+                "match_id": 16434039,
+                "rating": 5.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.9
+              }
+            ]
+          }
+        ]
+      },
+      "bundesliga": {
+        "players": [
+          {
+            "player_id": 174135,
+            "player_name": "Loris Karius",
+            "position": "G",
+            "rating_count": 2,
+            "average_rating": 7.95,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 8.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.8
+              }
+            ]
+          },
+          {
+            "player_id": 981067,
+            "player_name": "Satoshi Tanaka",
+            "position": "M",
+            "rating_count": 1,
+            "average_rating": 7.4,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 831488,
+            "player_name": "Nikola Katić",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 7.35,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 7.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 852096,
+            "player_name": "Hasan Kuruçay",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 7.3,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.4
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.2
+              }
+            ]
+          },
+          {
+            "player_id": 1083338,
+            "player_name": "Soufiane El-Faouzi",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 7.05,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 962877,
+            "player_name": "Adil Aouchiche",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 6.9,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.6
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.2
+              }
+            ]
+          },
+          {
+            "player_id": 814735,
+            "player_name": "Timo Becker",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.8,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 1195734,
+            "player_name": "Vitalie Becker",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.8,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.7
+              }
+            ]
+          },
+          {
+            "player_id": 168943,
+            "player_name": "Kenan Karaman",
+            "position": "F",
+            "rating_count": 1,
+            "average_rating": 6.6,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 6.6
+              }
+            ]
+          },
+          {
+            "player_id": 869883,
+            "player_name": "Dejan Ljubičić",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.6
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.5
+              }
+            ]
+          },
+          {
+            "player_id": 904994,
+            "player_name": "Eric Ebimbe",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 377118,
+            "player_name": "Robin Gosens",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 5.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.2
+              }
+            ]
+          },
+          {
+            "player_id": 2255221,
+            "player_name": "Luca Vozar",
+            "position": "M",
+            "rating_count": 1,
+            "average_rating": 6.5,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 6.5
+              }
+            ]
+          },
+          {
+            "player_id": 1195798,
+            "player_name": "Mertcan Ayhan",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.45,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 861980,
+            "player_name": "Moussa Sylla",
+            "position": "F",
+            "rating_count": 2,
+            "average_rating": 6.25,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.4
+              }
+            ]
+          },
+          {
+            "player_id": 794962,
+            "player_name": "Maximilian Wöber",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.05,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 5.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.9
+              }
+            ]
+          }
+        ]
+      }
+    }
+  },
+  "failed_matches": []
+}
diff --git a/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-11_09-41-12_926998+0200.csv b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-11_09-41-12_926998+0200.csv
new file mode 100644
index 0000000..cde0868
--- /dev/null
+++ b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-11_09-41-12_926998+0200.csv
@@ -0,0 +1,736 @@
+team_id,team,category,player_id,player_name,position,rating_count,average_rating
+2672,FC Bayern München,overall,978838,Michael Olise,M,5,8.40
+2672,FC Bayern München,overall,798583,Dayot Upamecano,D,3,8.13
+2672,FC Bayern München,overall,259117,Joshua Kimmich,M,5,7.86
+2672,FC Bayern München,overall,1142251,Aleksandar Pavlović,M,5,7.48
+2672,FC Bayern München,overall,227672,Jonathan Tah,D,5,7.42
+2672,FC Bayern München,overall,843665,Alphonso Davies,D,5,7.30
+2672,FC Bayern München,overall,896569,Kim Min-jae,D,3,7.10
+2672,FC Bayern München,overall,8959,Manuel Neuer,G,4,7.08
+2672,FC Bayern München,overall,108579,Harry Kane,F,5,7.04
+2672,FC Bayern München,overall,1129935,Tom Bischof,M,4,7.03
+2672,FC Bayern München,overall,927407,Josip Stanišić,D,4,6.98
+2672,FC Bayern München,overall,1063767,Ismael Saibari,M,5,6.82
+2672,FC Bayern München,overall,1159759,Nathaniel Brown,M,4,6.73
+2672,FC Bayern München,overall,873106,Hiroki Itō,D,1,6.60
+2672,FC Bayern München,overall,355492,Konrad Laimer,D,4,6.53
+2672,FC Bayern München,overall,1861975,Lennart Karl,M,4,6.53
+2672,FC Bayern München,overall,883537,Luis Díaz,M,5,6.52
+2672,FC Bayern München,overall,1010231,Jamal Musiala,M,2,6.50
+2672,FC Bayern München,bundesliga,978838,Michael Olise,M,5,8.16
+2672,FC Bayern München,bundesliga,259117,Joshua Kimmich,M,5,8.04
+2672,FC Bayern München,bundesliga,798583,Dayot Upamecano,D,4,7.75
+2672,FC Bayern München,bundesliga,184661,Leon Goretzka,M,3,7.63
+2672,FC Bayern München,bundesliga,896569,Kim Min-jae,D,3,7.47
+2672,FC Bayern München,bundesliga,227672,Jonathan Tah,D,5,7.42
+2672,FC Bayern München,bundesliga,1129935,Tom Bischof,M,4,7.40
+2672,FC Bayern München,bundesliga,1063767,Ismael Saibari,F,2,7.30
+2672,FC Bayern München,bundesliga,1142251,Aleksandar Pavlović,M,3,7.23
+2672,FC Bayern München,bundesliga,843665,Alphonso Davies,D,3,7.23
+2672,FC Bayern München,bundesliga,1130647,Jonas Urbig,G,3,7.23
+2672,FC Bayern München,bundesliga,108579,Harry Kane,F,5,7.14
+2672,FC Bayern München,bundesliga,8959,Manuel Neuer,G,3,7.07
+2672,FC Bayern München,bundesliga,873106,Hiroki Itō,D,2,6.95
+2672,FC Bayern München,bundesliga,883537,Luis Díaz,M,5,6.82
+2672,FC Bayern München,bundesliga,1085381,Nicolas Jackson,F,3,6.80
+2672,FC Bayern München,bundesliga,927407,Josip Stanišić,D,4,6.73
+2672,FC Bayern München,bundesliga,1861975,Lennart Karl,M,4,6.65
+2672,FC Bayern München,bundesliga,1159759,Nathaniel Brown,M,2,6.55
+2672,FC Bayern München,bundesliga,355492,Konrad Laimer,D,5,6.50
+2672,FC Bayern München,bundesliga,1010231,Jamal Musiala,M,4,6.23
+2677,VfB Stuttgart,overall,152463,Fabian Bredlow,G,4,7.70
+2677,VfB Stuttgart,overall,878081,Ermedin Demirović,F,4,7.60
+2677,VfB Stuttgart,overall,788949,Maximilian Mittelstädt,D,4,7.50
+2677,VfB Stuttgart,overall,863271,Jeff Chabot,D,4,7.35
+2677,VfB Stuttgart,overall,906278,Josha Vagnoman,D,4,7.35
+2677,VfB Stuttgart,overall,983540,Tiago Tomás,F,2,7.35
+2677,VfB Stuttgart,overall,901882,Angelo Stiller,M,4,7.25
+2677,VfB Stuttgart,overall,891510,Chris Führich,F,3,7.13
+2677,VfB Stuttgart,overall,1126569,Bilal El Khannouss,M,4,7.13
+2677,VfB Stuttgart,overall,1127790,Dženan Pejčinović,F,4,7.08
+2677,VfB Stuttgart,overall,1418649,Finn Jeltsch,D,4,6.90
+2677,VfB Stuttgart,overall,253993,Grischa Prömel,M,4,6.90
+2677,VfB Stuttgart,overall,794298,Deniz Undav,M,4,6.80
+2677,VfB Stuttgart,overall,916943,Ramon Hendriks,D,3,6.73
+2677,VfB Stuttgart,overall,1979970,Ameen Al-Dakhil,D,2,6.70
+2677,VfB Stuttgart,overall,1150938,Leo Sauer,F,2,6.65
+2677,VfB Stuttgart,overall,990201,Jamie Leweling,F,3,6.57
+2677,VfB Stuttgart,overall,1464641,Chema Andrés,M,2,6.35
+2677,VfB Stuttgart,bundesliga,584722,Alexander Nübel,G,3,7.97
+2677,VfB Stuttgart,bundesliga,861981,Nikolas Nartey,F,2,7.75
+2677,VfB Stuttgart,bundesliga,152463,Fabian Bredlow,G,2,7.65
+2677,VfB Stuttgart,bundesliga,788949,Maximilian Mittelstädt,D,5,7.52
+2677,VfB Stuttgart,bundesliga,891510,Chris Führich,M,4,7.30
+2677,VfB Stuttgart,bundesliga,878081,Ermedin Demirović,F,5,7.22
+2677,VfB Stuttgart,bundesliga,1126569,Bilal El Khannouss,F,4,7.03
+2677,VfB Stuttgart,bundesliga,1464641,Chema Andrés,M,3,6.97
+2677,VfB Stuttgart,bundesliga,253993,Grischa Prömel,M,2,6.95
+2677,VfB Stuttgart,bundesliga,863271,Jeff Chabot,D,5,6.94
+2677,VfB Stuttgart,bundesliga,901882,Angelo Stiller,M,5,6.90
+2677,VfB Stuttgart,bundesliga,990201,Jamie Leweling,F,5,6.84
+2677,VfB Stuttgart,bundesliga,794298,Deniz Undav,F,5,6.76
+2677,VfB Stuttgart,bundesliga,906278,Josha Vagnoman,M,5,6.74
+2677,VfB Stuttgart,bundesliga,1009334,Lorenz Assignon,D,2,6.70
+2677,VfB Stuttgart,bundesliga,983540,Tiago Tomás,F,4,6.63
+2677,VfB Stuttgart,bundesliga,1150938,Leo Sauer,F,1,6.60
+2677,VfB Stuttgart,bundesliga,916943,Ramon Hendriks,D,5,6.54
+2677,VfB Stuttgart,bundesliga,1418649,Finn Jeltsch,D,3,6.50
+2677,VfB Stuttgart,bundesliga,1127823,Luca Jaquez,D,3,6.50
+2677,VfB Stuttgart,bundesliga,1127790,Dženan Pejčinović,F,2,6.25
+2671,1. FC Köln,overall,1112327,Ísak Bergmann Jóhannesson,M,3,7.73
+2671,1. FC Köln,overall,905381,Thijs Dallinga,F,2,7.55
+2671,1. FC Köln,overall,1403192,Mikey Moore,F,1,7.30
+2671,1. FC Köln,overall,930272,Tom Krauß,M,3,7.07
+2671,1. FC Köln,overall,921033,Linton Maina,F,3,6.90
+2671,1. FC Köln,overall,1010726,Jan Uwe Thielmann,F,3,6.87
+2671,1. FC Köln,overall,1800475,Said El Mala,F,2,6.85
+2671,1. FC Köln,overall,187185,Marvin Schwäbe,G,3,6.80
+2671,1. FC Köln,overall,378340,Marius Bülter,F,2,6.75
+2671,1. FC Köln,overall,591706,Ellyes Skhiri,M,3,6.67
+2671,1. FC Köln,overall,1411105,Paul Okon-Engstler,M,2,6.65
+2671,1. FC Köln,overall,839898,Alessio Castro-Montes,D,3,6.60
+2671,1. FC Köln,overall,877544,Ragnar Ache,F,3,6.57
+2671,1. FC Köln,overall,1601596,Reigan Heskey,F,1,6.50
+2671,1. FC Köln,overall,844942,Gideon Mensah,D,3,6.47
+2671,1. FC Köln,overall,1402924,Jahmai Simpson-Pusey,D,3,6.37
+2671,1. FC Köln,overall,827473,Luka Lochoshvili,D,3,6.37
+2671,1. FC Köln,bundesliga,1403192,Mikey Moore,F,1,7.30
+2671,1. FC Köln,bundesliga,378340,Marius Bülter,F,4,7.13
+2671,1. FC Köln,bundesliga,1800475,Said El Mala,F,4,7.10
+2671,1. FC Köln,bundesliga,930272,Tom Krauß,M,4,6.90
+2671,1. FC Köln,bundesliga,988639,Eric Martel,M,2,6.85
+2671,1. FC Köln,bundesliga,591706,Ellyes Skhiri,M,2,6.75
+2671,1. FC Köln,bundesliga,319861,Luca Waldschmidt,F,2,6.70
+2671,1. FC Köln,bundesliga,921033,Linton Maina,F,5,6.68
+2671,1. FC Köln,bundesliga,1010726,Jan Uwe Thielmann,F,4,6.68
+2671,1. FC Köln,bundesliga,1112327,Ísak Bergmann Jóhannesson,M,4,6.68
+2671,1. FC Köln,bundesliga,1411105,Paul Okon-Engstler,M,2,6.65
+2671,1. FC Köln,bundesliga,877544,Ragnar Ache,F,2,6.55
+2671,1. FC Köln,bundesliga,1601596,Reigan Heskey,F,1,6.50
+2671,1. FC Köln,bundesliga,2197599,Youssoupha Niang,F,3,6.47
+2671,1. FC Köln,bundesliga,801263,Jakub Kamiński,M,3,6.43
+2671,1. FC Köln,bundesliga,963043,Kristoffer Lund,D,3,6.43
+2671,1. FC Köln,bundesliga,187185,Marvin Schwäbe,G,5,6.42
+2671,1. FC Köln,bundesliga,839898,Alessio Castro-Montes,D,4,6.33
+2671,1. FC Köln,bundesliga,844942,Gideon Mensah,D,2,6.25
+2671,1. FC Köln,bundesliga,1402924,Jahmai Simpson-Pusey,D,4,6.25
+2671,1. FC Köln,bundesliga,965950,Joel Schmied,D,3,6.20
+2671,1. FC Köln,bundesliga,827473,Luka Lochoshvili,D,2,6.20
+2671,1. FC Köln,bundesliga,953097,Cenk Özkaçar,D,3,6.07
+2671,1. FC Köln,bundesliga,1020206,Sebastian Sebulonsen,D,3,5.93
+2569,TSG Hoffenheim,overall,916946,Wouter Burger,M,5,7.24
+2569,TSG Hoffenheim,overall,40244,Oliver Baumann,G,3,7.13
+2569,TSG Hoffenheim,overall,944899,Valentin Gendrey,D,3,7.03
+2569,TSG Hoffenheim,overall,987504,Patrick Wimmer,M,5,6.98
+2569,TSG Hoffenheim,overall,857740,Ozan Kabak,D,4,6.98
+2569,TSG Hoffenheim,overall,1493305,Leon Avdullahu,M,5,6.94
+2569,TSG Hoffenheim,overall,1000269,Albian Hajdari,D,5,6.88
+2569,TSG Hoffenheim,overall,963801,Adam Hložek,F,5,6.74
+2569,TSG Hoffenheim,overall,828571,Bernardo,D,3,6.70
+2569,TSG Hoffenheim,overall,2077300,Cajetan Lenz,M,2,6.70
+2569,TSG Hoffenheim,overall,1180758,Adam Daghim,M,5,6.66
+2569,TSG Hoffenheim,overall,138024,Vladimír Coufal,D,5,6.66
+2569,TSG Hoffenheim,overall,1387012,Mats Rots,D,5,6.64
+2569,TSG Hoffenheim,overall,1637689,Nathan De Cat,M,5,6.56
+2569,TSG Hoffenheim,overall,943550,Luca Philipp,G,2,6.55
+2569,TSG Hoffenheim,overall,1861981,Natnael Abraha,D,3,6.53
+2569,TSG Hoffenheim,overall,1418703,Max Moerstedt,F,5,6.52
+2569,TSG Hoffenheim,overall,1408406,Alessandro Vogt,F,2,6.45
+2569,TSG Hoffenheim,overall,67647,Andrej Kramarić,F,2,6.45
+2569,TSG Hoffenheim,overall,1122806,Arthur Chaves,D,2,6.45
+2569,TSG Hoffenheim,overall,1185359,Bambasé Conté,M,5,6.42
+2569,TSG Hoffenheim,overall,1974432,Tristan Spranger,D,2,6.40
+2569,TSG Hoffenheim,overall,957615,Robin Hranáč,D,4,6.28
+2569,TSG Hoffenheim,overall,1014290,Tim Lemperle,F,4,6.18
+2569,TSG Hoffenheim,bundesliga,1568123,Bazoumana Touré,M,3,7.53
+2569,TSG Hoffenheim,bundesliga,916946,Wouter Burger,M,5,7.06
+2569,TSG Hoffenheim,bundesliga,1493305,Leon Avdullahu,M,5,7.02
+2569,TSG Hoffenheim,bundesliga,1180758,Adam Daghim,M,2,6.90
+2569,TSG Hoffenheim,bundesliga,1387012,Mats Rots,D,2,6.90
+2569,TSG Hoffenheim,bundesliga,138024,Vladimír Coufal,D,5,6.90
+2569,TSG Hoffenheim,bundesliga,828571,Bernardo,D,4,6.83
+2569,TSG Hoffenheim,bundesliga,67647,Andrej Kramarić,F,5,6.82
+2569,TSG Hoffenheim,bundesliga,963801,Adam Hložek,F,3,6.70
+2569,TSG Hoffenheim,bundesliga,40244,Oliver Baumann,G,5,6.70
+2569,TSG Hoffenheim,bundesliga,857740,Ozan Kabak,D,5,6.60
+2569,TSG Hoffenheim,bundesliga,957615,Robin Hranáč,D,3,6.60
+2569,TSG Hoffenheim,bundesliga,1134578,Cole Campbell,F,2,6.55
+2569,TSG Hoffenheim,bundesliga,1000269,Albian Hajdari,D,5,6.50
+2569,TSG Hoffenheim,bundesliga,1185359,Bambasé Conté,M,2,6.50
+2569,TSG Hoffenheim,bundesliga,1637689,Nathan De Cat,M,2,6.50
+2569,TSG Hoffenheim,bundesliga,987504,Patrick Wimmer,M,2,6.45
+2569,TSG Hoffenheim,bundesliga,1418703,Max Moerstedt,F,3,6.40
+2569,TSG Hoffenheim,bundesliga,1010117,Fisnik Asllani,M,3,6.37
+2569,TSG Hoffenheim,bundesliga,1014290,Tim Lemperle,F,4,6.20
+2569,TSG Hoffenheim,bundesliga,978062,Alexander Prass,D,2,6.15
+2547,1. FC Union Berlin,overall,1090010,Marin Ljubičić,F,3,7.20
+2547,1. FC Union Berlin,overall,792142,Felix Uduokhai,D,1,6.90
+2547,1. FC Union Berlin,overall,791642,Josip Juranović,D,3,6.87
+2547,1. FC Union Berlin,overall,48557,Christopher Trimmel,D,2,6.80
+2547,1. FC Union Berlin,overall,1086547,Leopold Querfeld,D,2,6.80
+2547,1. FC Union Berlin,overall,1198074,Aljoscha Kemlein,M,3,6.77
+2547,1. FC Union Berlin,overall,877302,András Schäfer,M,3,6.73
+2547,1. FC Union Berlin,overall,168985,Janik Haberer,M,2,6.70
+2547,1. FC Union Berlin,overall,1513469,Livan Burcu,M,3,6.70
+2547,1. FC Union Berlin,overall,800252,Tim Skarke,M,2,6.65
+2547,1. FC Union Berlin,overall,927405,Woo-Yeong Jeong,M,3,6.63
+2547,1. FC Union Berlin,overall,137692,Frederik Rønnow,G,1,6.60
+2547,1. FC Union Berlin,overall,848074,Emmanuel Latte Lath,F,3,6.50
+2547,1. FC Union Berlin,overall,1103765,Zeno Van Den Bosch,D,3,6.47
+2547,1. FC Union Berlin,overall,1210666,Tom Alexander Rothe,D,3,6.40
+2547,1. FC Union Berlin,overall,149479,Rani Khedira,M,3,6.37
+2547,1. FC Union Berlin,overall,850891,Michel Aebischer,M,3,6.27
+2547,1. FC Union Berlin,overall,842718,Matheo Raab,G,2,5.90
+2547,1. FC Union Berlin,bundesliga,48557,Christopher Trimmel,D,4,7.70
+2547,1. FC Union Berlin,bundesliga,953767,Andrej Ilić,F,3,7.60
+2547,1. FC Union Berlin,bundesliga,855663,Diogo Leite,D,3,7.20
+2547,1. FC Union Berlin,bundesliga,877302,András Schäfer,M,5,7.12
+2547,1. FC Union Berlin,bundesliga,148167,Carl Klaus,G,3,7.00
+2547,1. FC Union Berlin,bundesliga,1513469,Livan Burcu,M,5,6.98
+2547,1. FC Union Berlin,bundesliga,791642,Josip Juranović,D,5,6.96
+2547,1. FC Union Berlin,bundesliga,608362,Oliver Burke,M,3,6.93
+2547,1. FC Union Berlin,bundesliga,830803,Danilho Doekhi,D,3,6.90
+2547,1. FC Union Berlin,bundesliga,792142,Felix Uduokhai,D,1,6.90
+2547,1. FC Union Berlin,bundesliga,1198074,Aljoscha Kemlein,M,5,6.86
+2547,1. FC Union Berlin,bundesliga,927405,Woo-Yeong Jeong,M,4,6.85
+2547,1. FC Union Berlin,bundesliga,886737,Derrick Köhn,D,2,6.75
+2547,1. FC Union Berlin,bundesliga,848074,Emmanuel Latte Lath,F,2,6.75
+2547,1. FC Union Berlin,bundesliga,1210666,Tom Alexander Rothe,D,5,6.72
+2547,1. FC Union Berlin,bundesliga,168985,Janik Haberer,M,2,6.70
+2547,1. FC Union Berlin,bundesliga,800252,Tim Skarke,M,4,6.70
+2547,1. FC Union Berlin,bundesliga,137692,Frederik Rønnow,G,1,6.60
+2547,1. FC Union Berlin,bundesliga,1090010,Marin Ljubičić,F,2,6.50
+2547,1. FC Union Berlin,bundesliga,1462742,Ilyas Ansah,M,3,6.43
+2547,1. FC Union Berlin,bundesliga,149479,Rani Khedira,M,4,6.40
+2547,1. FC Union Berlin,bundesliga,850891,Michel Aebischer,M,2,6.10
+2547,1. FC Union Berlin,bundesliga,1103765,Zeno Van Den Bosch,D,2,5.80
+2674,Eintracht Frankfurt,overall,939830,Jonathan Burkardt,F,4,7.63
+2674,Eintracht Frankfurt,overall,1440948,Can Uzun,M,4,7.45
+2674,Eintracht Frankfurt,overall,1129862,Raphael Onyedika,M,4,7.38
+2674,Eintracht Frankfurt,overall,66518,Mario Götze,M,2,7.30
+2674,Eintracht Frankfurt,overall,581302,Robin Koch,D,4,7.20
+2674,Eintracht Frankfurt,overall,980626,Noah Atubolu,G,2,7.15
+2674,Eintracht Frankfurt,overall,1474296,Younes Ebnoutalib,F,4,7.15
+2674,Eintracht Frankfurt,overall,1886360,Jeremiaha Maluze,D,3,7.13
+2674,Eintracht Frankfurt,overall,1192318,Farès Chaïbi,M,4,7.05
+2674,Eintracht Frankfurt,overall,2115909,Otavio,D,3,7.00
+2674,Eintracht Frankfurt,overall,997012,Ansgar Knauff,F,2,6.85
+2674,Eintracht Frankfurt,overall,1501641,Keita Kosugi,D,4,6.53
+2674,Eintracht Frankfurt,overall,1898148,Ayoube Amaimouni Echghouyab,F,4,6.48
+2674,Eintracht Frankfurt,overall,1977245,Love Arrhov,M,3,6.40
+2674,Eintracht Frankfurt,overall,1957761,Malik Pimpong,F,2,6.35
+2674,Eintracht Frankfurt,overall,1149113,Oscar Højlund,M,2,6.35
+2674,Eintracht Frankfurt,overall,988907,Lilian Brassier,D,1,6.30
+2674,Eintracht Frankfurt,overall,790965,Ritsu Doan,M,2,6.30
+2674,Eintracht Frankfurt,overall,1403018,Elias Baum,D,4,6.23
+2674,Eintracht Frankfurt,overall,40239,Timothy Chandler,D,1,6.20
+2674,Eintracht Frankfurt,overall,1134203,Kauã Santos,G,2,5.40
+2674,Eintracht Frankfurt,bundesliga,1474296,Younes Ebnoutalib,F,3,7.47
+2674,Eintracht Frankfurt,bundesliga,1440948,Can Uzun,M,5,7.32
+2674,Eintracht Frankfurt,bundesliga,980626,Noah Atubolu,G,2,7.15
+2674,Eintracht Frankfurt,bundesliga,939830,Jonathan Burkardt,F,5,7.06
+2674,Eintracht Frankfurt,bundesliga,1129862,Raphael Onyedika,M,2,7.05
+2674,Eintracht Frankfurt,bundesliga,190161,Michael Zetterer,G,3,6.97
+2674,Eintracht Frankfurt,bundesliga,591706,Ellyes Skhiri,M,3,6.83
+2674,Eintracht Frankfurt,bundesliga,1146148,Jean-Mattéo Bahoya,M,3,6.80
+2674,Eintracht Frankfurt,bundesliga,1192318,Farès Chaïbi,M,5,6.72
+2674,Eintracht Frankfurt,bundesliga,581302,Robin Koch,D,5,6.72
+2674,Eintracht Frankfurt,bundesliga,1898148,Ayoube Amaimouni Echghouyab,F,4,6.65
+2674,Eintracht Frankfurt,bundesliga,66518,Mario Götze,M,3,6.60
+2674,Eintracht Frankfurt,bundesliga,40239,Timothy Chandler,D,2,6.60
+2674,Eintracht Frankfurt,bundesliga,997012,Ansgar Knauff,F,3,6.53
+2674,Eintracht Frankfurt,bundesliga,341589,Mahmoud Dahoud,M,2,6.50
+2674,Eintracht Frankfurt,bundesliga,790965,Ritsu Doan,M,3,6.43
+2674,Eintracht Frankfurt,bundesliga,999276,Aurèle Amenda,D,3,6.40
+2674,Eintracht Frankfurt,bundesliga,954061,Arnaud Kalimuendo,F,3,6.37
+2674,Eintracht Frankfurt,bundesliga,1149113,Oscar Højlund,M,2,6.35
+2674,Eintracht Frankfurt,bundesliga,1159759,Nathaniel Brown,D,3,6.33
+2674,Eintracht Frankfurt,bundesliga,988907,Lilian Brassier,D,1,6.30
+2674,Eintracht Frankfurt,bundesliga,921789,Rasmus Kristensen,D,2,6.30
+2674,Eintracht Frankfurt,bundesliga,1403018,Elias Baum,D,2,6.10
+2674,Eintracht Frankfurt,bundesliga,1501641,Keita Kosugi,D,2,6.10
+2556,1. FSV Mainz 05,overall,822340,Phillip Tietz,F,3,8.40
+2556,1. FSV Mainz 05,overall,152206,Dominik Kohr,D,2,8.20
+2556,1. FSV Mainz 05,overall,327755,Nadiem Amiri,M,3,8.13
+2556,1. FSV Mainz 05,overall,846471,Anthony Caci,M,3,7.60
+2556,1. FSV Mainz 05,overall,1130119,Fabio Gruber,D,3,7.60
+2556,1. FSV Mainz 05,overall,352544,Sheraldo Becker,F,3,7.53
+2556,1. FSV Mainz 05,overall,97926,Danny da Costa,D,3,7.47
+2556,1. FSV Mainz 05,overall,138126,Phillipp Mwene,M,3,7.40
+2556,1. FSV Mainz 05,overall,355486,Stefan Posch,D,1,7.40
+2556,1. FSV Mainz 05,overall,1175898,Otto Ruoppi,M,2,7.25
+2556,1. FSV Mainz 05,overall,174345,Robin Zentner,G,2,7.25
+2556,1. FSV Mainz 05,overall,1028307,Kaishu Sano,M,3,7.23
+2556,1. FSV Mainz 05,overall,134778,Alexander Schwolow,G,1,7.20
+2556,1. FSV Mainz 05,overall,1548910,Kacper Potulski,D,3,6.87
+2556,1. FSV Mainz 05,overall,1012235,Ransford Yeboah Königsdörffer,F,3,6.83
+2556,1. FSV Mainz 05,overall,157377,Silvan Widmer,D,2,6.70
+2556,1. FSV Mainz 05,overall,537552,Jae-sung Lee,M,3,6.67
+2556,1. FSV Mainz 05,bundesliga,94312,Daniel Batz,G,2,8.15
+2556,1. FSV Mainz 05,bundesliga,1130119,Fabio Gruber,D,2,7.70
+2556,1. FSV Mainz 05,bundesliga,138126,Phillipp Mwene,M,5,7.52
+2556,1. FSV Mainz 05,bundesliga,352544,Sheraldo Becker,F,5,7.52
+2556,1. FSV Mainz 05,bundesliga,327755,Nadiem Amiri,M,5,7.42
+2556,1. FSV Mainz 05,bundesliga,822340,Phillip Tietz,F,5,7.22
+2556,1. FSV Mainz 05,bundesliga,134778,Alexander Schwolow,G,1,7.20
+2556,1. FSV Mainz 05,bundesliga,157377,Silvan Widmer,D,3,7.20
+2556,1. FSV Mainz 05,bundesliga,97926,Danny da Costa,D,5,7.04
+2556,1. FSV Mainz 05,bundesliga,1028307,Kaishu Sano,M,5,7.04
+2556,1. FSV Mainz 05,bundesliga,1548910,Kacper Potulski,D,5,6.96
+2556,1. FSV Mainz 05,bundesliga,846471,Anthony Caci,M,5,6.94
+2556,1. FSV Mainz 05,bundesliga,1012235,Ransford Yeboah Königsdörffer,F,2,6.90
+2556,1. FSV Mainz 05,bundesliga,174345,Robin Zentner,G,2,6.90
+2556,1. FSV Mainz 05,bundesliga,355486,Stefan Posch,D,4,6.88
+2556,1. FSV Mainz 05,bundesliga,152206,Dominik Kohr,D,4,6.78
+2556,1. FSV Mainz 05,bundesliga,980621,Paul Nebel,M,3,6.63
+2556,1. FSV Mainz 05,bundesliga,537552,Jae-sung Lee,M,4,6.55
+2556,1. FSV Mainz 05,bundesliga,893962,Lennard Maloney,M,2,6.55
+2556,1. FSV Mainz 05,bundesliga,1152505,Nelson Weiper,F,3,6.43
+2556,1. FSV Mainz 05,bundesliga,1005834,Armindo Sieb,F,2,6.40
+2561,SC Paderborn 07,overall,1048651,Nahuel Noll,G,2,8.25
+2561,SC Paderborn 07,overall,981788,Laurin Curda,M,3,7.67
+2561,SC Paderborn 07,overall,1199101,Santiago Castañeda,M,3,7.53
+2561,SC Paderborn 07,overall,1137717,Tjark Lasse Scheller,D,3,7.43
+2561,SC Paderborn 07,overall,1083387,Mattes Hansen,D,3,7.13
+2561,SC Paderborn 07,overall,1152342,Jano Ter-Horst,D,3,7.10
+2561,SC Paderborn 07,overall,907685,Oliver Batista Meier,M,2,6.85
+2561,SC Paderborn 07,overall,1517850,Jonah Sticker,D,3,6.83
+2561,SC Paderborn 07,overall,1129940,Gabriel Vidović,M,3,6.77
+2561,SC Paderborn 07,overall,1152486,Laurin Ulrich,M,3,6.70
+2561,SC Paderborn 07,overall,820465,Raphael Obermair,M,3,6.70
+2561,SC Paderborn 07,overall,1167764,Stefano Marino,F,3,6.63
+2561,SC Paderborn 07,overall,991824,Rayan Philippe,F,1,6.60
+2561,SC Paderborn 07,overall,826884,Steffen Tigges,F,3,6.43
+2561,SC Paderborn 07,overall,909485,Marvin Pieringer,F,2,6.20
+2561,SC Paderborn 07,bundesliga,1195736,Dennis Seimen,G,2,8.35
+2561,SC Paderborn 07,bundesliga,1048651,Nahuel Noll,G,2,8.25
+2561,SC Paderborn 07,bundesliga,1128792,Calvin Brackelmann,D,2,7.75
+2561,SC Paderborn 07,bundesliga,981788,Laurin Curda,M,4,7.65
+2561,SC Paderborn 07,bundesliga,1137717,Tjark Lasse Scheller,D,4,7.30
+2561,SC Paderborn 07,bundesliga,1199101,Santiago Castañeda,M,4,7.28
+2561,SC Paderborn 07,bundesliga,1083387,Mattes Hansen,D,4,7.18
+2561,SC Paderborn 07,bundesliga,844131,Felix Götze,D,2,7.05
+2561,SC Paderborn 07,bundesliga,1152342,Jano Ter-Horst,D,2,7.00
+2561,SC Paderborn 07,bundesliga,820465,Raphael Obermair,M,2,6.95
+2561,SC Paderborn 07,bundesliga,989630,Filip Bilbija,F,2,6.80
+2561,SC Paderborn 07,bundesliga,959635,Nick Bätzner,M,2,6.80
+2561,SC Paderborn 07,bundesliga,1517850,Jonah Sticker,D,3,6.77
+2561,SC Paderborn 07,bundesliga,907685,Oliver Batista Meier,M,1,6.60
+2561,SC Paderborn 07,bundesliga,991824,Rayan Philippe,F,1,6.60
+2561,SC Paderborn 07,bundesliga,1152486,Laurin Ulrich,M,2,6.55
+2561,SC Paderborn 07,bundesliga,878628,Sebastian Klaas,F,2,6.55
+2561,SC Paderborn 07,bundesliga,1129940,Gabriel Vidović,M,2,6.50
+2561,SC Paderborn 07,bundesliga,1167764,Stefano Marino,F,4,6.50
+2561,SC Paderborn 07,bundesliga,826884,Steffen Tigges,F,4,6.43
+2561,SC Paderborn 07,bundesliga,1864750,Ruben Müller,M,2,6.30
+2561,SC Paderborn 07,bundesliga,909485,Marvin Pieringer,F,2,6.20
+2561,SC Paderborn 07,bundesliga,246431,Sven Michel,F,2,6.20
+36360,RB Leipzig,overall,1198075,Brajan Gruda,F,4,7.75
+36360,RB Leipzig,overall,136924,Willi Orbán,D,5,7.32
+36360,RB Leipzig,overall,976421,Castello Lukeba,D,4,7.30
+36360,RB Leipzig,overall,1121923,Antonio Nusa,M,5,7.28
+36360,RB Leipzig,overall,856553,Ridle Baku,D,5,7.20
+36360,RB Leipzig,overall,1406171,Andrija Maksimović,M,3,7.13
+36360,RB Leipzig,overall,1048650,Rocco Reitz,M,3,7.07
+36360,RB Leipzig,overall,1146250,Max Finkgräfe,D,2,6.90
+36360,RB Leipzig,overall,1155383,Ezechiel Banzuzi,M,5,6.86
+36360,RB Leipzig,overall,856076,David Raum,D,5,6.78
+36360,RB Leipzig,overall,976575,Nicolas Seiwald,M,5,6.74
+36360,RB Leipzig,overall,769333,Christopher Nkunku,F,3,6.67
+36360,RB Leipzig,overall,1494826,Conrad Harder,F,3,6.67
+36360,RB Leipzig,overall,319857,Benjamin Henrichs,D,3,6.63
+36360,RB Leipzig,overall,934385,Maarten Vandevoordt,G,5,6.58
+36360,RB Leipzig,overall,1149127,Arthur Vermeeren,M,3,6.57
+36360,RB Leipzig,overall,1418623,Assan Ouédraogo,M,1,6.50
+36360,RB Leipzig,overall,1426577,Tidiam Gomis,F,5,6.48
+36360,RB Leipzig,overall,1414933,Marc Guiu,F,2,6.40
+36360,RB Leipzig,overall,1088896,Johan Bakayoko,F,4,6.38
+36360,RB Leipzig,overall,1128530,Neil El Aynaoui,M,2,6.35
+36360,RB Leipzig,overall,2269705,Samba Konaté,F,2,6.30
+36360,RB Leipzig,bundesliga,1198075,Brajan Gruda,F,4,7.55
+36360,RB Leipzig,bundesliga,1406171,Andrija Maksimović,M,1,7.30
+36360,RB Leipzig,bundesliga,136924,Willi Orbán,D,5,7.30
+36360,RB Leipzig,bundesliga,976421,Castello Lukeba,D,4,7.25
+36360,RB Leipzig,bundesliga,1117223,Maxime Estève,D,1,7.20
+36360,RB Leipzig,bundesliga,791079,Xaver Schlager,M,2,7.20
+36360,RB Leipzig,bundesliga,856076,David Raum,D,3,7.13
+36360,RB Leipzig,bundesliga,1121923,Antonio Nusa,F,5,6.94
+36360,RB Leipzig,bundesliga,769333,Christopher Nkunku,F,2,6.85
+36360,RB Leipzig,bundesliga,2087085,Yan Diomande,F,3,6.73
+36360,RB Leipzig,bundesliga,856553,Ridle Baku,D,5,6.72
+36360,RB Leipzig,bundesliga,825956,Christoph Baumgartner,M,3,6.70
+36360,RB Leipzig,bundesliga,976575,Nicolas Seiwald,M,5,6.70
+36360,RB Leipzig,bundesliga,934385,Maarten Vandevoordt,G,4,6.65
+36360,RB Leipzig,bundesliga,1418623,Assan Ouédraogo,M,3,6.63
+36360,RB Leipzig,bundesliga,1494826,Conrad Harder,F,3,6.50
+36360,RB Leipzig,bundesliga,1155383,Ezechiel Banzuzi,M,2,6.45
+36360,RB Leipzig,bundesliga,1414933,Marc Guiu,F,1,6.40
+36360,RB Leipzig,bundesliga,1128530,Neil El Aynaoui,M,1,6.30
+36360,RB Leipzig,bundesliga,1133743,Rômulo,F,3,6.30
+36360,RB Leipzig,bundesliga,1426577,Tidiam Gomis,F,3,6.30
+36360,RB Leipzig,bundesliga,319857,Benjamin Henrichs,D,3,6.23
+36360,RB Leipzig,bundesliga,1088896,Johan Bakayoko,F,3,6.20
+36360,RB Leipzig,bundesliga,2269705,Samba Konaté,F,1,6.10
+36360,RB Leipzig,bundesliga,1146250,Max Finkgräfe,D,3,6.03
+2527,Borussia M'gladbach,overall,1142210,Hugo Bolin,M,3,8.40
+2527,Borussia M'gladbach,overall,578166,Moritz Nicolas,G,3,7.53
+2527,Borussia M'gladbach,overall,280453,Franck Honorat,M,3,7.30
+2527,Borussia M'gladbach,overall,877835,Nicolas-Gerrit Kühn,F,1,7.10
+2527,Borussia M'gladbach,overall,939880,Philipp Sander,M,3,7.00
+2527,Borussia M'gladbach,overall,897334,Daiki Hashioka,D,2,6.90
+2527,Borussia M'gladbach,overall,1083382,Lukas Ullrich,D,3,6.87
+2527,Borussia M'gladbach,overall,95381,Kevin Stöger,M,2,6.85
+2527,Borussia M'gladbach,overall,1002920,Joe Scally,D,2,6.80
+2527,Borussia M'gladbach,overall,1995809,Wael Mohya,M,3,6.77
+2527,Borussia M'gladbach,overall,1823942,Jan Leszczyński,D,2,6.70
+2527,Borussia M'gladbach,overall,228981,Tim Kleindienst,F,2,6.70
+2527,Borussia M'gladbach,overall,583806,Kevin Diks,D,3,6.63
+2527,Borussia M'gladbach,overall,876858,Robin Hack,M,3,6.63
+2527,Borussia M'gladbach,overall,997178,David Herold,D,3,6.50
+2527,Borussia M'gladbach,overall,798175,Isac Lidberg,F,3,6.43
+2527,Borussia M'gladbach,overall,1861977,Mathieu Nguefack,M,2,6.40
+2527,Borussia M'gladbach,overall,790989,Ko Itakura,D,3,6.23
+2527,Borussia M'gladbach,bundesliga,1048650,Rocco Reitz,M,2,7.65
+2527,Borussia M'gladbach,bundesliga,578166,Moritz Nicolas,G,5,7.40
+2527,Borussia M'gladbach,bundesliga,282229,Nico Elvedi,D,2,7.40
+2527,Borussia M'gladbach,bundesliga,1142210,Hugo Bolin,M,5,7.38
+2527,Borussia M'gladbach,bundesliga,259803,Haris Tabaković,F,2,7.25
+2527,Borussia M'gladbach,bundesliga,989056,Giovanni Reyna,M,3,7.17
+2527,Borussia M'gladbach,bundesliga,280453,Franck Honorat,M,5,7.14
+2527,Borussia M'gladbach,bundesliga,877835,Nicolas-Gerrit Kühn,F,1,7.10
+2527,Borussia M'gladbach,bundesliga,583806,Kevin Diks,D,5,6.84
+2527,Borussia M'gladbach,bundesliga,990209,Yannick Engelhardt,M,3,6.80
+2527,Borussia M'gladbach,bundesliga,95381,Kevin Stöger,M,4,6.78
+2527,Borussia M'gladbach,bundesliga,939880,Philipp Sander,M,5,6.74
+2527,Borussia M'gladbach,bundesliga,876858,Robin Hack,M,4,6.70
+2527,Borussia M'gladbach,bundesliga,228981,Tim Kleindienst,F,3,6.63
+2527,Borussia M'gladbach,bundesliga,1002920,Joe Scally,D,5,6.60
+2527,Borussia M'gladbach,bundesliga,1995809,Wael Mohya,M,5,6.58
+2527,Borussia M'gladbach,bundesliga,997178,David Herold,D,2,6.55
+2527,Borussia M'gladbach,bundesliga,798175,Isac Lidberg,F,2,6.55
+2527,Borussia M'gladbach,bundesliga,1130067,Fabio Chiarodia,D,2,6.50
+2527,Borussia M'gladbach,bundesliga,1861977,Mathieu Nguefack,M,2,6.40
+2527,Borussia M'gladbach,bundesliga,925910,Shuto Machino,F,2,6.40
+2527,Borussia M'gladbach,bundesliga,1083382,Lukas Ullrich,D,4,6.38
+2527,Borussia M'gladbach,bundesliga,1823942,Jan Leszczyński,D,1,6.20
+2527,Borussia M'gladbach,bundesliga,790989,Ko Itakura,D,2,5.70
+2598,SV 07 Elversberg,overall,1414916,Francis Onyeka,M,3,7.53
+2598,SV 07 Elversberg,overall,1153365,Maurice Krattenmacher,M,2,7.50
+2598,SV 07 Elversberg,overall,960017,Lukas Petkov,M,3,7.23
+2598,SV 07 Elversberg,overall,1131080,Nicolas Kristof,G,3,7.20
+2598,SV 07 Elversberg,overall,1432398,David Mokwa,F,3,7.10
+2598,SV 07 Elversberg,overall,942336,Łukasz Poręba,M,3,6.97
+2598,SV 07 Elversberg,overall,1134578,Cole Campbell,M,3,6.90
+2598,SV 07 Elversberg,overall,254133,Luca Schnellbacher,M,2,6.90
+2598,SV 07 Elversberg,overall,1017574,Noel Futkeu,F,1,6.90
+2598,SV 07 Elversberg,overall,1215028,Felix Keidel,M,3,6.83
+2598,SV 07 Elversberg,overall,846398,Maximilian Rohr,D,3,6.80
+2598,SV 07 Elversberg,overall,900264,Nicholas Mickelson,D,2,6.75
+2598,SV 07 Elversberg,overall,817978,Amara Condé,M,1,6.70
+2598,SV 07 Elversberg,overall,254411,Jan Gyamerah,D,3,6.70
+2598,SV 07 Elversberg,overall,964603,Luca Sirch,D,3,6.57
+2598,SV 07 Elversberg,overall,787816,Florian Yves Le Joncour,D,2,6.55
+2598,SV 07 Elversberg,overall,990105,Lukas Finn Pinckert,D,2,6.40
+2598,SV 07 Elversberg,overall,1469995,Noah Darvich,M,2,6.15
+2598,SV 07 Elversberg,overall,997175,Lasse Günther,D,3,6.13
+2598,SV 07 Elversberg,bundesliga,1432398,David Mokwa,F,2,7.60
+2598,SV 07 Elversberg,bundesliga,960017,Lukas Petkov,M,2,7.50
+2598,SV 07 Elversberg,bundesliga,1153365,Maurice Krattenmacher,M,2,7.50
+2598,SV 07 Elversberg,bundesliga,1131080,Nicolas Kristof,G,2,7.40
+2598,SV 07 Elversberg,bundesliga,942336,Łukasz Poręba,M,2,7.05
+2598,SV 07 Elversberg,bundesliga,1215028,Felix Keidel,M,2,6.95
+2598,SV 07 Elversberg,bundesliga,1134578,Cole Campbell,M,2,6.90
+2598,SV 07 Elversberg,bundesliga,1017574,Noel Futkeu,F,1,6.90
+2598,SV 07 Elversberg,bundesliga,1414916,Francis Onyeka,M,2,6.85
+2598,SV 07 Elversberg,bundesliga,254411,Jan Gyamerah,D,2,6.80
+2598,SV 07 Elversberg,bundesliga,900264,Nicholas Mickelson,D,1,6.80
+2598,SV 07 Elversberg,bundesliga,817978,Amara Condé,M,1,6.70
+2598,SV 07 Elversberg,bundesliga,846398,Maximilian Rohr,D,2,6.55
+2598,SV 07 Elversberg,bundesliga,964603,Luca Sirch,D,2,6.50
+2598,SV 07 Elversberg,bundesliga,990105,Lukas Finn Pinckert,D,2,6.40
+2598,SV 07 Elversberg,bundesliga,997175,Lasse Günther,D,2,6.25
+2681,Bayer 04 Leverkusen,overall,796047,Aleix García,M,4,7.65
+2681,Bayer 04 Leverkusen,overall,1407524,Ibrahim Maza,M,4,7.55
+2681,Bayer 04 Leverkusen,overall,908716,Miguel Gutiérrez,D,4,7.33
+2681,Bayer 04 Leverkusen,overall,860307,Facundo Medina,D,3,7.27
+2681,Bayer 04 Leverkusen,overall,920379,Nathan Tella,F,2,7.05
+2681,Bayer 04 Leverkusen,overall,1003339,Jarell Quansah,D,3,7.00
+2681,Bayer 04 Leverkusen,overall,975798,Malik Tillman,M,4,7.00
+2681,Bayer 04 Leverkusen,overall,1003012,Ezequiel Fernández,M,4,6.98
+2681,Bayer 04 Leverkusen,overall,883262,Edmond Tapsoba,D,4,6.95
+2681,Bayer 04 Leverkusen,overall,978521,Victor Okoh Boniface,F,2,6.95
+2681,Bayer 04 Leverkusen,overall,1006489,Loïc Badé,D,4,6.93
+2681,Bayer 04 Leverkusen,overall,2029648,Christian Kofane,F,4,6.83
+2681,Bayer 04 Leverkusen,overall,280609,Patrik Schick,F,4,6.83
+2681,Bayer 04 Leverkusen,overall,855817,Moussa Diaby,F,1,6.70
+2681,Bayer 04 Leverkusen,overall,171919,Mark Flekken,G,3,6.60
+2681,Bayer 04 Leverkusen,overall,168903,Robert Andrich,M,1,6.60
+2681,Bayer 04 Leverkusen,overall,255239,Lucas Vázquez,D,4,6.58
+2681,Bayer 04 Leverkusen,overall,1215906,Afonso Moreira,M,4,6.55
+2681,Bayer 04 Leverkusen,bundesliga,796047,Aleix García,M,5,7.96
+2681,Bayer 04 Leverkusen,bundesliga,908716,Miguel Gutiérrez,D,2,7.90
+2681,Bayer 04 Leverkusen,bundesliga,177177,Alejandro Grimaldo,M,3,7.67
+2681,Bayer 04 Leverkusen,bundesliga,822600,Exequiel Palacios,M,3,7.57
+2681,Bayer 04 Leverkusen,bundesliga,860307,Facundo Medina,D,2,7.55
+2681,Bayer 04 Leverkusen,bundesliga,1407524,Ibrahim Maza,M,5,7.48
+2681,Bayer 04 Leverkusen,bundesliga,280609,Patrik Schick,F,5,7.22
+2681,Bayer 04 Leverkusen,bundesliga,1003012,Ezequiel Fernández,M,3,7.10
+2681,Bayer 04 Leverkusen,bundesliga,975798,Malik Tillman,M,5,6.96
+2681,Bayer 04 Leverkusen,bundesliga,1394353,Eliesse Ben Seghir,F,2,6.95
+2681,Bayer 04 Leverkusen,bundesliga,1003339,Jarell Quansah,D,5,6.94
+2681,Bayer 04 Leverkusen,bundesliga,1174761,Arthur,D,3,6.90
+2681,Bayer 04 Leverkusen,bundesliga,1568522,Montrell Culbreath,M,3,6.90
+2681,Bayer 04 Leverkusen,bundesliga,1006489,Loïc Badé,D,2,6.85
+2681,Bayer 04 Leverkusen,bundesliga,2029648,Christian Kofane,F,3,6.83
+2681,Bayer 04 Leverkusen,bundesliga,142390,Jonas Hofmann,M,2,6.75
+2681,Bayer 04 Leverkusen,bundesliga,171919,Mark Flekken,G,5,6.72
+2681,Bayer 04 Leverkusen,bundesliga,883262,Edmond Tapsoba,D,5,6.70
+2681,Bayer 04 Leverkusen,bundesliga,855817,Moussa Diaby,F,1,6.70
+2681,Bayer 04 Leverkusen,bundesliga,168903,Robert Andrich,M,4,6.70
+2681,Bayer 04 Leverkusen,bundesliga,1215906,Afonso Moreira,M,2,6.50
+2681,Bayer 04 Leverkusen,bundesliga,1119502,Ernest Poku,F,2,6.50
+2681,Bayer 04 Leverkusen,bundesliga,255239,Lucas Vázquez,D,3,6.43
+2673,Borussia Dortmund,overall,328027,Serhou Guirassy,F,4,7.70
+2673,Borussia Dortmund,overall,1021272,Daniel Svensson,D,5,7.40
+2673,Borussia Dortmund,overall,1137131,Filippo Mané,D,3,7.20
+2673,Borussia Dortmund,overall,556866,Gregor Kobel,G,4,7.18
+2673,Borussia Dortmund,overall,800951,Julian Ryerson,M,5,7.14
+2673,Borussia Dortmund,overall,1861666,Samuele Inacio,F,3,7.10
+2673,Borussia Dortmund,overall,850816,Joey Veerman,M,5,7.02
+2673,Borussia Dortmund,overall,1002007,Giannis Konstantelias,F,2,7.00
+2673,Borussia Dortmund,overall,1937833,Luca Reggiani,D,2,6.95
+2673,Borussia Dortmund,overall,799046,Waldemar Anton,D,5,6.94
+2673,Borussia Dortmund,overall,954076,Fábio Silva,F,4,6.90
+2673,Borussia Dortmund,overall,1471049,Joane Gadou,D,4,6.88
+2673,Borussia Dortmund,overall,1468744,Konstantinos Karetsas,F,5,6.86
+2673,Borussia Dortmund,overall,133908,Marcel Sabitzer,F,5,6.84
+2673,Borussia Dortmund,overall,1134083,Jobe Bellingham,M,4,6.73
+2673,Borussia Dortmund,overall,980628,Maximilian Beier,M,5,6.66
+2673,Borussia Dortmund,overall,907463,Felix Nmecha,M,5,6.64
+2673,Borussia Dortmund,overall,1887796,Kauã Prates,D,3,6.57
+2673,Borussia Dortmund,overall,994556,Carney Chukwuemeka,M,2,6.45
+2673,Borussia Dortmund,overall,1401702,Ethan Nwaneri,M,2,6.40
+2673,Borussia Dortmund,bundesliga,940871,Nico Schlotterbeck,D,3,7.83
+2673,Borussia Dortmund,bundesliga,328027,Serhou Guirassy,F,5,7.32
+2673,Borussia Dortmund,bundesliga,1468744,Konstantinos Karetsas,F,2,7.30
+2673,Borussia Dortmund,bundesliga,1021272,Daniel Svensson,M,4,7.28
+2673,Borussia Dortmund,bundesliga,799046,Waldemar Anton,D,5,7.20
+2673,Borussia Dortmund,bundesliga,1471049,Joane Gadou,D,2,7.10
+2673,Borussia Dortmund,bundesliga,800951,Julian Ryerson,M,5,7.10
+2673,Borussia Dortmund,bundesliga,556866,Gregor Kobel,G,5,6.98
+2673,Borussia Dortmund,bundesliga,1134083,Jobe Bellingham,M,5,6.98
+2673,Borussia Dortmund,bundesliga,980628,Maximilian Beier,F,5,6.96
+2673,Borussia Dortmund,bundesliga,133908,Marcel Sabitzer,M,4,6.88
+2673,Borussia Dortmund,bundesliga,1002813,Yan Couto,D,2,6.80
+2673,Borussia Dortmund,bundesliga,907463,Felix Nmecha,M,4,6.78
+2673,Borussia Dortmund,bundesliga,1937833,Luca Reggiani,D,4,6.78
+2673,Borussia Dortmund,bundesliga,226978,Julian Brandt,M,3,6.73
+2673,Borussia Dortmund,bundesliga,1137131,Filippo Mané,D,2,6.70
+2673,Borussia Dortmund,bundesliga,940054,Karim Adeyemi,F,2,6.65
+2673,Borussia Dortmund,bundesliga,954076,Fábio Silva,F,4,6.60
+2673,Borussia Dortmund,bundesliga,994556,Carney Chukwuemeka,M,2,6.55
+2673,Borussia Dortmund,bundesliga,850816,Joey Veerman,M,2,6.55
+2673,Borussia Dortmund,bundesliga,795005,Salih Özcan,M,2,6.50
+2673,Borussia Dortmund,bundesliga,1861666,Samuele Inacio,F,4,6.48
+2673,Borussia Dortmund,bundesliga,1401702,Ethan Nwaneri,M,1,6.40
+2676,Hamburger SV,overall,1000263,Albert Grønbæk,F,3,7.83
+2676,Hamburger SV,overall,113442,Daniel Fernandes,G,2,6.95
+2676,Hamburger SV,overall,1995000,Louis Lemke,D,3,6.87
+2676,Hamburger SV,overall,1064305,Nicolai Remberg,M,3,6.83
+2676,Hamburger SV,overall,901892,Albert Sambi Lokonga,M,2,6.80
+2676,Hamburger SV,overall,865057,Patson Daka,F,3,6.67
+2676,Hamburger SV,overall,1129527,Bilal Nadir,M,3,6.63
+2676,Hamburger SV,overall,904835,Fábio Vieira,M,1,6.60
+2676,Hamburger SV,overall,842526,Bakery Jatta,M,2,6.55
+2676,Hamburger SV,overall,1158529,Martin Adeline,F,3,6.50
+2676,Hamburger SV,overall,826167,Sebastiaan Bornauw,D,3,6.50
+2676,Hamburger SV,overall,135264,Yussuf Poulsen,F,2,6.45
+2676,Hamburger SV,overall,1568535,Otto Stange,F,3,6.43
+2676,Hamburger SV,overall,1031283,David Møller Wolfe,M,1,6.40
+2676,Hamburger SV,overall,2204961,Shafiq Nandja,D,2,6.40
+2676,Hamburger SV,overall,894396,Terem Moffi,F,2,6.15
+2676,Hamburger SV,overall,973564,Nicolás Capaldo,D,3,6.00
+2676,Hamburger SV,overall,801003,Jordan Torunarigha,D,2,5.90
+2676,Hamburger SV,overall,1134470,Zakaria El Ouahdi,M,1,5.80
+2676,Hamburger SV,bundesliga,904835,Fábio Vieira,M,4,7.50
+2676,Hamburger SV,bundesliga,1405212,Luka Vušković,D,3,7.47
+2676,Hamburger SV,bundesliga,1000263,Albert Grønbæk,F,5,7.36
+2676,Hamburger SV,bundesliga,113442,Daniel Fernandes,G,4,7.15
+2676,Hamburger SV,bundesliga,1546267,Fabio Baldé,F,2,7.15
+2676,Hamburger SV,bundesliga,999030,Warmed Omari,D,3,7.07
+2676,Hamburger SV,bundesliga,1064305,Nicolai Remberg,M,5,6.96
+2676,Hamburger SV,bundesliga,901892,Albert Sambi Lokonga,M,4,6.85
+2676,Hamburger SV,bundesliga,1129527,Bilal Nadir,M,2,6.65
+2676,Hamburger SV,bundesliga,135264,Yussuf Poulsen,F,4,6.63
+2676,Hamburger SV,bundesliga,1012235,Ransford Yeboah Königsdörffer,F,2,6.55
+2676,Hamburger SV,bundesliga,842526,Bakery Jatta,M,3,6.53
+2676,Hamburger SV,bundesliga,1158529,Martin Adeline,F,2,6.45
+2676,Hamburger SV,bundesliga,1031283,David Møller Wolfe,M,1,6.40
+2676,Hamburger SV,bundesliga,865057,Patson Daka,F,2,6.40
+2676,Hamburger SV,bundesliga,1568535,Otto Stange,F,4,6.35
+2676,Hamburger SV,bundesliga,973564,Nicolás Capaldo,D,5,6.34
+2676,Hamburger SV,bundesliga,991824,Rayan Philippe,F,2,6.25
+2676,Hamburger SV,bundesliga,801003,Jordan Torunarigha,D,4,6.20
+2676,Hamburger SV,bundesliga,1995000,Louis Lemke,D,2,6.20
+2676,Hamburger SV,bundesliga,826167,Sebastiaan Bornauw,D,2,6.15
+2676,Hamburger SV,bundesliga,894396,Terem Moffi,F,2,6.15
+2676,Hamburger SV,bundesliga,2204961,Shafiq Nandja,D,2,6.10
+2676,Hamburger SV,bundesliga,1134470,Zakaria El Ouahdi,M,1,5.80
+2538,SC Freiburg,overall,1019321,Igor Matanović,F,5,8.30
+2538,SC Freiburg,overall,1131002,Derry Scherhant,M,5,7.48
+2538,SC Freiburg,overall,142259,Matthias Ginter,D,5,7.44
+2538,SC Freiburg,overall,576266,Philipp Lienhart,D,5,7.28
+2538,SC Freiburg,overall,569784,Maximilian Eggestein,M,5,7.26
+2538,SC Freiburg,overall,142525,Lukas Kübler,D,3,7.17
+2538,SC Freiburg,overall,1131339,Jordy Makengo,D,4,7.08
+2538,SC Freiburg,overall,1020422,Yuito Suzuki,M,5,6.98
+2538,SC Freiburg,overall,979820,Philipp Treu,D,4,6.98
+2538,SC Freiburg,overall,1508537,Cyriaque Irié,F,4,6.90
+2538,SC Freiburg,overall,836711,Jan-Niklas Beste,M,4,6.88
+2538,SC Freiburg,overall,1391315,Keisuke Goto,F,5,6.82
+2538,SC Freiburg,overall,1131337,Maximilian Rosenfelder,D,3,6.77
+2538,SC Freiburg,overall,171961,Vincenzo Grifo,M,4,6.75
+2538,SC Freiburg,overall,990209,Yannick Engelhardt,M,4,6.75
+2538,SC Freiburg,overall,1195724,Berkay Yılmaz,D,1,6.60
+2538,SC Freiburg,overall,142231,Christian Günter,D,2,6.60
+2538,SC Freiburg,overall,1083390,Mio Backhaus,G,5,6.60
+2538,SC Freiburg,overall,280009,Lucas Höler,F,3,6.57
+2538,SC Freiburg,bundesliga,1019321,Igor Matanović,F,5,8.02
+2538,SC Freiburg,bundesliga,1020422,Yuito Suzuki,M,3,7.43
+2538,SC Freiburg,bundesliga,142259,Matthias Ginter,D,5,7.36
+2538,SC Freiburg,bundesliga,576266,Philipp Lienhart,D,5,7.30
+2538,SC Freiburg,bundesliga,1518931,Johan Manzambi,M,3,7.23
+2538,SC Freiburg,bundesliga,836711,Jan-Niklas Beste,M,5,6.96
+2538,SC Freiburg,bundesliga,142525,Lukas Kübler,D,5,6.96
+2538,SC Freiburg,bundesliga,1083390,Mio Backhaus,G,2,6.95
+2538,SC Freiburg,bundesliga,980626,Noah Atubolu,G,3,6.93
+2538,SC Freiburg,bundesliga,1131339,Jordy Makengo,D,4,6.90
+2538,SC Freiburg,bundesliga,1131002,Derry Scherhant,M,5,6.88
+2538,SC Freiburg,bundesliga,569784,Maximilian Eggestein,M,5,6.80
+2538,SC Freiburg,bundesliga,979820,Philipp Treu,D,5,6.80
+2538,SC Freiburg,bundesliga,171961,Vincenzo Grifo,M,4,6.73
+2538,SC Freiburg,bundesliga,1195724,Berkay Yılmaz,D,1,6.60
+2538,SC Freiburg,bundesliga,49639,Nicolas Höfler,M,3,6.47
+2538,SC Freiburg,bundesliga,1391315,Keisuke Goto,F,2,6.45
+2538,SC Freiburg,bundesliga,280009,Lucas Höler,F,4,6.43
+2538,SC Freiburg,bundesliga,1596573,Bruno Ogbus,D,3,6.37
+2538,SC Freiburg,bundesliga,990209,Yannick Engelhardt,M,2,6.20
+2534,SV Werder Bremen,overall,815612,Marco Grüll,M,3,7.83
+2534,SV Werder Bremen,overall,851254,Amos Pieper,D,3,7.37
+2534,SV Werder Bremen,overall,893586,Ludovit Reis,M,3,7.27
+2534,SV Werder Bremen,overall,1141977,Dariusz Stalmach,M,2,7.20
+2534,SV Werder Bremen,overall,1174761,Arthur,D,1,7.10
+2534,SV Werder Bremen,overall,996940,Youri Regeer,M,1,7.10
+2534,SV Werder Bremen,overall,2160258,Paul Erevbenagie,F,2,7.05
+2534,SV Werder Bremen,overall,960114,Olivier Deman,D,3,7.03
+2534,SV Werder Bremen,overall,825771,Marco Friedl,D,3,6.90
+2534,SV Werder Bremen,overall,1067120,Eren Dinkçi,M,2,6.80
+2534,SV Werder Bremen,overall,1005343,Justin Njinmah,F,2,6.80
+2534,SV Werder Bremen,overall,132645,Niclas Füllkrug,F,3,6.77
+2534,SV Werder Bremen,overall,991591,Karl Hein,G,2,6.70
+2534,SV Werder Bremen,overall,826171,Senne Lynen,M,2,6.70
+2534,SV Werder Bremen,overall,1568521,Mick Schmetgens,D,3,6.50
+2534,SV Werder Bremen,overall,1137584,Chuki,M,3,6.43
+2534,SV Werder Bremen,overall,1864786,Salim Musah,F,3,6.43
+2534,SV Werder Bremen,overall,352290,Cédric Itten,F,3,6.23
+2534,SV Werder Bremen,bundesliga,1083390,Mio Backhaus,G,3,8.13
+2534,SV Werder Bremen,bundesliga,815612,Marco Grüll,M,5,7.40
+2534,SV Werder Bremen,bundesliga,830127,Romano Schmid,M,3,7.30
+2534,SV Werder Bremen,bundesliga,1141977,Dariusz Stalmach,M,2,7.20
+2534,SV Werder Bremen,bundesliga,1174761,Arthur,D,1,7.10
+2534,SV Werder Bremen,bundesliga,996940,Youri Regeer,M,1,7.10
+2534,SV Werder Bremen,bundesliga,851254,Amos Pieper,D,5,7.04
+2534,SV Werder Bremen,bundesliga,960114,Olivier Deman,D,5,7.00
+2534,SV Werder Bremen,bundesliga,893586,Ludovit Reis,M,2,6.90
+2534,SV Werder Bremen,bundesliga,132645,Niclas Füllkrug,F,2,6.85
+2534,SV Werder Bremen,bundesliga,1067120,Eren Dinkçi,M,2,6.80
+2534,SV Werder Bremen,bundesliga,826171,Senne Lynen,M,4,6.80
+2534,SV Werder Bremen,bundesliga,1015164,Isaac Schmidt,D,2,6.75
+2534,SV Werder Bremen,bundesliga,991591,Karl Hein,G,2,6.70
+2534,SV Werder Bremen,bundesliga,1100836,Samuel Mbangula,F,3,6.67
+2534,SV Werder Bremen,bundesliga,1137584,Chuki,M,2,6.65
+2534,SV Werder Bremen,bundesliga,1005343,Justin Njinmah,F,4,6.65
+2534,SV Werder Bremen,bundesliga,2160258,Paul Erevbenagie,F,1,6.60
+2534,SV Werder Bremen,bundesliga,1596105,Patrice Čović,M,2,6.55
+2534,SV Werder Bremen,bundesliga,825771,Marco Friedl,D,5,6.48
+2534,SV Werder Bremen,bundesliga,1864786,Salim Musah,F,5,6.38
+2534,SV Werder Bremen,bundesliga,916176,Cameron Puertas,M,3,6.37
+2534,SV Werder Bremen,bundesliga,830142,Jens Stage,M,3,6.37
+2534,SV Werder Bremen,bundesliga,352290,Cédric Itten,F,2,6.35
+2534,SV Werder Bremen,bundesliga,1797852,Karim Coulibaly,D,2,6.25
+2534,SV Werder Bremen,bundesliga,1568521,Mick Schmetgens,D,2,6.20
+2534,SV Werder Bremen,bundesliga,905347,Yukinari Sugawara,D,2,4.90
+2600,FC Augsburg,overall,822564,Finn Dahmen,G,3,8.60
+2600,FC Augsburg,overall,1129365,Anton Kade,F,2,8.30
+2600,FC Augsburg,overall,822877,Alexis Claude-Maurice,M,1,7.90
+2600,FC Augsburg,overall,963198,Chrislain Matsima,D,3,7.50
+2600,FC Augsburg,overall,929620,Fabian Rieder,M,3,7.40
+2600,FC Augsburg,overall,927340,Han-Noah Massengo,M,3,7.30
+2600,FC Augsburg,overall,1597260,Noahkai Banks,D,3,7.20
+2600,FC Augsburg,overall,254119,Marius Wolf,D,3,7.17
+2600,FC Augsburg,overall,1128792,Calvin Brackelmann,D,2,6.95
+2600,FC Augsburg,overall,111483,Michael Gregoritsch,F,3,6.83
+2600,FC Augsburg,overall,1864760,Hennes Behrens,D,3,6.80
+2600,FC Augsburg,overall,146853,Jeffrey Gouweleeuw,D,1,6.80
+2600,FC Augsburg,overall,1390682,Mert Kömür,M,2,6.80
+2600,FC Augsburg,overall,1215904,Rodrigo Ribeiro,F,3,6.80
+2600,FC Augsburg,overall,877842,Yannik Keitel,M,2,6.60
+2600,FC Augsburg,overall,860461,Robin Fellhauer,M,3,6.47
+2600,FC Augsburg,overall,1142248,Arijon Ibrahimović,F,1,6.40
+2600,FC Augsburg,overall,1019333,Young-woo Seol,D,1,6.40
+2600,FC Augsburg,bundesliga,1129365,Anton Kade,F,4,8.25
+2600,FC Augsburg,bundesliga,822564,Finn Dahmen,G,5,7.38
+2600,FC Augsburg,bundesliga,929620,Fabian Rieder,M,5,7.34
+2600,FC Augsburg,bundesliga,822877,Alexis Claude-Maurice,M,3,7.17
+2600,FC Augsburg,bundesliga,1597260,Noahkai Banks,D,3,7.17
+2600,FC Augsburg,bundesliga,354878,Dimitrios Giannoulis,M,2,7.15
+2600,FC Augsburg,bundesliga,963198,Chrislain Matsima,D,5,7.04
+2600,FC Augsburg,bundesliga,254119,Marius Wolf,D,5,7.02
+2600,FC Augsburg,bundesliga,796206,Kristijan Jakić,M,2,7.00
+2600,FC Augsburg,bundesliga,1128792,Calvin Brackelmann,D,2,6.95
+2600,FC Augsburg,bundesliga,111483,Michael Gregoritsch,F,5,6.92
+2600,FC Augsburg,bundesliga,927340,Han-Noah Massengo,M,5,6.82
+2600,FC Augsburg,bundesliga,1390682,Mert Kömür,M,4,6.73
+2600,FC Augsburg,bundesliga,1864760,Hennes Behrens,D,2,6.70
+2600,FC Augsburg,bundesliga,146853,Jeffrey Gouweleeuw,D,4,6.65
+2600,FC Augsburg,bundesliga,1215904,Rodrigo Ribeiro,F,5,6.64
+2600,FC Augsburg,bundesliga,798926,Cedric Zesiger,D,3,6.63
+2600,FC Augsburg,bundesliga,860461,Robin Fellhauer,M,5,6.52
+2600,FC Augsburg,bundesliga,877842,Yannik Keitel,M,3,6.47
+2600,FC Augsburg,bundesliga,1142248,Arijon Ibrahimović,F,1,6.40
+2600,FC Augsburg,bundesliga,1019333,Young-woo Seol,D,1,6.40
+2530,FC Schalke 04,overall,174135,Loris Karius,G,4,7.28
+2530,FC Schalke 04,overall,14990,Edin Džeko,F,3,7.20
+2530,FC Schalke 04,overall,1083338,Soufiane El-Faouzi,M,4,7.13
+2530,FC Schalke 04,overall,831488,Nikola Katić,D,4,7.10
+2530,FC Schalke 04,overall,852096,Hasan Kuruçay,D,4,7.08
+2530,FC Schalke 04,overall,981067,Satoshi Tanaka,M,3,6.97
+2530,FC Schalke 04,overall,869883,Dejan Ljubičić,M,4,6.88
+2530,FC Schalke 04,overall,1195734,Vitalie Becker,D,4,6.83
+2530,FC Schalke 04,overall,814735,Timo Becker,D,4,6.78
+2530,FC Schalke 04,overall,861980,Moussa Sylla,F,4,6.73
+2530,FC Schalke 04,overall,902381,Junior Adamu,F,3,6.63
+2530,FC Schalke 04,overall,962877,Adil Aouchiche,M,4,6.60
+2530,FC Schalke 04,overall,168943,Kenan Karaman,F,1,6.60
+2530,FC Schalke 04,overall,2255221,Luca Vozar,M,2,6.60
+2530,FC Schalke 04,overall,377118,Robin Gosens,D,3,6.53
+2530,FC Schalke 04,overall,904994,Eric Ebimbe,D,3,6.47
+2530,FC Schalke 04,overall,872358,Ron Schallenberg,M,3,6.43
+2530,FC Schalke 04,overall,1195798,Mertcan Ayhan,D,4,6.25
+2530,FC Schalke 04,overall,794962,Maximilian Wöber,D,3,6.20
+2530,FC Schalke 04,bundesliga,174135,Loris Karius,G,2,7.95
+2530,FC Schalke 04,bundesliga,981067,Satoshi Tanaka,M,1,7.40
+2530,FC Schalke 04,bundesliga,831488,Nikola Katić,D,2,7.35
+2530,FC Schalke 04,bundesliga,852096,Hasan Kuruçay,D,2,7.30
+2530,FC Schalke 04,bundesliga,1083338,Soufiane El-Faouzi,M,2,7.05
+2530,FC Schalke 04,bundesliga,962877,Adil Aouchiche,M,2,6.90
+2530,FC Schalke 04,bundesliga,814735,Timo Becker,D,2,6.80
+2530,FC Schalke 04,bundesliga,1195734,Vitalie Becker,D,2,6.80
+2530,FC Schalke 04,bundesliga,168943,Kenan Karaman,F,1,6.60
+2530,FC Schalke 04,bundesliga,869883,Dejan Ljubičić,M,2,6.55
+2530,FC Schalke 04,bundesliga,904994,Eric Ebimbe,D,2,6.55
+2530,FC Schalke 04,bundesliga,377118,Robin Gosens,D,2,6.55
+2530,FC Schalke 04,bundesliga,2255221,Luca Vozar,M,1,6.50
+2530,FC Schalke 04,bundesliga,1195798,Mertcan Ayhan,D,2,6.45
+2530,FC Schalke 04,bundesliga,861980,Moussa Sylla,F,2,6.25
+2530,FC Schalke 04,bundesliga,794962,Maximilian Wöber,D,2,6.05
diff --git a/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-11_09-41-12_926998+0200.json b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-11_09-41-12_926998+0200.json
new file mode 100644
index 0000000..e9e2ed4
--- /dev/null
+++ b/outputs/sofascore/player_average_ratings/team_player_average_ratings_2026-09-11_09-41-12_926998+0200.json
@@ -0,0 +1,15859 @@
+{
+  "generated_at": "2026-09-11T09:41:12+02:00",
+  "source_file": "team_form_2026-09-11_09-39-44_057729+0200.json",
+  "eligibility": {
+    "bundesliga_matchday": 3,
+    "early_season_max_matchday": 3,
+    "minimum_rated_matches": 2,
+    "last_match_exception": true,
+    "last_two_exception": false
+  },
+  "teams": {
+    "2672": {
+      "team": "FC Bayern München",
+      "overall": {
+        "players": [
+          {
+            "player_id": 978838,
+            "player_name": "Michael Olise",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 8.4,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 8.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.0
+              },
+              {
+                "match_id": 16287047,
+                "rating": 8.7
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              },
+              {
+                "match_id": 16938858,
+                "rating": 10.0
+              }
+            ]
+          },
+          {
+            "player_id": 798583,
+            "player_name": "Dayot Upamecano",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 8.13,
+            "ratings": [
+              {
+                "match_id": 16434087,
+                "rating": 8.5
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.9
+              },
+              {
+                "match_id": 16938858,
+                "rating": 8.0
+              }
+            ]
+          },
+          {
+            "player_id": 259117,
+            "player_name": "Joshua Kimmich",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 7.86,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.4
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.6
+              },
+              {
+                "match_id": 16938858,
+                "rating": 7.7
+              }
+            ]
+          },
+          {
+            "player_id": 1142251,
+            "player_name": "Aleksandar Pavlović",
+            "position": "M",
+            "rating_count": 5,
+            "average_rating": 7.48,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 7.0
+              },
+              {
+                "match_id": 16434087,
+                "rating": 8.2
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16938858,
+                "rating": 8.0
+              }
+            ]
+          },
+          {
+            "player_id": 227672,
+            "player_name": "Jonathan Tah",
+            "position": "D",
+            "rating_count": 5,
+            "average_rating": 7.42,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 7.0
+              },
+              {
+                "match_id": 16434087,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16287047,
+                "rating": 6.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 8.7
+              },
+              {
+                "match_id": 16938858,
+                "rating": 7.7
+              }
+            ]
+          },
+          {
+            "player_id": 843665,
+            "player_name": "Alphonso Davies",
+            "position": "D",
+            "rating_count": 5,
+            "average_rating": 7.3,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 6.5
+              },
+              {
+                "match_id": 16434087,
+                "rating": 7.3
+              },
+              {
+                "match_id": 16287047,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.6
+              },
+              {
+                "match_id": 16938858,
+                "rating": 8.3
+              }
+            ]
+          },
+          {
+            "player_id": 896569,
+            "player_name": "Kim Min-jae",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 7.1,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 6.7
+              },
+              {
+                "match_id": 16434087,
+                "rating": 7.1
+              },
+              {
+                "match_id": 16287047,
+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 8959,
+            "player_name": "Manuel Neuer",
+            "position": "G",
+            "rating_count": 4,
+            "average_rating": 7.08,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 6.8
+              },
+              {
+                "match_id": 16434087,
+                "rating": 7.4
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.5
+              },
+              {
+                "match_id": 16938858,
+                "rating": 6.6
+              }
+            ]
+          },
+          {
+            "player_id": 108579,
+            "player_name": "Harry Kane",
+            "position": "F",
+            "rating_count": 5,
+            "average_rating": 7.04,
+            "ratings": [
+              {
+                "match_id": 16248441,
+                "rating": 7.2
+              },
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+            "position": "M",
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+                "rating": 6.0
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+            "player_name": "Mertcan Ayhan",
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+            "rating_count": 4,
+            "average_rating": 6.25,
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+            ]
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+          {
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+            "player_name": "Maximilian Wöber",
+            "position": "D",
+            "rating_count": 3,
+            "average_rating": 6.2,
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+                "rating": 6.5
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+              },
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+                "rating": 6.9
+              }
+            ]
+          }
+        ]
+      },
+      "bundesliga": {
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+            "player_name": "Loris Karius",
+            "position": "G",
+            "rating_count": 2,
+            "average_rating": 7.95,
+            "ratings": [
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+                "rating": 8.1
+              },
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+              }
+            ]
+          },
+          {
+            "player_id": 981067,
+            "player_name": "Satoshi Tanaka",
+            "position": "M",
+            "rating_count": 1,
+            "average_rating": 7.4,
+            "ratings": [
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+                "rating": 7.4
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+            ]
+          },
+          {
+            "player_id": 831488,
+            "player_name": "Nikola Katić",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 7.35,
+            "ratings": [
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+                "rating": 7.2
+              },
+              {
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+                "rating": 7.5
+              }
+            ]
+          },
+          {
+            "player_id": 852096,
+            "player_name": "Hasan Kuruçay",
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+            "average_rating": 7.3,
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+                "rating": 6.4
+              },
+              {
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+                "rating": 8.2
+              }
+            ]
+          },
+          {
+            "player_id": 1083338,
+            "player_name": "Soufiane El-Faouzi",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 7.05,
+            "ratings": [
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+                "rating": 6.7
+              },
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+                "rating": 7.4
+              }
+            ]
+          },
+          {
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+            "player_name": "Adil Aouchiche",
+            "position": "M",
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+            "ratings": [
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+                "rating": 6.6
+              },
+              {
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+                "rating": 7.2
+              }
+            ]
+          },
+          {
+            "player_id": 814735,
+            "player_name": "Timo Becker",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.8,
+            "ratings": [
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+                "rating": 6.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.4
+              }
+            ]
+          },
+          {
+            "player_id": 1195734,
+            "player_name": "Vitalie Becker",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.8,
+            "ratings": [
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+                "rating": 6.9
+              },
+              {
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+                "rating": 6.7
+              }
+            ]
+          },
+          {
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+            "player_name": "Kenan Karaman",
+            "position": "F",
+            "rating_count": 1,
+            "average_rating": 6.6,
+            "ratings": [
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+                "match_id": 16434032,
+                "rating": 6.6
+              }
+            ]
+          },
+          {
+            "player_id": 869883,
+            "player_name": "Dejan Ljubičić",
+            "position": "M",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
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+                "match_id": 16434039,
+                "rating": 6.6
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.5
+              }
+            ]
+          },
+          {
+            "player_id": 904994,
+            "player_name": "Eric Ebimbe",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.0
+              }
+            ]
+          },
+          {
+            "player_id": 377118,
+            "player_name": "Robin Gosens",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.55,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 5.9
+              },
+              {
+                "match_id": 16434032,
+                "rating": 7.2
+              }
+            ]
+          },
+          {
+            "player_id": 2255221,
+            "player_name": "Luca Vozar",
+            "position": "M",
+            "rating_count": 1,
+            "average_rating": 6.5,
+            "ratings": [
+              {
+                "match_id": 16434032,
+                "rating": 6.5
+              }
+            ]
+          },
+          {
+            "player_id": 1195798,
+            "player_name": "Mertcan Ayhan",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.45,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.8
+              }
+            ]
+          },
+          {
+            "player_id": 861980,
+            "player_name": "Moussa Sylla",
+            "position": "F",
+            "rating_count": 2,
+            "average_rating": 6.25,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 6.1
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.4
+              }
+            ]
+          },
+          {
+            "player_id": 794962,
+            "player_name": "Maximilian Wöber",
+            "position": "D",
+            "rating_count": 2,
+            "average_rating": 6.05,
+            "ratings": [
+              {
+                "match_id": 16434039,
+                "rating": 5.2
+              },
+              {
+                "match_id": 16434032,
+                "rating": 6.9
+              }
+            ]
+          }
+        ]
+      }
+    }
+  },
+  "failed_matches": []
+}
diff --git a/outputs/sofascore/player_kickbase_point_averages/overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.csv b/outputs/sofascore/player_kickbase_point_averages/overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.csv
new file mode 100644
index 0000000..009f440
--- /dev/null
+++ b/outputs/sofascore/player_kickbase_point_averages/overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.csv
@@ -0,0 +1,338 @@
+team_id,team,category,player_id,player_name,position,appearance_count,average_calculated_kickbase_points
+2672,FC Bayern München,overall,978838,Michael Olise,MID,5,191.2
+2672,FC Bayern München,overall,798583,Dayot Upamecano,DEF,3,172.33
+2672,FC Bayern München,overall,259117,Joshua Kimmich,MID,4,171.75
+2672,FC Bayern München,overall,1142251,Aleksandar Pavlović,MID,5,130.4
+2672,FC Bayern München,overall,108579,Harry Kane,FWD,5,127.4
+2672,FC Bayern München,overall,883537,Luis Díaz,MID,5,122.6
+2672,FC Bayern München,overall,1159759,Nathaniel Brown,MID,5,91.8
+2672,FC Bayern München,overall,227672,Jonathan Tah,DEF,5,89.2
+2672,FC Bayern München,overall,927407,Josip Stanišić,DEF,4,86.0
+2672,FC Bayern München,overall,896569,Kim Min-jae,DEF,4,82.5
+2672,FC Bayern München,overall,843665,Alphonso Davies,DEF,5,80.4
+2672,FC Bayern München,overall,1129935,Tom Bischof,MID,4,77.5
+2672,FC Bayern München,overall,8959,Manuel Neuer,GK,3,77.33
+2672,FC Bayern München,overall,355492,Konrad Laimer,DEF,4,66.75
+2672,FC Bayern München,overall,1063767,Ismael Saibari,FWD,5,61.8
+2672,FC Bayern München,overall,2427970,Bara Sapoko Ndiaye,MID,2,60.5
+2672,FC Bayern München,overall,1130647,Jonas Urbig,GK,2,53.5
+2672,FC Bayern München,overall,1861975,Lennart Karl,MID,3,44.33
+2672,FC Bayern München,overall,1010231,Jamal Musiala,MID,2,26.5
+2677,VfB Stuttgart,overall,906278,Josha Vagnoman,DEF,4,134.25
+2677,VfB Stuttgart,overall,983540,Tiago Tomás,FWD,2,131.5
+2677,VfB Stuttgart,overall,863271,Jeff Chabot,DEF,4,127.0
+2677,VfB Stuttgart,overall,878081,Ermedin Demirović,FWD,4,124.75
+2677,VfB Stuttgart,overall,794298,Deniz Undav,MID,4,117.75
+2677,VfB Stuttgart,overall,788949,Maximilian Mittelstädt,DEF,4,111.25
+2677,VfB Stuttgart,overall,901882,Angelo Stiller,MID,4,110.75
+2677,VfB Stuttgart,overall,1127790,Dženan Pejčinović,FWD,4,106.5
+2677,VfB Stuttgart,overall,253993,Grischa Prömel,MID,4,105.0
+2677,VfB Stuttgart,overall,1418649,Finn Jeltsch,DEF,4,102.25
+2677,VfB Stuttgart,overall,891510,Chris Führich,FWD,3,100.67
+2677,VfB Stuttgart,overall,152463,Fabian Bredlow,GK,4,92.0
+2677,VfB Stuttgart,overall,1126569,Bilal El Khannouss,MID,4,53.25
+2677,VfB Stuttgart,overall,1150938,Leo Sauer,FWD,2,31.5
+2677,VfB Stuttgart,overall,1979970,Ameen Al-Dakhil,DEF,2,27.5
+2677,VfB Stuttgart,overall,990201,Jamie Leweling,FWD,3,24.0
+2677,VfB Stuttgart,overall,916943,Ramon Hendriks,DEF,3,8.33
+2671,1. FC Köln,overall,1112327,Ísak Bergmann Jóhannesson,MID,3,133.0
+2671,1. FC Köln,overall,905381,Thijs Dallinga,FWD,2,120.5
+2671,1. FC Köln,overall,1800475,Said El Mala,FWD,2,119.5
+2671,1. FC Köln,overall,187185,Marvin Schwäbe,GK,3,77.33
+2671,1. FC Köln,overall,921033,Linton Maina,FWD,3,60.0
+2671,1. FC Köln,overall,930272,Tom Krauß,MID,3,59.67
+2671,1. FC Köln,overall,1402924,Jahmai Simpson-Pusey,DEF,3,57.67
+2671,1. FC Köln,overall,877544,Ragnar Ache,FWD,3,57.33
+2671,1. FC Köln,overall,827473,Luka Lochoshvili,DEF,3,57.0
+2671,1. FC Köln,overall,844942,Gideon Mensah,DEF,3,53.0
+2671,1. FC Köln,overall,839898,Alessio Castro-Montes,DEF,3,51.33
+2671,1. FC Köln,overall,1010726,Jan Uwe Thielmann,FWD,3,44.33
+2671,1. FC Köln,overall,1403192,Mikey Moore,FWD,1,40.0
+2671,1. FC Köln,overall,965950,Joel Schmied,DEF,2,23.5
+2671,1. FC Köln,overall,591706,Ellyes Skhiri,MID,3,22.67
+2671,1. FC Köln,overall,1411105,Paul Okon-Engstler,MID,3,22.67
+2671,1. FC Köln,overall,378340,Marius Bülter,FWD,3,21.0
+2671,1. FC Köln,overall,1601596,Reigan Heskey,FWD,1,-7.0
+2671,1. FC Köln,overall,858600,Imad Rondić,FWD,1,-13.0
+2569,TSG Hoffenheim,overall,987504,Patrick Wimmer,MID,5,99.6
+2569,TSG Hoffenheim,overall,857740,Ozan Kabak,DEF,4,88.25
+2569,TSG Hoffenheim,overall,138024,Vladimír Coufal,DEF,5,76.2
+2569,TSG Hoffenheim,overall,1180758,Adam Daghim,MID,5,74.8
+2569,TSG Hoffenheim,overall,1493305,Leon Avdullahu,MID,5,71.4
+2569,TSG Hoffenheim,overall,943550,Luca Philipp,GK,2,68.5
+2569,TSG Hoffenheim,overall,916946,Wouter Burger,MID,5,65.0
+2569,TSG Hoffenheim,overall,963801,Adam Hložek,FWD,5,61.6
+2569,TSG Hoffenheim,overall,1387012,Mats Rots,DEF,5,53.8
+2569,TSG Hoffenheim,overall,944899,Valentin Gendrey,DEF,3,48.33
+2569,TSG Hoffenheim,overall,1000269,Albian Hajdari,DEF,5,46.4
+2569,TSG Hoffenheim,overall,1014290,Tim Lemperle,FWD,4,41.5
+2569,TSG Hoffenheim,overall,1185359,Bambasé Conté,MID,5,34.4
+2569,TSG Hoffenheim,overall,1637689,Nathan De Cat,MID,5,34.2
+2569,TSG Hoffenheim,overall,40244,Oliver Baumann,GK,3,27.67
+2569,TSG Hoffenheim,overall,1861981,Natnael Abraha,DEF,3,22.67
+2569,TSG Hoffenheim,overall,2077300,Cajetan Lenz,MID,2,16.0
+2569,TSG Hoffenheim,overall,1418703,Max Moerstedt,FWD,5,9.4
+2569,TSG Hoffenheim,overall,828571,Bernardo,DEF,3,7.33
+2569,TSG Hoffenheim,overall,957615,Robin Hranáč,DEF,4,5.75
+2569,TSG Hoffenheim,overall,67647,Andrej Kramarić,FWD,2,-15.5
+2547,1. FC Union Berlin,overall,1086547,Leopold Querfeld,DEF,2,151.5
+2547,1. FC Union Berlin,overall,791642,Josip Juranović,DEF,3,109.0
+2547,1. FC Union Berlin,overall,1090010,Marin Ljubičić,FWD,3,97.0
+2547,1. FC Union Berlin,overall,1210666,Tom Alexander Rothe,DEF,3,86.0
+2547,1. FC Union Berlin,overall,1103765,Zeno Van Den Bosch,DEF,3,76.67
+2547,1. FC Union Berlin,overall,800252,Tim Skarke,MID,2,75.0
+2547,1. FC Union Berlin,overall,842718,Matheo Raab,GK,2,49.5
+2547,1. FC Union Berlin,overall,137692,Frederik Rønnow,GK,1,40.0
+2547,1. FC Union Berlin,overall,149479,Rani Khedira,MID,3,38.33
+2547,1. FC Union Berlin,overall,1198074,Aljoscha Kemlein,MID,3,38.0
+2547,1. FC Union Berlin,overall,927405,Woo-Yeong Jeong,MID,3,28.33
+2547,1. FC Union Berlin,overall,848074,Emmanuel Latte Lath,FWD,3,28.0
+2547,1. FC Union Berlin,overall,877302,András Schäfer,MID,3,27.33
+2547,1. FC Union Berlin,overall,1513469,Livan Burcu,MID,3,26.67
+2547,1. FC Union Berlin,overall,792142,Felix Uduokhai,DEF,1,23.0
+2547,1. FC Union Berlin,overall,48557,Christopher Trimmel,DEF,2,18.5
+2547,1. FC Union Berlin,overall,168985,Janik Haberer,MID,2,17.0
+2547,1. FC Union Berlin,overall,850891,Michel Aebischer,MID,3,7.67
+2674,Eintracht Frankfurt,overall,1440948,Can Uzun,MID,4,176.25
+2674,Eintracht Frankfurt,overall,1474296,Younes Ebnoutalib,FWD,4,160.0
+2674,Eintracht Frankfurt,overall,939830,Jonathan Burkardt,FWD,4,150.25
+2674,Eintracht Frankfurt,overall,66518,Mario Götze,MID,2,130.5
+2674,Eintracht Frankfurt,overall,1501641,Keita Kosugi,DEF,4,113.0
+2674,Eintracht Frankfurt,overall,581302,Robin Koch,DEF,4,110.25
+2674,Eintracht Frankfurt,overall,1898148,Ayoube Amaimouni Echghouyab,FWD,4,78.0
+2674,Eintracht Frankfurt,overall,1403018,Elias Baum,DEF,4,77.0
+2674,Eintracht Frankfurt,overall,1129862,Raphael Onyedika,MID,4,73.5
+2674,Eintracht Frankfurt,overall,1192318,Farès Chaïbi,MID,4,58.25
+2674,Eintracht Frankfurt,overall,2115909,Otavio,DEF,3,56.33
+2674,Eintracht Frankfurt,overall,988907,Lilian Brassier,DEF,1,48.0
+2674,Eintracht Frankfurt,overall,1134203,Kauã Santos,GK,2,41.5
+2674,Eintracht Frankfurt,overall,997012,Ansgar Knauff,FWD,2,37.0
+2674,Eintracht Frankfurt,overall,980626,Noah Atubolu,GK,2,32.5
+2674,Eintracht Frankfurt,overall,790965,Ritsu Doan,MID,2,8.0
+2674,Eintracht Frankfurt,overall,1977245,Love Arrhov,MID,3,4.33
+2674,Eintracht Frankfurt,overall,1957761,Malik Pimpong,FWD,3,4.0
+2674,Eintracht Frankfurt,overall,1149113,Oscar Højlund,MID,2,-4.0
+2674,Eintracht Frankfurt,overall,40239,Timothy Chandler,DEF,1,-12.0
+2556,1. FSV Mainz 05,overall,327755,Nadiem Amiri,MID,3,284.67
+2556,1. FSV Mainz 05,overall,822340,Phillip Tietz,FWD,3,281.0
+2556,1. FSV Mainz 05,overall,138126,Phillipp Mwene,MID,3,182.33
+2556,1. FSV Mainz 05,overall,152206,Dominik Kohr,DEF,2,180.5
+2556,1. FSV Mainz 05,overall,352544,Sheraldo Becker,FWD,3,156.67
+2556,1. FSV Mainz 05,overall,1130119,Fabio Gruber,DEF,3,149.67
+2556,1. FSV Mainz 05,overall,1028307,Kaishu Sano,MID,3,149.33
+2556,1. FSV Mainz 05,overall,537552,Jae-sung Lee,MID,3,137.33
+2556,1. FSV Mainz 05,overall,134778,Alexander Schwolow,GK,1,130.0
+2556,1. FSV Mainz 05,overall,174345,Robin Zentner,GK,2,119.0
+2556,1. FSV Mainz 05,overall,846471,Anthony Caci,MID,3,115.33
+2556,1. FSV Mainz 05,overall,355486,Stefan Posch,DEF,1,112.0
+2556,1. FSV Mainz 05,overall,97926,Danny da Costa,DEF,3,100.0
+2556,1. FSV Mainz 05,overall,1012235,Ransford Yeboah Königsdörffer,FWD,3,90.67
+2556,1. FSV Mainz 05,overall,1548910,Kacper Potulski,DEF,3,64.0
+2556,1. FSV Mainz 05,overall,1175898,Otto Ruoppi,MID,3,47.33
+2556,1. FSV Mainz 05,overall,157377,Silvan Widmer,DEF,2,33.0
+2556,1. FSV Mainz 05,overall,893962,Lennard Maloney,MID,1,23.0
+2556,1. FSV Mainz 05,overall,2650701,Rael Nakuzola,DEF,1,23.0
+2561,SC Paderborn 07,overall,1152342,Jano Ter-Horst,DEF,3,114.67
+2561,SC Paderborn 07,overall,1199101,Santiago Castañeda,MID,3,114.33
+2561,SC Paderborn 07,overall,1083387,Mattes Hansen,DEF,3,96.33
+2561,SC Paderborn 07,overall,981788,Laurin Curda,MID,3,87.0
+2561,SC Paderborn 07,overall,1129940,Gabriel Vidović,MID,3,76.33
+2561,SC Paderborn 07,overall,1048651,Nahuel Noll,GK,2,74.0
+2561,SC Paderborn 07,overall,1137717,Tjark Lasse Scheller,DEF,3,65.67
+2561,SC Paderborn 07,overall,1167764,Stefano Marino,FWD,3,63.67
+2561,SC Paderborn 07,overall,907685,Oliver Batista Meier,MID,2,63.5
+2561,SC Paderborn 07,overall,1152486,Laurin Ulrich,MID,3,60.67
+2561,SC Paderborn 07,overall,820465,Raphael Obermair,MID,3,49.0
+2561,SC Paderborn 07,overall,826884,Steffen Tigges,FWD,3,34.0
+2561,SC Paderborn 07,overall,909485,Marvin Pieringer,FWD,2,24.5
+2561,SC Paderborn 07,overall,2020672,Clemens Lippmann,MID,2,21.0
+2561,SC Paderborn 07,overall,1517850,Jonah Sticker,DEF,3,13.0
+2561,SC Paderborn 07,overall,991824,Rayan Philippe,FWD,1,9.0
+2561,SC Paderborn 07,overall,2076815,Niklas Mohr,DEF,1,-12.0
+36360,RB Leipzig,overall,856553,Ridle Baku,DEF,5,133.8
+36360,RB Leipzig,overall,136924,Willi Orbán,DEF,5,125.0
+36360,RB Leipzig,overall,1121923,Antonio Nusa,FWD,4,123.5
+36360,RB Leipzig,overall,1198075,Brajan Gruda,FWD,4,107.75
+36360,RB Leipzig,overall,1048650,Rocco Reitz,MID,3,94.33
+36360,RB Leipzig,overall,976421,Castello Lukeba,DEF,4,93.0
+36360,RB Leipzig,overall,1155383,Ezechiel Banzuzi,MID,5,89.8
+36360,RB Leipzig,overall,1117223,Maxime Estève,DEF,2,88.0
+36360,RB Leipzig,overall,856076,David Raum,DEF,5,78.4
+36360,RB Leipzig,overall,769333,Christopher Nkunku,FWD,2,70.0
+36360,RB Leipzig,overall,934385,Maarten Vandevoordt,GK,5,68.2
+36360,RB Leipzig,overall,1426577,Tidiam Gomis,FWD,5,62.4
+36360,RB Leipzig,overall,976575,Nicolas Seiwald,MID,5,52.2
+36360,RB Leipzig,overall,1146250,Max Finkgräfe,DEF,3,46.0
+36360,RB Leipzig,overall,319857,Benjamin Henrichs,DEF,4,30.0
+36360,RB Leipzig,overall,1406171,Andrija Maksimović,MID,3,23.67
+36360,RB Leipzig,overall,1088896,Johan Bakayoko,FWD,5,23.6
+36360,RB Leipzig,overall,1128530,Neil El Aynaoui,MID,1,22.0
+36360,RB Leipzig,overall,2269705,Samba Konaté,FWD,3,-5.33
+36360,RB Leipzig,overall,1414933,Marc Guiu,FWD,1,-15.0
+2527,Borussia M'gladbach,overall,1142210,Hugo Bolin,MID,3,214.0
+2527,Borussia M'gladbach,overall,897334,Daiki Hashioka,DEF,2,141.0
+2527,Borussia M'gladbach,overall,939880,Philipp Sander,MID,3,109.33
+2527,Borussia M'gladbach,overall,1083382,Lukas Ullrich,DEF,3,98.33
+2527,Borussia M'gladbach,overall,95381,Kevin Stöger,MID,2,98.0
+2527,Borussia M'gladbach,overall,280453,Franck Honorat,MID,3,93.33
+2527,Borussia M'gladbach,overall,1995809,Wael Mohya,MID,3,91.67
+2527,Borussia M'gladbach,overall,578166,Moritz Nicolas,GK,3,77.33
+2527,Borussia M'gladbach,overall,583806,Kevin Diks,DEF,3,72.33
+2527,Borussia M'gladbach,overall,1002920,Joe Scally,DEF,2,68.0
+2527,Borussia M'gladbach,overall,1823942,Jan Leszczyński,DEF,2,60.0
+2527,Borussia M'gladbach,overall,876858,Robin Hack,MID,3,50.0
+2527,Borussia M'gladbach,overall,798175,Isac Lidberg,FWD,3,28.67
+2527,Borussia M'gladbach,overall,790989,Ko Itakura,DEF,3,22.0
+2527,Borussia M'gladbach,overall,877835,Nicolas-Gerrit Kühn,FWD,1,21.0
+2527,Borussia M'gladbach,overall,228981,Tim Kleindienst,FWD,2,16.5
+2527,Borussia M'gladbach,overall,997178,David Herold,DEF,3,12.67
+2527,Borussia M'gladbach,overall,1861977,Mathieu Nguefack,MID,2,7.0
+2598,SV 07 Elversberg,overall,1414916,Francis Onyeka,MID,3,143.33
+2598,SV 07 Elversberg,overall,1153365,Maurice Krattenmacher,MID,2,134.0
+2598,SV 07 Elversberg,overall,960017,Lukas Petkov,MID,3,121.33
+2598,SV 07 Elversberg,overall,990105,Lukas Finn Pinckert,DEF,2,116.0
+2598,SV 07 Elversberg,overall,1215028,Felix Keidel,MID,3,114.33
+2598,SV 07 Elversberg,overall,1432398,David Mokwa,FWD,3,101.33
+2598,SV 07 Elversberg,overall,1017574,Noel Futkeu,FWD,1,97.0
+2598,SV 07 Elversberg,overall,846398,Maximilian Rohr,DEF,3,87.33
+2598,SV 07 Elversberg,overall,1134578,Cole Campbell,MID,3,84.0
+2598,SV 07 Elversberg,overall,1131080,Nicolas Kristof,GK,3,83.0
+2598,SV 07 Elversberg,overall,254133,Luca Schnellbacher,MID,2,81.0
+2598,SV 07 Elversberg,overall,942336,Łukasz Poręba,MID,3,72.33
+2598,SV 07 Elversberg,overall,254411,Jan Gyamerah,DEF,3,61.67
+2598,SV 07 Elversberg,overall,787816,Florian Yves Le Joncour,DEF,2,57.0
+2598,SV 07 Elversberg,overall,900264,Nicholas Mickelson,DEF,2,40.5
+2598,SV 07 Elversberg,overall,997175,Lasse Günther,DEF,3,35.0
+2598,SV 07 Elversberg,overall,964603,Luca Sirch,DEF,3,23.67
+2598,SV 07 Elversberg,overall,817978,Amara Condé,MID,2,14.5
+2598,SV 07 Elversberg,overall,1469995,Noah Darvich,MID,2,14.0
+2681,Bayer 04 Leverkusen,overall,1407524,Ibrahim Maza,MID,4,166.0
+2681,Bayer 04 Leverkusen,overall,280609,Patrik Schick,FWD,4,139.25
+2681,Bayer 04 Leverkusen,overall,796047,Aleix García,MID,4,129.75
+2681,Bayer 04 Leverkusen,overall,908716,Miguel Gutiérrez,DEF,4,123.0
+2681,Bayer 04 Leverkusen,overall,1003012,Ezequiel Fernández,MID,4,101.75
+2681,Bayer 04 Leverkusen,overall,1215906,Afonso Moreira,MID,4,88.75
+2681,Bayer 04 Leverkusen,overall,1003339,Jarell Quansah,DEF,3,88.67
+2681,Bayer 04 Leverkusen,overall,860307,Facundo Medina,DEF,3,87.67
+2681,Bayer 04 Leverkusen,overall,2029648,Christian Kofane,FWD,4,83.5
+2681,Bayer 04 Leverkusen,overall,920379,Nathan Tella,FWD,2,83.0
+2681,Bayer 04 Leverkusen,overall,883262,Edmond Tapsoba,DEF,4,81.0
+2681,Bayer 04 Leverkusen,overall,978521,Victor Okoh Boniface,FWD,2,72.5
+2681,Bayer 04 Leverkusen,overall,171919,Mark Flekken,GK,3,72.33
+2681,Bayer 04 Leverkusen,overall,975798,Malik Tillman,MID,4,71.75
+2681,Bayer 04 Leverkusen,overall,255239,Lucas Vázquez,DEF,4,61.0
+2681,Bayer 04 Leverkusen,overall,1006489,Loïc Badé,DEF,4,60.0
+2681,Bayer 04 Leverkusen,overall,855817,Moussa Diaby,FWD,1,36.0
+2681,Bayer 04 Leverkusen,overall,168903,Robert Andrich,MID,1,29.0
+2673,Borussia Dortmund,overall,328027,Serhou Guirassy,FWD,4,166.75
+2673,Borussia Dortmund,overall,799046,Waldemar Anton,DEF,5,131.2
+2673,Borussia Dortmund,overall,954076,Fábio Silva,FWD,4,124.5
+2673,Borussia Dortmund,overall,1021272,Daniel Svensson,DEF,5,112.4
+2673,Borussia Dortmund,overall,1861666,Samuele Inacio,FWD,3,98.67
+2673,Borussia Dortmund,overall,1002007,Giannis Konstantelias,FWD,2,98.0
+2673,Borussia Dortmund,overall,850816,Joey Veerman,MID,5,87.4
+2673,Borussia Dortmund,overall,556866,Gregor Kobel,GK,4,86.75
+2673,Borussia Dortmund,overall,800951,Julian Ryerson,MID,5,80.0
+2673,Borussia Dortmund,overall,1137131,Filippo Mané,DEF,3,79.33
+2673,Borussia Dortmund,overall,133908,Marcel Sabitzer,FWD,5,72.8
+2673,Borussia Dortmund,overall,1471049,Joane Gadou,DEF,4,71.0
+2673,Borussia Dortmund,overall,1401702,Ethan Nwaneri,MID,2,68.0
+2673,Borussia Dortmund,overall,980628,Maximilian Beier,MID,5,64.6
+2673,Borussia Dortmund,overall,1468744,Konstantinos Karetsas,FWD,5,64.2
+2673,Borussia Dortmund,overall,907463,Felix Nmecha,MID,5,59.6
+2673,Borussia Dortmund,overall,1134083,Jobe Bellingham,MID,4,57.5
+2673,Borussia Dortmund,overall,994556,Carney Chukwuemeka,MID,2,54.0
+2673,Borussia Dortmund,overall,1937833,Luca Reggiani,DEF,2,38.0
+2673,Borussia Dortmund,overall,1887796,Kauã Prates,DEF,3,36.67
+2676,Hamburger SV,overall,1000263,Albert Grønbæk,FWD,3,95.0
+2676,Hamburger SV,overall,826167,Sebastiaan Bornauw,DEF,3,54.33
+2676,Hamburger SV,overall,1064305,Nicolai Remberg,MID,3,54.0
+2676,Hamburger SV,overall,842526,Bakery Jatta,MID,2,50.0
+2676,Hamburger SV,overall,2204961,Shafiq Nandja,DEF,2,48.5
+2676,Hamburger SV,overall,901892,Albert Sambi Lokonga,MID,2,46.5
+2676,Hamburger SV,overall,973564,Nicolás Capaldo,DEF,3,39.0
+2676,Hamburger SV,overall,865057,Patson Daka,FWD,3,34.0
+2676,Hamburger SV,overall,113442,Daniel Fernandes,GK,2,22.5
+2676,Hamburger SV,overall,1158529,Martin Adeline,FWD,3,15.33
+2676,Hamburger SV,overall,1031283,David Møller Wolfe,MID,1,11.0
+2676,Hamburger SV,overall,1568535,Otto Stange,FWD,3,8.0
+2676,Hamburger SV,overall,1129527,Bilal Nadir,MID,3,6.0
+2676,Hamburger SV,overall,135264,Yussuf Poulsen,FWD,2,0.5
+2676,Hamburger SV,overall,904835,Fábio Vieira,MID,1,-6.0
+2676,Hamburger SV,overall,801003,Jordan Torunarigha,DEF,2,-9.0
+2676,Hamburger SV,overall,894396,Terem Moffi,FWD,2,-10.0
+2676,Hamburger SV,overall,1134470,Zakaria El Ouahdi,MID,1,-33.0
+2538,SC Freiburg,overall,1019321,Igor Matanović,FWD,5,204.8
+2538,SC Freiburg,overall,142259,Matthias Ginter,DEF,5,189.0
+2538,SC Freiburg,overall,569784,Maximilian Eggestein,MID,5,147.4
+2538,SC Freiburg,overall,1131002,Derry Scherhant,MID,5,131.4
+2538,SC Freiburg,overall,1020422,Yuito Suzuki,MID,5,121.4
+2538,SC Freiburg,overall,1131339,Jordy Makengo,DEF,4,110.0
+2538,SC Freiburg,overall,1508537,Cyriaque Irié,FWD,4,99.5
+2538,SC Freiburg,overall,142525,Lukas Kübler,DEF,3,93.0
+2538,SC Freiburg,overall,979820,Philipp Treu,DEF,4,80.5
+2538,SC Freiburg,overall,576266,Philipp Lienhart,DEF,5,79.8
+2538,SC Freiburg,overall,836711,Jan-Niklas Beste,MID,4,78.75
+2538,SC Freiburg,overall,990209,Yannick Engelhardt,MID,4,77.0
+2538,SC Freiburg,overall,1131337,Maximilian Rosenfelder,DEF,3,75.67
+2538,SC Freiburg,overall,171961,Vincenzo Grifo,MID,4,68.75
+2538,SC Freiburg,overall,280009,Lucas Höler,FWD,3,68.67
+2538,SC Freiburg,overall,142231,Christian Günter,DEF,2,55.5
+2538,SC Freiburg,overall,1391315,Keisuke Goto,FWD,5,55.4
+2538,SC Freiburg,overall,1083390,Mio Backhaus,GK,5,48.0
+2538,SC Freiburg,overall,1195724,Berkay Yılmaz,DEF,2,24.0
+2534,SV Werder Bremen,overall,815612,Marco Grüll,MID,3,150.0
+2534,SV Werder Bremen,overall,960114,Olivier Deman,DEF,3,133.67
+2534,SV Werder Bremen,overall,996940,Youri Regeer,MID,1,116.0
+2534,SV Werder Bremen,overall,893586,Ludovit Reis,MID,3,104.0
+2534,SV Werder Bremen,overall,851254,Amos Pieper,DEF,3,99.67
+2534,SV Werder Bremen,overall,132645,Niclas Füllkrug,FWD,3,97.33
+2534,SV Werder Bremen,overall,825771,Marco Friedl,DEF,3,94.67
+2534,SV Werder Bremen,overall,1141977,Dariusz Stalmach,MID,2,79.5
+2534,SV Werder Bremen,overall,1137584,Chuki,MID,3,60.67
+2534,SV Werder Bremen,overall,2160258,Paul Erevbenagie,FWD,2,59.0
+2534,SV Werder Bremen,overall,1067120,Eren Dinkçi,MID,2,54.5
+2534,SV Werder Bremen,overall,1568521,Mick Schmetgens,DEF,3,51.33
+2534,SV Werder Bremen,overall,991591,Karl Hein,GK,2,44.0
+2534,SV Werder Bremen,overall,826171,Senne Lynen,MID,2,44.0
+2534,SV Werder Bremen,overall,1174761,Arthur,DEF,1,39.0
+2534,SV Werder Bremen,overall,1005343,Justin Njinmah,FWD,2,37.5
+2534,SV Werder Bremen,overall,352290,Cédric Itten,FWD,3,33.67
+2534,SV Werder Bremen,overall,1864786,Salim Musah,FWD,3,12.0
+2600,FC Augsburg,overall,1129365,Anton Kade,FWD,2,225.5
+2600,FC Augsburg,overall,822877,Alexis Claude-Maurice,MID,1,162.0
+2600,FC Augsburg,overall,929620,Fabian Rieder,MID,3,151.33
+2600,FC Augsburg,overall,963198,Chrislain Matsima,DEF,3,135.0
+2600,FC Augsburg,overall,822564,Finn Dahmen,GK,3,128.33
+2600,FC Augsburg,overall,1597260,Noahkai Banks,DEF,3,122.0
+2600,FC Augsburg,overall,254119,Marius Wolf,DEF,3,121.0
+2600,FC Augsburg,overall,111483,Michael Gregoritsch,FWD,3,119.0
+2600,FC Augsburg,overall,927340,Han-Noah Massengo,MID,3,115.33
+2600,FC Augsburg,overall,1864760,Hennes Behrens,DEF,3,95.33
+2600,FC Augsburg,overall,1128792,Calvin Brackelmann,DEF,2,93.5
+2600,FC Augsburg,overall,860461,Robin Fellhauer,MID,3,89.67
+2600,FC Augsburg,overall,1215904,Rodrigo Ribeiro,FWD,3,68.67
+2600,FC Augsburg,overall,1142248,Arijon Ibrahimović,FWD,1,65.0
+2600,FC Augsburg,overall,1019333,Young-woo Seol,DEF,2,49.5
+2600,FC Augsburg,overall,1390682,Mert Kömür,MID,3,45.33
+2600,FC Augsburg,overall,877842,Yannik Keitel,MID,2,31.5
+2600,FC Augsburg,overall,146853,Jeffrey Gouweleeuw,DEF,2,25.5
+2530,FC Schalke 04,overall,14990,Edin Džeko,FWD,3,106.67
+2530,FC Schalke 04,overall,962877,Adil Aouchiche,MID,4,66.0
+2530,FC Schalke 04,overall,852096,Hasan Kuruçay,DEF,4,64.0
+2530,FC Schalke 04,overall,861980,Moussa Sylla,FWD,4,63.5
+2530,FC Schalke 04,overall,1083338,Soufiane El-Faouzi,MID,4,63.5
+2530,FC Schalke 04,overall,174135,Loris Karius,GK,4,58.25
+2530,FC Schalke 04,overall,869883,Dejan Ljubičić,MID,4,57.75
+2530,FC Schalke 04,overall,831488,Nikola Katić,DEF,4,54.75
+2530,FC Schalke 04,overall,814735,Timo Becker,DEF,4,47.75
+2530,FC Schalke 04,overall,902381,Junior Adamu,FWD,3,43.0
+2530,FC Schalke 04,overall,377118,Robin Gosens,DEF,3,42.0
+2530,FC Schalke 04,overall,981067,Satoshi Tanaka,MID,3,38.33
+2530,FC Schalke 04,overall,1195734,Vitalie Becker,DEF,4,18.75
+2530,FC Schalke 04,overall,168943,Kenan Karaman,FWD,1,17.0
+2530,FC Schalke 04,overall,904994,Eric Ebimbe,DEF,3,3.67
+2530,FC Schalke 04,overall,872358,Ron Schallenberg,MID,3,3.33
+2530,FC Schalke 04,overall,2255221,Luca Vozar,MID,2,1.5
+2530,FC Schalke 04,overall,1195798,Mertcan Ayhan,DEF,4,-5.75
+2530,FC Schalke 04,overall,794962,Maximilian Wöber,DEF,3,-22.33
diff --git a/outputs/sofascore/player_kickbase_point_averages/overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.json b/outputs/sofascore/player_kickbase_point_averages/overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.json
new file mode 100644
index 0000000..2eefc92
--- /dev/null
+++ b/outputs/sofascore/player_kickbase_point_averages/overall_player_kickbase_point_averages_2026-09-10_13-07-08_654246+0200.json
@@ -0,0 +1,158903 @@
+{
+  "generated_at": "2026-09-10T13:07:08+02:00",
+  "source_file": "team_form_2026-09-10_13-03-24_642850+0200.json",
+  "category": "overall",
+  "eligibility": {
+    "bundesliga_matchday": 3,
+    "appearance_definition": "starter or player recorded as substituted on",
+    "minimum_appearances": 2,
+    "latest_match_exception": true,
+    "latest_two_matches_exception": false
+  },
+  "scoring_policy": {
+    "big_chance_created_points": 15,
+    "ignored_metric_ids": [
+      "big_chance_zero",
+      "secondary_assist",
+      "own_goal_forced",
+      "deflected_assist",
+      "deadly_pass",
+      "rebound_assist",
+      "woodwork_assist",
+      "dive_save",
+      "last_man_tackle",
+      "challenged_collection",
+      "keeper_sweeper",
+      "dive_catch",
+      "standing_saved",
+      "unchallenged_collection",
+      "corner_won",
+      "cross_blocked",
+      "accurate_throw",
+      "cross_block_possession",
+      "cross_not_claimed",
+      "incorrect_throw_in"
+    ],
+    "woodwork_group": {
+      "metric_ids": [
+        "post_label_crossbar",
+        "left_post",
+        "right_post"
+      ],
+      "awarded_as": "post_label_crossbar",
+      "points": 10
+    },
+    "confidence_labels": {
+      "direct": "direct SofaScore field or event",
+      "derived": "reconstructed from multiple SofaScore payloads",
+      "proxy": "aggregate or location-based approximation",
+      "conditional": "awarded only when SofaScore emits the matching label"
+    }
+  },
+  "source_url_templates": {
+    "lineups": "https://www.sofascore.com/api/v1/event/{match_id}/lineups",
+    "incidents": "https://www.sofascore.com/api/v1/event/{match_id}/incidents",
+    "shotmap": "https://www.sofascore.com/api/v1/event/{match_id}/shotmap"
+  },
+  "teams": {
+    "2672": {
+      "team": "FC Bayern München",
+      "overall": {
+        "players": [
+          {
+            "player_id": 978838,
+            "player_name": "Michael Olise",
+            "position": "MID",
+            "appearance_count": 5,
+            "average_calculated_kickbase_points": 191.2,
+            "match_calculations": [
+              {
+                "match_id": 16248441,
+                "calculated_kickbase_points": 241,
+                "awards": [
+                  {
+                    "metric_id": "contest_won",
+                    "count": 4,
+                    "points_per_action": 5,
+                    "points": 20,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.wonContest",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "accurate_long_ball",
+                    "count": 1,
+                    "points_per_action": 1,
+                    "points": 1,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.accurateLongBalls",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "big_chance_missed",
+                    "count": 2,
+                    "points_per_action": -15,
+                    "points": -30,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.bigChanceMissed",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "shot_assist",
+                    "count": 4,
+                    "points_per_action": 5,
+                    "points": 20,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.keyPass",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "forward_zone_pass",
+                    "count": 33,
+                    "points_per_action": 1,
+                    "points": 33,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.accurateOppositionHalfPasses",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "fouled_opponent_half",
+                    "count": 4,
+                    "points_per_action": 1,
+                    "points": 4,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.wasFouled",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "overrun",
+                    "count": 1,
+                    "points_per_action": -1,
+                    "points": -1,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.unsuccessfulTouch",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "possession_lost",
+                    "count": 19,
+                    "points_per_action": -1,
+                    "points": -19,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.possessionLostCtrl",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "starting_eleven",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "lineups",
+                    "sofascore_metric": "substitute=false",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "minutes_bonus",
+                    "count": 1,
+                    "points_per_action": 10,
+                    "points": 10,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.minutesPlayed",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "assist",
+                    "count": 1,
+                    "points_per_action": 35,
+                    "points": 35,
+                    "source": "incidents",
+                    "sofascore_metric": "goal.assist1",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "goal",
+                    "count": 1,
+                    "points_per_action": 90,
+                    "points": 90,
+                    "source": "incidents",
+                    "sofascore_metric": "incidentType=goal.player",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "team_goal",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "team_goal",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "goal_conceded",
+                    "count": 1,
+                    "points_per_action": -5,
+                    "points": -5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "game_won",
+                    "count": 1,
+                    "points_per_action": 15,
+                    "points": 15,
+                    "source": "incidents",
+                    "sofascore_metric": "FT score",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "shot_on_goal",
+                    "count": 1,
+                    "points_per_action": 12,
+                    "points": 12,
+                    "source": "shotmap",
+                    "sofascore_metric": "shotType=save",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "shot_on_goal",
+                    "count": 1,
+                    "points_per_action": 12,
+                    "points": 12,
+                    "source": "shotmap",
+                    "sofascore_metric": "shotType=save",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "shot_on_goal",
+                    "count": 1,
+                    "points_per_action": 12,
+                    "points": 12,
+                    "source": "shotmap",
+                    "sofascore_metric": "shotType=goal",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "far_shot_miss",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "shotmap",
+                    "sofascore_metric": "shotType=miss; goalMouthLocation=high-left",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "shot_on_goal",
+                    "count": 1,
+                    "points_per_action": 12,
+                    "points": 12,
+                    "source": "shotmap",
+                    "sofascore_metric": "shotType=save",
+                    "confidence": "direct"
+                  }
+                ]
+              },
+              {
+                "match_id": 16287047,
+                "calculated_kickbase_points": 303,
+                "awards": [
+                  {
+                    "metric_id": "big_chance_created",
+                    "count": 2,
+                    "points_per_action": 15,
+                    "points": 30,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.bigChanceCreated",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "ball_intercepted",
+                    "count": 2,
+                    "points_per_action": 5,
+                    "points": 10,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.interceptionWon",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "contest_won",
+                    "count": 5,
+                    "points_per_action": 5,
+                    "points": 25,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.wonContest",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "tackle_won",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.wonTackle",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "cross",
+                    "count": 2,
+                    "points_per_action": 3,
+                    "points": 6,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.accurateCross",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "accurate_long_ball",
+                    "count": 2,
+                    "points_per_action": 1,
+                    "points": 2,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.accurateLongBalls",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "foul",
+                    "count": 2,
+                    "points_per_action": -2,
+                    "points": -4,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.fouls",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "shot_assist",
+                    "count": 6,
+                    "points_per_action": 5,
+                    "points": 30,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.keyPass",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "forward_zone_pass",
+                    "count": 44,
+                    "points_per_action": 1,
+                    "points": 44,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.accurateOppositionHalfPasses",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "interception_outside_box",
+                    "count": 2,
+                    "points_per_action": 1,
+                    "points": 2,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.interceptionWon",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "fouled_opponent_half",
+                    "count": 3,
+                    "points_per_action": 1,
+                    "points": 3,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.wasFouled",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "overrun",
+                    "count": 5,
+                    "points_per_action": -1,
+                    "points": -5,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.unsuccessfulTouch",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "possession_lost",
+                    "count": 27,
+                    "points_per_action": -1,
+                    "points": -27,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.possessionLostCtrl",
+                    "confidence": "proxy"
+                  },
+                  {
+                    "metric_id": "starting_eleven",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "lineups",
+                    "sofascore_metric": "substitute=false",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "minutes_bonus",
+                    "count": 1,
+                    "points_per_action": 8,
+                    "points": 8,
+                    "source": "lineups",
+                    "sofascore_metric": "statistics.minutesPlayed",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "goal",
+                    "count": 1,
+                    "points_per_action": 90,
+                    "points": 90,
+                    "source": "incidents",
+                    "sofascore_metric": "incidentType=goal.player",
+                    "confidence": "direct"
+                  },
+                  {
+                    "metric_id": "goal_conceded",
+                    "count": 1,
+                    "points_per_action": -5,
+                    "points": -5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "team_goal",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "team_goal",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "team_goal",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "team_goal",
+                    "count": 1,
+                    "points_per_action": 5,
+                    "points": 5,
+                    "source": "incidents",
+                    "sofascore_metric": "goal incident + on-pitch interval",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "game_won",
+                    "count": 1,
+                    "points_per_action": 15,
+                    "points": 15,
+                    "source": "incidents",
+                    "sofascore_metric": "FT score",
+                    "confidence": "derived"
+                  },
+                  {
+                    "metric_id": "shot_on_goal",
+                    "count": 1,
+                    "points_per_action": 12,
+                    "points": 12,
+                    "source": "shotmap",
+                    "sofascore_metric": "shotType=goal",
+                    "confidence": "direct"
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+                    "points_per_action": -15,
+                    "points": -15,
+                    "source": "incidents",
+                    "sofascore_metric": "FT score",
+                    "confidence": "derived"
+                  }
+                ]
+              }
+            ]
+          }
+        ]
+      }
+    }
+  },
+  "failed_matches": [
+    {
+      "match_id": 16569180,
+      "team_id": 2677,
+      "team": "VfB Stuttgart",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16659200,
+      "team_id": 2671,
+      "team": "1. FC Köln",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16408303,
+      "team_id": 2671,
+      "team": "1. FC Köln",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16739436,
+      "team_id": 2547,
+      "team": "1. FC Union Berlin",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16404063,
+      "team_id": 2547,
+      "team": "1. FC Union Berlin",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16570790,
+      "team_id": 2674,
+      "team": "Eintracht Frankfurt",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16739557,
+      "team_id": 2556,
+      "team": "1. FSV Mainz 05",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16435459,
+      "team_id": 2556,
+      "team": "1. FSV Mainz 05",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16489897,
+      "team_id": 2561,
+      "team": "SC Paderborn 07",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16489645,
+      "team_id": 2561,
+      "team": "SC Paderborn 07",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16569177,
+      "team_id": 2527,
+      "team": "Borussia M'gladbach",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16284993,
+      "team_id": 2527,
+      "team": "Borussia M'gladbach",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16575693,
+      "team_id": 2598,
+      "team": "SV 07 Elversberg",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16400338,
+      "team_id": 2598,
+      "team": "SV 07 Elversberg",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16439190,
+      "team_id": 2681,
+      "team": "Bayer 04 Leverkusen",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16739388,
+      "team_id": 2676,
+      "team": "Hamburger SV",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16568546,
+      "team_id": 2676,
+      "team": "Hamburger SV",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16570791,
+      "team_id": 2534,
+      "team": "SV Werder Bremen",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16899911,
+      "team_id": 2534,
+      "team": "SV Werder Bremen",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16408267,
+      "team_id": 2600,
+      "team": "FC Augsburg",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16404067,
+      "team_id": 2600,
+      "team": "FC Augsburg",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    },
+    {
+      "match_id": 16400194,
+      "team_id": 2530,
+      "team": "FC Schalke 04",
+      "category": "overall",
+      "error": "KickbaseApproximationError: Shot-map response has no shotmap list."
+    }
+  ]
+}
diff --git a/outputs/sofascore/team_form/team_form_2026-09-09_13-31-46_693431+0200.json b/outputs/sofascore/team_form/team_form_2026-09-09_13-31-46_693431+0200.json
new file mode 100644
index 0000000..a2f117c
--- /dev/null
+++ b/outputs/sofascore/team_form/team_form_2026-09-09_13-31-46_693431+0200.json
@@ -0,0 +1,2588 @@
+{
+  "2026-09-09T13:31:46.693431+02:00": {
+    "2672": {
+      "team": "FC Bayern München",
+      "overall_form": "WWWWD",
+      "bundesliga_form": "DWWWD",
+      "overall_matches": [
+        {
+          "match_id": 16849740,
+          "date": "2026-08-18T16:00:00+00:00",
+          "timestamp": 1787068800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Heidenheim",
+          "home_team_id": 5885,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 2,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16248441,
+          "date": "2026-08-22T18:30:00+00:00",
+          "timestamp": 1787423400,
+          "competition": "Supercup",
+          "unique_tournament_id": 799,
+          "home_team": "Borussia Dortmund",
+          "home_team_id": 2673,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 1,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16287047,
+          "date": "2026-09-02T18:45:00+00:00",
+          "timestamp": 1788374700,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "VfL Osnabrück",
+          "home_team_id": 2581,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 14065232,
+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "1. FC Heidenheim",
+          "away_team_id": 5885,
+          "home_score": 3,
+          "away_score": 3,
+          "result": "D"
+        },
+        {
+          "match_id": 14065251,
+          "date": "2026-05-09T16:30:00+00:00",
+          "timestamp": 1778344200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfL Wolfsburg",
+          "home_team_id": 2524,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 14065556,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ]
+    },
+    "2677": {
+      "team": "VfB Stuttgart",
+      "overall_form": "WLWLW",
+      "bundesliga_form": "DWDLW",
+      "overall_matches": [
+        {
+          "match_id": 16357238,
+          "date": "2026-08-08T15:00:00+00:00",
+          "timestamp": 1786201200,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "Everton",
+          "away_team_id": 48,
+          "home_score": 3,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16569180,
+          "date": "2026-08-15T15:00:00+00:00",
+          "timestamp": 1786806000,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "Fulham",
+          "home_team_id": 43,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 1,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16287048,
+          "date": "2026-08-21T18:45:00+00:00",
+          "timestamp": 1787337900,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "FC Hansa Rostock",
+          "home_team_id": 2533,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 0,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 4,
+          "away_score": 1,
+          "result": "W"
+        }
+      ],
+      "bundesliga_matches": [
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+          "match_id": 14065244,
+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "TSG Hoffenheim",
+          "home_team_id": 2569,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 3,
+          "away_score": 3,
+          "result": "D"
+        },
+        {
+          "match_id": 14065248,
+          "date": "2026-05-09T13:30:00+00:00",
+          "timestamp": 1778333400,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
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+          "away_team": "Bayer 04 Leverkusen",
+          "away_team_id": 2681,
+          "home_score": 3,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 14065560,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
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+          "home_score": 4,
+          "away_score": 1,
+          "result": "W"
+        }
+      ]
+    },
+    "2671": {
+      "team": "1. FC Köln",
+      "overall_form": "DWWWL",
+      "bundesliga_form": "DLLWL",
+      "overall_matches": [
+        {
+          "match_id": 16659200,
+          "date": "2026-07-31T10:00:00+00:00",
+          "timestamp": 1785492000,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "Hertha BSC",
+          "away_team_id": 2528,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16408303,
+          "date": "2026-08-08T13:30:00+00:00",
+          "timestamp": 1786195800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "Real Sociedad",
+          "away_team_id": 2824,
+          "home_score": 2,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16287059,
+          "date": "2026-08-24T16:00:00+00:00",
+          "timestamp": 1787587200,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "FC Würzburger Kickers",
+          "home_team_id": 23947,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 1,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434022,
+          "date": "2026-08-29T13:30:00+00:00",
+          "timestamp": 1788010200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "TSG Hoffenheim",
+          "away_team_id": 2569,
+          "home_score": 3,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 4,
+          "away_score": 1,
+          "result": "L"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 14065242,
+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Union Berlin",
+          "home_team_id": 2547,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 14065253,
+          "date": "2026-05-10T15:30:00+00:00",
+          "timestamp": 1778427000,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "1. FC Heidenheim",
+          "away_team_id": 5885,
+          "home_score": 1,
+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 14065556,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
+          "match_id": 16434022,
+          "date": "2026-08-29T13:30:00+00:00",
+          "timestamp": 1788010200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "TSG Hoffenheim",
+          "away_team_id": 2569,
+          "home_score": 3,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 4,
+          "away_score": 1,
+          "result": "L"
+        }
+      ]
+    },
+    "2569": {
+      "team": "TSG Hoffenheim",
+      "overall_form": "LDWLL",
+      "bundesliga_form": "DWLLL",
+      "overall_matches": [
+        {
+          "match_id": 16439188,
+          "date": "2026-08-15T14:00:00+00:00",
+          "timestamp": 1786802400,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "Tottenham Hotspur",
+          "home_team_id": 33,
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+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "W"
+        },
+        {
+          "match_id": 16434021,
+          "date": "2026-09-06T15:30:00+00:00",
+          "timestamp": 1788708600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        }
+      ],
+      "bundesliga_matches": [
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+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+          "home_team": "SV Werder Bremen",
+          "home_team_id": 2534,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 3,
+          "result": "W"
+        },
+        {
+          "match_id": 14065249,
+          "date": "2026-05-09T13:30:00+00:00",
+          "timestamp": 1778333400,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "Borussia M'gladbach",
+          "away_team_id": 2527,
+          "home_score": 3,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 14065558,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
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+          "away_team": "FC Augsburg",
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+          "home_score": 4,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
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+          "home_score": 3,
+          "away_score": 0,
+          "result": "W"
+        },
+        {
+          "match_id": 16434021,
+          "date": "2026-09-06T15:30:00+00:00",
+          "timestamp": 1788708600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "FC Augsburg",
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+          "home_score": 1,
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+          "result": "W"
+        }
+      ]
+    },
+    "2530": {
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+      "overall_form": "LLDLD",
+      "bundesliga_form": "LD",
+      "overall_matches": [
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+          "date": "2026-08-08T15:00:00+00:00",
+          "timestamp": 1786201200,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Schalke 04",
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+          "away_team": "Atalanta",
+          "away_team_id": 2686,
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+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 16672725,
+          "date": "2026-08-16T15:00:00+00:00",
+          "timestamp": 1786892400,
+          "competition": "Club Friendly Games",
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+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "Real Madrid",
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+          "home_score": 0,
+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 16287064,
+          "date": "2026-08-24T18:45:00+00:00",
+          "timestamp": 1787597100,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "Hallescher FC",
+          "home_team_id": 2582,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ]
+    }
+  }
+}
diff --git a/outputs/sofascore/team_form/team_form_2026-09-10_13-03-24_642850+0200.json b/outputs/sofascore/team_form/team_form_2026-09-10_13-03-24_642850+0200.json
new file mode 100644
index 0000000..96ee143
--- /dev/null
+++ b/outputs/sofascore/team_form/team_form_2026-09-10_13-03-24_642850+0200.json
@@ -0,0 +1,2588 @@
+{
+  "2026-09-10T13:03:24.642850+02:00": {
+    "2672": {
+      "team": "FC Bayern München",
+      "overall_form": "WWWWD",
+      "bundesliga_form": "DWWWD",
+      "overall_matches": [
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+          "date": "2026-08-18T16:00:00+00:00",
+          "timestamp": 1787068800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Heidenheim",
+          "home_team_id": 5885,
+          "away_team": "FC Bayern München",
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+          "home_score": 2,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16248441,
+          "date": "2026-08-22T18:30:00+00:00",
+          "timestamp": 1787423400,
+          "competition": "Supercup",
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+          "home_team": "Borussia Dortmund",
+          "home_team_id": 2673,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 1,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16287047,
+          "date": "2026-09-02T18:45:00+00:00",
+          "timestamp": 1788374700,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "VfL Osnabrück",
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+          "away_team": "FC Bayern München",
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+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
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+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
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+          "home_team": "FC Schalke 04",
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+      ],
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+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+          "home_team": "FC Bayern München",
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+          "timestamp": 1778344200,
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+          "home_team": "VfL Wolfsburg",
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+          "away_team": "FC Bayern München",
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+          "result": "W"
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+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
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+          "home_team": "FC Bayern München",
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+          "away_team": "1. FC Köln",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
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+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
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+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
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+          "result": "D"
+        }
+      ]
+    },
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+      "bundesliga_form": "DWDLW",
+      "overall_matches": [
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+          "date": "2026-08-15T15:00:00+00:00",
+          "timestamp": 1786806000,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "Fulham",
+          "home_team_id": 43,
+          "away_team": "VfB Stuttgart",
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+          "away_score": 0,
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+        },
+        {
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+          "date": "2026-08-21T18:45:00+00:00",
+          "timestamp": 1787337900,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "FC Hansa Rostock",
+          "home_team_id": 2533,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 0,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
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+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
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+          "away_team": "1. FC Köln",
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+          "home_score": 4,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16939028,
+          "date": "2026-09-09T16:45:00+00:00",
+          "timestamp": 1788972300,
+          "competition": "UEFA Champions League",
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+          "away_team": "Viking FK",
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+          "home_score": 3,
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+          "result": "W"
+        }
+      ],
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+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+        },
+        {
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+          "date": "2026-05-09T13:30:00+00:00",
+          "timestamp": 1778333400,
+          "competition": "Bundesliga",
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+          "home_team": "VfB Stuttgart",
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+          "away_team": "Bayer 04 Leverkusen",
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+        },
+        {
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+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
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+          "away_team": "VfB Stuttgart",
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+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
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+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
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+          "away_team": "VfB Stuttgart",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
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+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
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+          "away_team": "1. FC Köln",
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+          "result": "W"
+        }
+      ]
+    },
+    "2671": {
+      "team": "1. FC Köln",
+      "overall_form": "DWWWL",
+      "bundesliga_form": "DLLWL",
+      "overall_matches": [
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+          "match_id": 16659200,
+          "date": "2026-07-31T10:00:00+00:00",
+          "timestamp": 1785492000,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "Hertha BSC",
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+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16408303,
+          "date": "2026-08-08T13:30:00+00:00",
+          "timestamp": 1786195800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "Real Sociedad",
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+          "home_score": 2,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16287059,
+          "date": "2026-08-24T16:00:00+00:00",
+          "timestamp": 1787587200,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "FC Würzburger Kickers",
+          "home_team_id": 23947,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 1,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434022,
+          "date": "2026-08-29T13:30:00+00:00",
+          "timestamp": 1788010200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "TSG Hoffenheim",
+          "away_team_id": 2569,
+          "home_score": 3,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 4,
+          "away_score": 1,
+          "result": "L"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 14065242,
+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+          "home_team": "1. FC Union Berlin",
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+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 14065253,
+          "date": "2026-05-10T15:30:00+00:00",
+          "timestamp": 1778427000,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "1. FC Heidenheim",
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+          "home_score": 1,
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+          "result": "L"
+        },
+        {
+          "match_id": 14065556,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
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+      "overall_matches": [
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+          "date": "2026-08-08T13:30:00+00:00",
+          "timestamp": 1786195800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "Sassuolo",
+          "away_team_id": 2793,
+          "home_score": 3,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16404067,
+          "date": "2026-08-15T14:00:00+00:00",
+          "timestamp": 1786802400,
+          "competition": "Club Friendly Games",
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+          "home_team": "Leeds United",
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+          "home_score": 4,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16287046,
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+          "timestamp": 1787396400,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "Energie Cottbus",
+          "home_team_id": 2532,
+          "away_team": "FC Augsburg",
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+          "home_score": 0,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "W"
+        },
+        {
+          "match_id": 16434021,
+          "date": "2026-09-06T15:30:00+00:00",
+          "timestamp": 1788708600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        }
+      ],
+      "bundesliga_matches": [
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+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+          "home_team": "SV Werder Bremen",
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+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 3,
+          "result": "W"
+        },
+        {
+          "match_id": 14065249,
+          "date": "2026-05-09T13:30:00+00:00",
+          "timestamp": 1778333400,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "Borussia M'gladbach",
+          "away_team_id": 2527,
+          "home_score": 3,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 14065558,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
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+          "home_team": "1. FC Union Berlin",
+          "home_team_id": 2547,
+          "away_team": "FC Augsburg",
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+          "home_score": 4,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
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+          "away_team": "FC Schalke 04",
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+          "result": "W"
+        },
+        {
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+          "date": "2026-09-06T15:30:00+00:00",
+          "timestamp": 1788708600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "FC Augsburg",
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+          "home_score": 1,
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+          "result": "W"
+        }
+      ]
+    },
+    "2530": {
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+      "bundesliga_form": "LD",
+      "overall_matches": [
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+          "date": "2026-08-08T15:00:00+00:00",
+          "timestamp": 1786201200,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Schalke 04",
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+          "away_team": "Atalanta",
+          "away_team_id": 2686,
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+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 16672725,
+          "date": "2026-08-16T15:00:00+00:00",
+          "timestamp": 1786892400,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "Real Madrid",
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+          "home_score": 0,
+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 16287064,
+          "date": "2026-08-24T18:45:00+00:00",
+          "timestamp": 1787597100,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "Hallescher FC",
+          "home_team_id": 2582,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ]
+    }
+  }
+}
diff --git a/outputs/sofascore/team_form/team_form_2026-09-11_09-39-44_057729+0200.json b/outputs/sofascore/team_form/team_form_2026-09-11_09-39-44_057729+0200.json
new file mode 100644
index 0000000..694288f
--- /dev/null
+++ b/outputs/sofascore/team_form/team_form_2026-09-11_09-39-44_057729+0200.json
@@ -0,0 +1,2588 @@
+{
+  "2026-09-11T09:39:44.057729+02:00": {
+    "2672": {
+      "team": "FC Bayern München",
+      "overall_form": "WWWDW",
+      "bundesliga_form": "DWWWD",
+      "overall_matches": [
+        {
+          "match_id": 16248441,
+          "date": "2026-08-22T18:30:00+00:00",
+          "timestamp": 1787423400,
+          "competition": "Supercup",
+          "unique_tournament_id": 799,
+          "home_team": "Borussia Dortmund",
+          "home_team_id": 2673,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 1,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16287047,
+          "date": "2026-09-02T18:45:00+00:00",
+          "timestamp": 1788374700,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "VfL Osnabrück",
+          "home_team_id": 2581,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
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+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        },
+        {
+          "match_id": 16938858,
+          "date": "2026-09-10T19:00:00+00:00",
+          "timestamp": 1789066800,
+          "competition": "UEFA Champions League",
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+          "home_team": "FC Bayern München",
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+          "away_team": "Bodø/Glimt",
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+          "home_score": 5,
+          "away_score": 0,
+          "result": "W"
+        }
+      ],
+      "bundesliga_matches": [
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+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+          "home_team": "FC Bayern München",
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+          "away_team": "1. FC Heidenheim",
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+          "result": "D"
+        },
+        {
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+          "date": "2026-05-09T16:30:00+00:00",
+          "timestamp": 1778344200,
+          "competition": "Bundesliga",
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+          "home_team": "VfL Wolfsburg",
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+          "away_team": "FC Bayern München",
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+          "result": "W"
+        },
+        {
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+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
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+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "1. FC Köln",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
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+          "home_score": 5,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ]
+    },
+    "2677": {
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+      "bundesliga_form": "DWDLW",
+      "overall_matches": [
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+          "match_id": 16569180,
+          "date": "2026-08-15T15:00:00+00:00",
+          "timestamp": 1786806000,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "Fulham",
+          "home_team_id": 43,
+          "away_team": "VfB Stuttgart",
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+          "home_score": 1,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16287048,
+          "date": "2026-08-21T18:45:00+00:00",
+          "timestamp": 1787337900,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "FC Hansa Rostock",
+          "home_team_id": 2533,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 0,
+          "away_score": 4,
+          "result": "W"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
+          "home_team_id": 2672,
+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
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+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
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+          "home_score": 4,
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+          "result": "W"
+        },
+        {
+          "match_id": 16939028,
+          "date": "2026-09-09T16:45:00+00:00",
+          "timestamp": 1788972300,
+          "competition": "UEFA Champions League",
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+          "home_team": "VfB Stuttgart",
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+          "away_team": "Viking FK",
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+          "home_score": 3,
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+          "result": "W"
+        }
+      ],
+      "bundesliga_matches": [
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+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
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+          "home_team": "TSG Hoffenheim",
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+          "result": "D"
+        },
+        {
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+          "date": "2026-05-09T13:30:00+00:00",
+          "timestamp": 1778333400,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
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+          "away_team": "Bayer 04 Leverkusen",
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+        },
+        {
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+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
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+          "away_team": "VfB Stuttgart",
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+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16434087,
+          "date": "2026-08-28T18:30:00+00:00",
+          "timestamp": 1787941800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Bayern München",
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+          "away_team": "VfB Stuttgart",
+          "away_team_id": 2677,
+          "home_score": 5,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
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+          "home_score": 4,
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+          "result": "W"
+        }
+      ]
+    },
+    "2671": {
+      "team": "1. FC Köln",
+      "overall_form": "DWWWL",
+      "bundesliga_form": "DLLWL",
+      "overall_matches": [
+        {
+          "match_id": 16659200,
+          "date": "2026-07-31T10:00:00+00:00",
+          "timestamp": 1785492000,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "Hertha BSC",
+          "away_team_id": 2528,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16408303,
+          "date": "2026-08-08T13:30:00+00:00",
+          "timestamp": 1786195800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "Real Sociedad",
+          "away_team_id": 2824,
+          "home_score": 2,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 16287059,
+          "date": "2026-08-24T16:00:00+00:00",
+          "timestamp": 1787587200,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "FC Würzburger Kickers",
+          "home_team_id": 23947,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
+          "home_score": 1,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434022,
+          "date": "2026-08-29T13:30:00+00:00",
+          "timestamp": 1788010200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Köln",
+          "home_team_id": 2671,
+          "away_team": "TSG Hoffenheim",
+          "away_team_id": 2569,
+          "home_score": 3,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434036,
+          "date": "2026-09-04T18:30:00+00:00",
+          "timestamp": 1788546600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "VfB Stuttgart",
+          "home_team_id": 2677,
+          "away_team": "1. FC Köln",
+          "away_team_id": 2671,
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+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "SV Werder Bremen",
+          "home_team_id": 2534,
+          "away_team": "Borussia Dortmund",
+          "away_team_id": 2673,
+          "home_score": 0,
+          "away_score": 2,
+          "result": "L"
+        },
+        {
+          "match_id": 16434029,
+          "date": "2026-08-30T13:30:00+00:00",
+          "timestamp": 1788096600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "SC Freiburg",
+          "home_team_id": 2538,
+          "away_team": "SV Werder Bremen",
+          "away_team_id": 2534,
+          "home_score": 4,
+          "away_score": 1,
+          "result": "L"
+        },
+        {
+          "match_id": 16434101,
+          "date": "2026-09-05T13:30:00+00:00",
+          "timestamp": 1788615000,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "SV Werder Bremen",
+          "home_team_id": 2534,
+          "away_team": "RB Leipzig",
+          "away_team_id": 36360,
+          "home_score": 3,
+          "away_score": 1,
+          "result": "W"
+        }
+      ]
+    },
+    "2600": {
+      "team": "FC Augsburg",
+      "overall_form": "WLWWW",
+      "bundesliga_form": "WWLWW",
+      "overall_matches": [
+        {
+          "match_id": 16408267,
+          "date": "2026-08-08T13:30:00+00:00",
+          "timestamp": 1786195800,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "Sassuolo",
+          "away_team_id": 2793,
+          "home_score": 3,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16404067,
+          "date": "2026-08-15T14:00:00+00:00",
+          "timestamp": 1786802400,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "Leeds United",
+          "home_team_id": 34,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 4,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16287046,
+          "date": "2026-08-22T11:00:00+00:00",
+          "timestamp": 1787396400,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "Energie Cottbus",
+          "home_team_id": 2532,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 0,
+          "away_score": 2,
+          "result": "W"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "W"
+        },
+        {
+          "match_id": 16434021,
+          "date": "2026-09-06T15:30:00+00:00",
+          "timestamp": 1788708600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 14065241,
+          "date": "2026-05-02T13:30:00+00:00",
+          "timestamp": 1777728600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "SV Werder Bremen",
+          "home_team_id": 2534,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 3,
+          "result": "W"
+        },
+        {
+          "match_id": 14065249,
+          "date": "2026-05-09T13:30:00+00:00",
+          "timestamp": 1778333400,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "Borussia M'gladbach",
+          "away_team_id": 2527,
+          "home_score": 3,
+          "away_score": 1,
+          "result": "W"
+        },
+        {
+          "match_id": 14065558,
+          "date": "2026-05-16T13:30:00+00:00",
+          "timestamp": 1778938200,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "1. FC Union Berlin",
+          "home_team_id": 2547,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 4,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "W"
+        },
+        {
+          "match_id": 16434021,
+          "date": "2026-09-06T15:30:00+00:00",
+          "timestamp": 1788708600,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "Eintracht Frankfurt",
+          "home_team_id": 2674,
+          "away_team": "FC Augsburg",
+          "away_team_id": 2600,
+          "home_score": 1,
+          "away_score": 4,
+          "result": "W"
+        }
+      ]
+    },
+    "2530": {
+      "team": "FC Schalke 04",
+      "overall_form": "LLDLD",
+      "bundesliga_form": "LD",
+      "overall_matches": [
+        {
+          "match_id": 16400194,
+          "date": "2026-08-08T15:00:00+00:00",
+          "timestamp": 1786201200,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "Atalanta",
+          "away_team_id": 2686,
+          "home_score": 0,
+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 16672725,
+          "date": "2026-08-16T15:00:00+00:00",
+          "timestamp": 1786892400,
+          "competition": "Club Friendly Games",
+          "unique_tournament_id": 853,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "Real Madrid",
+          "away_team_id": 2829,
+          "home_score": 0,
+          "away_score": 3,
+          "result": "L"
+        },
+        {
+          "match_id": 16287064,
+          "date": "2026-08-24T18:45:00+00:00",
+          "timestamp": 1787597100,
+          "competition": "DFB Pokal",
+          "unique_tournament_id": 217,
+          "home_team": "Hallescher FC",
+          "home_team_id": 2582,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 2,
+          "away_score": 2,
+          "result": "D"
+        },
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ],
+      "bundesliga_matches": [
+        {
+          "match_id": 16434039,
+          "date": "2026-08-30T15:30:00+00:00",
+          "timestamp": 1788103800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Augsburg",
+          "home_team_id": 2600,
+          "away_team": "FC Schalke 04",
+          "away_team_id": 2530,
+          "home_score": 3,
+          "away_score": 0,
+          "result": "L"
+        },
+        {
+          "match_id": 16434032,
+          "date": "2026-09-05T16:30:00+00:00",
+          "timestamp": 1788625800,
+          "competition": "Bundesliga",
+          "unique_tournament_id": 35,
+          "home_team": "FC Schalke 04",
+          "home_team_id": 2530,
+          "away_team": "FC Bayern München",
+          "away_team_id": 2672,
+          "home_score": 0,
+          "away_score": 0,
+          "result": "D"
+        }
+      ]
+    }
+  }
+}
diff --git a/outputs/sofascore/team_stats/bundesliga_team_statistics_md_3_20260909T113206Z.csv b/outputs/sofascore/team_stats/bundesliga_team_statistics_md_3_20260909T113206Z.csv
new file mode 100644
index 0000000..17216d6
--- /dev/null
+++ b/outputs/sofascore/team_stats/bundesliga_team_statistics_md_3_20260909T113206Z.csv
@@ -0,0 +1,34 @@
+team,team_id,season_label,season_id,matchday_at_capture,capture_timestamp,accurateCrosses,accurateCrossesPercentage,accurateFinalThirdPassesAgainst,accurateLongBalls,accurateLongBallsPercentage,accurateOppositionHalfPasses,accurateOppositionHalfPassesAgainst,accurateOppositionHalfPassesPercentage,accurateOwnHalfPasses,accurateOwnHalfPassesAgainst,accurateOwnHalfPassesPercentage,accuratePasses,accuratePassesAgainst,accuratePassesPercentage,aerialDuelsWon,aerialDuelsWonPercentage,assists,averageBallPossession,avgRating,avgRatingVersion,ballRecovery,bigChances,bigChancesAgainst,bigChancesCreated,bigChancesCreatedAgainst,bigChancesMissed,bigChancesMissedAgainst,blockedScoringAttempt,blockedScoringAttemptAgainst,cleanSheets,clearances,clearancesAgainst,clearancesOffLine,corners,cornersAgainst,crossesSuccessfulAgainst,crossesTotalAgainst,defensiveContributions,dribbleAttempts,dribbleAttemptsTotalAgainst,dribbleAttemptsWonAgainst,duelsWon,duelsWonPercentage,errorsLeadingToGoal,errorsLeadingToGoalAgainst,errorsLeadingToShot,errorsLeadingToShotAgainst,expectedAssists,expectedGoals,expectedGoalsOnTarget,fastBreakGoals,fastBreakShots,fastBreaks,fouls,freeKickGoals,freeKickShots,freeKicks,goalKicks,goalsConceded,goalsFromInsideTheBox,goalsFromOutsideTheBox,goalsPrevented,goalsScored,groundDuelsWon,groundDuelsWonPercentage,headedGoals,hitWoodwork,hitWoodworkAgainst,interceptions,interceptionsAgainst,keyPasses,keyPassesAgainst,kilometersCovered,lastManTackles,leftFootGoals,longBallsSuccessfulAgainst,longBallsTotalAgainst,matches,numberOfSprints,offsides,offsidesAgainst,oppositionHalfPassesTotalAgainst,ownGoals,ownHalfPassesTotalAgainst,penaltiesCommited,penaltiesTaken,penaltyGoals,penaltyGoalsConceded,possessionLost,redCards,redCardsAgainst,rightFootGoals,saves,shots,shotsAgainst,shotsBlockedAgainst,shotsFromInsideTheBox,shotsFromInsideTheBoxAgainst,shotsFromOutsideTheBox,shotsFromOutsideTheBoxAgainst,shotsOffTarget,shotsOffTargetAgainst,shotsOnTarget,shotsOnTargetAgainst,successfulDribbles,tackles,tacklesAgainst,throwIns,totalAerialDuels,totalCrosses,totalDuels,totalFinalThirdPassesAgainst,totalGroundDuels,totalLongBalls,totalOppositionHalfPasses,totalOwnHalfPasses,totalPasses,totalPassesAgainst,touches,yellowCards,yellowCardsAgainst,yellowRedCards
+FC Bayern München,2672,previous_season,77333,3,2026-09-09T11:32:09+00:00,115,21.217712177122,1755,721,65.13098464318,13106,3384,87.900737759893,8391,5383,94.069506726457,21497,8767,90.209819555183,329,51.486697965571,91,67.441176470588,7.1243761996161,,1774,166,71,132,54,92,47,167,105,12,578,998,3,216,120,105,422,,673,455,227,1376,48.604733309785,11,18,21,28,,,,12,50,61,299,2,16,291,206,36,101,18,,122,1047,47.764598540146,13,25,13,286,349,,266,3722.94,9,39,701,1724,34,6062,83,63,5037,0,6190,3,12,11,2,4120,2,4,67,69,652,360,105,441,244,211,116,196,149,289,106,324,435,643,639,639,542,2831,2767,2192,1107,14910,8920,23830,11227,,57,51,1
+FC Bayern München,2672,current_season,97464,3,2026-09-09T11:32:10+00:00,9,28.125,95,48,67.605633802817,914,186,87.464114832536,372,202,89.855072463768,1286,388,88.142563399589,28,58.333333333333,4,71.0,7.935,2.0,107,12,2,12,1,8,2,10,4,1,31,73,0,20,3,6,23,72.0,60,17,10,101,47.641509433962,0,1,0,2,6.51227,5.9983,5.5129,0,1,1,22,0,1,22,10,1,4,0,0.514,5,73,44.512195121951,1,1,1,14,29,33.0,10,215.57,3,1,25,90,2,232,4,1,307,0,245,0,0,0,0,305,0,0,2,4,36,15,4,24,10,12,5,12,6,14,5,28,23,59,42,48,32,212,161,164,71,1045,414,1459,552,1883.0,3,5,0
+VfB Stuttgart,2677,previous_season,77333,3,2026-09-09T11:32:11+00:00,177,25.991189427313,2364,494,47.961165048544,8139,4543,79.065475034,6646,5423,91.140976412507,14785,9966,84.072557716365,622,54.323144104803,56,57.647058823529,6.9356589147287,,1622,109,83,87,56,66,50,130,112,11,870,939,5,193,145,126,516,,383,398,161,1707,54.44976076555,7,10,20,19,,,,5,33,40,327,0,11,401,218,49,60,10,,71,1085,54.522613065327,6,5,12,280,344,,303,3568.09,7,21,829,2057,34,5202,69,57,6658,1,6208,10,7,5,9,4459,2,3,43,110,517,431,113,339,304,178,127,180,157,207,162,208,485,439,619,1145,681,3135,3650,1990,1030,10294,7292,17586,12866,,63,53,0
+VfB Stuttgart,2677,current_season,97464,3,2026-09-09T11:32:11+00:00,11,27.5,192,26,54.166666666667,411,363,75.274725274725,319,401,91.142857142857,730,764,81.473214285714,36,53.731343283582,3,49.5,7.365,2.0,84,7,10,5,9,6,6,10,10,0,48,50,0,13,17,4,26,108.0,11,39,19,88,50.867052023121,1,0,2,1,2.769963,4.2624,3.7803,0,0,0,22,0,0,16,18,6,4,1,-0.5366,5,52,49.056603773585,0,3,1,19,21,26.0,30,212.11,1,1,52,118,2,258,2,3,470,2,456,0,0,0,0,248,0,0,4,8,33,38,10,22,27,11,11,11,16,12,12,5,31,14,33,67,40,173,261,106,48,546,350,896,926,1250.0,4,4,0
+1. FC Köln,2671,previous_season,77333,3,2026-09-09T11:32:13+00:00,175,27.301092043682,3130,439,40.837209302326,5192,6415,72.131147540984,6061,6685,90.652108884236,11253,13100,81.050129645635,610,51.56382079459,33,47.088235294118,6.7787709497207,,1458,86,94,66,68,59,54,132,131,3,1005,980,3,157,188,188,666,,409,436,205,1593,51.008645533141,4,8,14,21,,,,10,54,59,283,1,10,332,286,63,41,6,,49,983,50.670103092784,8,10,11,270,231,,338,3729.66,4,14,797,1698,34,5546,60,72,8459,0,7291,7,3,3,5,4339,3,5,25,94,457,463,131,321,321,136,142,166,173,159,159,180,483,489,657,1183,641,3123,4500,1940,1075,7198,6686,13884,15750,,63,73,1
+1. FC Köln,2671,current_season,97464,3,2026-09-09T11:32:14+00:00,9,22.5,253,24,38.709677419355,230,495,71.428571428571,363,380,90.75,593,875,82.13296398892,29,38.157894736842,1,41.5,7.175,2.0,85,8,8,5,6,6,7,9,10,0,65,52,0,14,17,17,54,119.0,25,20,7,86,47.513812154696,0,0,2,2,1.646943,4.7384,3.8564,0,5,5,17,0,1,18,20,6,3,0,-1.3659,4,57,54.285714285714,0,0,2,18,15,21.0,28,205.15,2,1,57,96,2,239,0,1,608,0,410,1,0,0,0,224,0,0,2,6,35,37,10,26,23,9,14,17,15,9,12,13,26,25,29,76,40,181,330,105,62,322,400,722,1018,1111.0,3,3,0
+TSG Hoffenheim,2569,previous_season,77333,3,2026-09-09T11:32:15+00:00,196,28.571428571429,2309,601,44.717261904762,6478,4525,72.86019570352,6495,5456,90.547887913007,12973,9981,80.758217131474,680,53.333333333333,45,55.235294117647,6.8280392156863,,1746,96,83,72,56,54,49,115,111,7,1040,1154,5,197,163,132,603,,413,503,234,1683,48.81090487239,6,6,13,17,,,,6,47,52,474,2,15,291,213,52,52,9,,65,1003,46.157386102163,13,17,8,273,332,,299,3636.76,6,14,901,2163,34,5952,59,63,6705,0,6300,7,6,6,5,4899,3,4,34,97,480,416,111,330,284,150,132,189,154,176,151,193,527,499,738,1275,686,3448,3571,2173,1344,8891,7173,16064,13005,,72,55,1
+TSG Hoffenheim,2569,current_season,97464,3,2026-09-09T11:32:17+00:00,14,24.561403508772,93,41,51.25,447,206,77.469670710572,377,324,91.283292978208,824,530,83.232323232323,41,55.405405405405,4,59.5,6.98,2.0,94,7,8,6,6,6,4,9,10,0,50,96,0,17,9,12,42,107.0,26,22,10,97,48.5,1,0,1,1,2.68061,3.641,3.2378,1,3,4,27,0,2,17,12,6,2,2,-0.9927,4,56,44.444444444444,1,0,0,16,24,26.0,19,212.14,2,1,46,112,2,277,1,2,314,1,365,0,1,0,0,294,0,0,2,5,33,29,10,19,23,14,6,14,9,10,10,8,32,33,49,74,57,200,158,126,80,577,413,990,679,1416.0,6,2,0
+1. FC Union Berlin,2547,previous_season,77333,3,2026-09-09T11:32:18+00:00,200,29.498525073746,3038,615,40.755467196819,3895,7124,60.983247220917,4353,7554,87.392089941779,8248,14678,72.554539057002,782,51.925630810093,28,40.235294117647,6.7378071833648,,1593,74,92,47,73,46,61,106,113,7,1079,1156,4,170,164,143,630,,363,457,228,1753,48.898186889819,5,8,14,19,,,,6,34,39,417,0,11,326,269,58,37,7,,44,971,46.705146705147,9,11,14,289,220,,321,3380.26,6,10,770,1868,34,4834,55,45,9326,1,8320,6,5,3,6,4912,3,4,24,93,424,440,114,308,287,116,153,185,177,133,150,154,502,496,699,1506,678,3585,4480,2079,1509,6387,4981,11368,17646,,70,63,0
+1. FC Union Berlin,2547,current_season,97464,3,2026-09-09T11:32:19+00:00,13,30.952380952381,231,20,30.30303030303,226,432,62.603878116343,279,388,86.111111111111,505,820,73.722627737226,31,44.927536231884,3,42.5,6.775,2.0,89,3,9,3,6,1,3,8,11,0,67,75,0,6,13,10,42,132.0,14,35,17,87,46.774193548387,2,0,1,0,1.427535,2.2311,3.4649,0,2,2,23,0,0,18,13,7,3,0,-1.8152,3,56,47.863247863248,2,0,1,21,15,21.0,26,208.15,1,0,59,114,2,190,5,5,542,0,430,0,0,0,0,291,0,0,1,6,24,33,11,17,23,7,10,6,9,10,13,4,34,23,52,69,42,186,300,117,66,361,324,685,972,1081.0,4,6,0
+Eintracht Frankfurt,2674,previous_season,77333,3,2026-09-09T11:32:19+00:00,117,22.718446601942,2619,578,48.28738512949,6653,5471,77.270615563298,7584,5869,91.066282420749,14237,11340,84.053607273586,443,45.020325203252,42,54.970588235294,6.7660984848485,,1539,86,100,64,81,50,58,117,96,7,875,942,2,159,155,152,590,,504,478,216,1531,48.053986189579,12,7,21,14,,,,5,28,32,352,0,10,316,257,65,57,4,,61,1088,49.409627611262,7,12,16,317,282,,316,3626.67,7,21,769,1659,34,5363,44,85,7422,1,6506,3,6,6,3,4396,4,2,33,100,409,427,96,275,299,134,128,135,165,157,166,243,532,566,680,984,515,3186,3881,2202,1197,8610,8328,16938,13928,,58,67,4
+Eintracht Frankfurt,2674,current_season,97464,3,2026-09-09T11:32:21+00:00,10,23.255813953488,138,41,51.898734177215,427,231,75.043936731107,337,294,89.389920424403,764,525,80.761099365751,44,53.658536585366,2,55.5,6.86,2.0,115,8,4,5,3,4,1,11,11,0,76,79,0,11,9,15,49,136.0,38,21,8,106,49.532710280374,1,2,1,2,3.97073,3.6841,5.089,0,5,5,20,0,0,22,7,7,3,1,-0.7252,4,62,46.969696969697,1,0,0,25,27,25.0,29,213.99,0,0,41,119,2,200,5,2,373,1,353,0,0,0,0,322,0,0,3,12,34,36,11,24,24,10,12,12,8,11,17,15,25,44,50,82,43,214,228,132,79,569,377,946,726,1446.0,5,3,0
+1. FSV Mainz 05,2556,previous_season,77333,3,2026-09-09T11:32:21+00:00,173,25.366568914956,3035,570,42.632759910247,4930,6689,67.16621253406,4596,6920,87.293447293447,9526,13609,75.573185243951,699,48.744769874477,26,43.970588235294,6.7865497076023,,1623,109,99,78,76,72,65,114,129,4,1037,1209,6,172,156,151,617,,388,464,215,1725,49.145299145299,6,6,14,13,,,,5,27,31,374,0,6,326,268,53,43,1,,44,1026,49.421965317919,8,20,16,352,288,,371,3696.67,6,7,818,1881,34,5676,79,48,8959,2,7716,2,9,8,2,4927,5,1,29,116,411,480,129,313,340,98,140,155,179,142,172,185,522,486,725,1434,682,3510,4513,2076,1337,7340,5265,12605,16675,,69,67,1
+1. FSV Mainz 05,2556,current_season,97464,3,2026-09-09T11:32:23+00:00,17,34.0,108,31,50.0,370,283,73.705179282869,284,450,91.909385113269,654,733,80.641183723798,42,53.164556962025,5,48.0,8.24,2.0,89,7,1,7,1,3,1,8,9,2,50,78,0,16,6,5,28,109.0,28,12,4,107,52.450980392157,0,1,0,1,4.75993,4.0043,3.6522,1,3,4,27,0,0,22,11,0,5,0,0.0503,5,65,52.0,0,1,0,24,22,30.0,10,176.57,0,3,49,92,2,178,2,3,388,0,495,0,0,0,0,264,0,0,2,1,38,18,9,28,9,10,9,18,8,12,1,16,28,29,37,79,50,204,169,125,62,502,309,811,883,1222.0,4,3,0
+SC Paderborn 07,2561,current_season,97464,3,2026-09-09T11:32:25+00:00,4,13.793103448276,192,30,44.776119402985,281,345,70.25,548,316,91.333333333333,829,661,82.9,43,50.0,0,54.0,7.58,2.0,110,1,3,1,2,1,2,9,14,1,83,61,0,7,15,19,55,152.0,24,25,12,101,47.417840375587,0,0,2,0,2.142393,1.5057,0.6069,0,4,4,26,0,2,17,16,1,0,0,1.8738,0,58,45.669291338583,0,0,1,25,24,17.0,26,205.78,0,0,52,105,2,210,2,2,477,0,350,0,0,0,0,266,0,0,0,8,24,37,14,12,23,12,14,12,14,3,9,10,31,35,28,86,29,213,279,127,67,400,600,1000,827,1409.0,5,4,0
+RB Leipzig,36360,previous_season,77333,3,2026-09-09T11:32:25+00:00,157,27.592267135325,2533,581,48.823529411765,6967,5412,78.581096323032,7522,6405,91.330743079165,14489,11817,84.721085253187,463,48.634453781513,48,53.882352941176,6.9487077534791,,1731,124,90,96,78,85,56,144,116,11,908,939,5,180,147,130,560,,718,444,208,1679,50.37503750375,6,11,21,19,,,,5,39,44,315,1,11,335,249,47,54,10,,66,1216,51.070978580428,9,23,10,294,307,,317,3599.82,12,25,801,1779,34,6076,48,74,7475,1,7102,3,3,1,2,4519,0,0,30,84,537,413,117,384,287,153,126,189,162,204,135,374,514,666,625,952,569,3333,3809,2381,1190,8866,8236,17102,14577,,52,59,0
+RB Leipzig,36360,current_season,97464,3,2026-09-09T11:32:26+00:00,15,30.0,107,35,51.470588235294,592,225,84.090909090909,378,394,91.304347826087,970,619,86.762075134168,20,57.142857142857,4,59.0,7.4,2.0,93,8,3,6,3,5,2,11,8,1,52,53,0,14,8,7,31,95.0,57,20,7,86,46.994535519126,1,1,1,1,3.91201,5.4558,4.5742,0,1,1,18,0,1,26,14,3,4,0,-0.6052,4,66,44.594594594595,1,2,2,14,22,30.0,19,201.47,0,1,41,96,2,248,1,9,321,0,441,0,0,0,0,284,0,0,2,8,44,27,8,33,15,11,12,17,8,16,11,19,21,57,56,35,50,183,158,148,68,704,414,1118,762,1590.0,1,1,0
+Borussia M'gladbach,2527,previous_season,77333,3,2026-09-09T11:32:27+00:00,124,23.709369024857,3758,489,44.535519125683,5178,8025,74.225917431193,7197,6926,89.270652443562,12375,14951,82.291528128741,508,51.73116089613,28,46.705882352941,6.7961315280464,,1653,61,77,40,60,33,47,103,117,13,1057,782,2,128,166,154,612,,411,499,239,1591,50.395945517897,3,7,16,14,,,,6,24,28,367,1,4,356,254,53,37,3,,42,1083,49.793103448276,7,11,14,322,268,,377,3595.49,3,11,683,1578,34,5319,64,63,10059,2,7541,5,7,4,5,4273,3,2,22,136,395,483,117,262,302,133,181,151,177,141,189,170,561,510,599,982,523,3157,5141,2175,1098,6976,8062,15038,17600,,60,77,0
+Borussia M'gladbach,2527,current_season,97464,3,2026-09-09T11:32:29+00:00,13,27.659574468085,128,27,42.1875,304,271,76.574307304786,405,389,91.216216216216,709,660,84.304399524376,30,61.224489795918,2,52.0,6.765,2.0,95,5,11,4,7,3,7,18,4,0,46,68,0,19,11,8,25,104.0,25,38,13,102,54.255319148936,2,0,3,2,2.510603,3.4509,3.6693,1,4,5,31,0,0,19,12,7,3,0,0.4489,3,72,51.798561151079,1,1,3,14,15,31.0,27,212.54,0,1,43,90,2,274,10,0,370,0,420,0,0,0,0,231,0,0,1,14,40,39,4,29,29,11,10,12,14,10,21,12,41,24,32,49,47,188,188,139,64,397,444,841,790,1240.0,3,2,0
+SV 07 Elversberg,2598,current_season,97464,3,2026-09-09T11:32:31+00:00,3,13.636363636364,238,14,35.897435897436,183,444,62.886597938144,331,365,90.684931506849,514,809,78.353658536585,23,40.350877192982,4,41.0,7.31,2.0,84,7,9,5,6,4,5,2,16,0,68,40,1,8,16,18,64,125.0,27,24,14,87,44.615384615385,0,3,1,3,1.205763,3.5787,5.7996,2,6,7,27,1,1,33,24,5,5,2,0.020799999999999,7,64,46.376811594203,0,2,2,18,21,17.0,35,207.69,0,4,37,86,2,244,1,6,551,0,397,0,0,0,0,252,0,0,3,4,25,46,16,18,32,7,14,7,20,16,10,10,23,34,41,57,22,195,311,138,39,291,365,656,948,1054.0,4,5,0
+Bayer 04 Leverkusen,2681,previous_season,77333,3,2026-09-09T11:32:32+00:00,148,24.104234527687,2950,660,54.771784232365,9626,5729,84.646500175871,8526,5790,92.543145555194,18152,11519,88.180714112218,437,53.227771010962,49,59.176470588235,6.9533460803059,,1685,125,86,91,62,77,53,130,102,8,727,853,5,190,140,136,542,,530,385,172,1504,52.005532503458,7,12,24,20,,,,13,53,65,292,3,21,358,247,47,58,9,,68,1067,51.521004345727,13,15,12,251,335,,335,3597.29,11,29,721,1652,34,5194,43,35,7539,1,6429,7,8,7,7,4057,2,5,25,120,516,435,103,333,283,183,152,210,163,176,170,237,478,558,573,821,614,2892,4098,2071,1205,11372,9213,20585,13968,,68,84,2
+Bayer 04 Leverkusen,2681,current_season,97464,3,2026-09-09T11:32:32+00:00,18,28.125,113,37,56.923076923077,565,185,85.476550680787,467,287,93.4,1032,472,88.888888888889,20,50.0,5,65.5,7.695,2.0,101,11,2,8,2,6,1,10,4,1,39,58,0,14,5,6,27,82.0,26,18,7,83,51.552795031056,2,0,0,0,5.50322,4.9971,5.4458,0,3,3,26,0,1,28,9,3,5,1,-0.818,6,63,52.066115702479,1,3,0,16,20,35.0,11,207.08,0,2,24,80,2,250,4,4,297,0,320,0,0,0,0,229,0,0,3,3,42,16,4,29,10,13,6,18,6,14,6,12,23,27,35,40,64,161,176,121,65,661,500,1161,617,1550.0,4,5,0
+Borussia Dortmund,2673,previous_season,77333,3,2026-09-09T11:32:33+00:00,173,25.937031484258,2353,601,51.499571550985,7506,4978,78.77007031168,6631,7017,91.588397790055,14137,11995,84.304371161071,518,52.482269503546,51,53.235294117647,6.9554240631164,,1694,106,63,78,49,55,43,121,92,15,811,942,0,181,143,149,540,,544,417,191,1583,49.717336683417,4,4,23,21,,,,8,36,43,398,0,9,327,233,34,66,3,,70,1065,48.475193445608,15,10,10,273,333,,291,3725.66,12,16,824,1918,34,6075,40,82,6887,0,7821,5,9,6,5,4504,2,3,38,89,444,362,92,329,247,115,115,160,150,163,120,257,491,569,658,987,667,3184,3516,2197,1167,9529,7240,16769,14708,,63,50,0
+Borussia Dortmund,2673,current_season,97464,3,2026-09-09T11:32:34+00:00,9,28.125,184,27,54.0,372,333,77.178423236515,353,405,90.281329923274,725,738,83.046964490263,31,58.490566037736,4,48.0,7.835,2.0,93,4,6,4,6,2,5,9,5,1,78,37,0,6,11,10,41,141.0,32,27,10,107,56.613756613757,0,1,0,0,2.70895,3.5553,4.5239,0,4,4,20,0,1,32,15,2,4,0,-0.577,5,76,55.882352941176,0,0,1,29,21,23.0,22,212.62,3,1,41,104,2,258,3,2,461,0,456,0,0,0,0,255,1,0,3,7,31,26,5,22,15,9,11,11,12,11,9,15,29,32,46,53,32,189,265,136,50,482,391,873,917,1319.0,4,5,0
+Hamburger SV,2676,previous_season,77333,3,2026-09-09T11:32:35+00:00,126,23.333333333333,3419,537,45.702127659574,4244,7490,69.391759319817,6468,5801,90.486849468383,10712,13291,80.759951749095,561,51.705069124424,28,45.352941176471,6.7912713472486,,1506,62,106,48,76,41,66,104,118,6,1094,824,5,125,199,176,693,,480,448,207,1713,51.565322095123,8,5,23,20,,,,10,51,60,402,2,14,416,305,54,36,4,,40,1152,51.497541350022,3,16,12,298,268,,358,3446.47,5,15,662,1637,34,5109,59,48,9669,0,6315,11,6,4,6,4194,8,3,22,114,418,494,118,274,327,144,167,159,203,155,173,240,510,504,578,1085,540,3322,4873,2237,1175,6116,7148,13264,15984,,73,82,5
+Hamburger SV,2676,current_season,97464,3,2026-09-09T11:32:36+00:00,7,26.923076923077,190,19,36.538461538462,264,429,70.967741935484,422,312,90.17094017094,686,741,81.666666666667,22,39.285714285714,0,49.5,6.135,2.0,70,2,5,2,5,2,1,5,6,0,41,40,0,5,8,8,25,95.0,19,37,21,87,43.5,1,0,1,0,1.218684,1.1043,0.2243,0,1,1,33,0,2,31,27,7,0,0,-1.6912,0,65,45.138888888889,0,1,0,21,25,9.0,30,195.69,1,0,46,100,2,213,3,2,545,0,343,0,0,0,0,243,0,1,0,8,16,37,6,7,26,9,11,7,16,4,15,7,27,26,39,56,26,200,264,144,52,372,468,840,888,1187.0,2,5,0
+SC Freiburg,2538,previous_season,77333,3,2026-09-09T11:32:37+00:00,165,27.871621621622,3059,492,47.307692307692,5068,6256,72.327672327672,6168,6233,90.546095126248,11236,12489,81.308343584919,574,49.185946872322,30,48.0,6.775236294896,,1512,75,80,51,66,44,51,116,139,6,944,966,2,140,142,171,615,,457,390,170,1658,51.251931993818,10,6,22,9,,,,2,20,23,318,1,11,395,245,57,45,4,,51,1084,52.417794970986,7,10,8,292,268,,359,3752.78,5,8,832,1813,34,5315,67,51,8253,1,6889,1,6,5,0,4349,3,3,34,102,417,471,139,286,302,131,169,158,175,143,157,207,489,525,635,1167,592,3235,4315,2068,1040,7007,6812,13819,15142,,50,71,1
+SC Freiburg,2538,current_season,97464,3,2026-09-09T11:32:38+00:00,8,25.0,135,37,58.730158730159,334,303,76.255707762557,377,512,90.843373493976,711,815,83.352872215709,34,52.307692307692,3,47.0,7.755,2.0,92,4,2,2,1,0,1,15,10,1,57,61,0,10,10,7,37,112.0,45,26,12,109,50.0,1,1,1,2,2.193023,3.6064,5.2516,0,1,1,23,0,3,31,12,1,4,1,-0.134,5,75,49.019607843137,1,1,0,19,15,25.0,15,205.94,1,2,48,108,2,240,1,2,416,0,554,0,0,0,0,251,0,0,2,5,35,23,10,17,12,18,11,10,7,10,6,18,27,45,36,65,32,218,202,153,63,438,415,853,970,1267.0,4,4,0
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+SV Werder Bremen,2534,current_season,97464,3,2026-09-09T11:32:41+00:00,6,18.181818181818,301,33,54.098360655738,237,646,71.601208459215,343,401,88.40206185567,580,1047,80.667593880389,18,43.90243902439,3,38.0,7.08,2.0,96,3,5,2,4,1,1,7,14,0,64,44,1,7,13,9,51,167.0,16,63,21,113,55.940594059406,1,2,1,1,0.956892,1.4856,1.9926,0,2,2,29,0,0,20,17,5,4,0,-1.1841,4,95,59.006211180124,2,1,2,22,13,13.0,26,210.11,3,0,40,66,2,169,5,1,747,0,431,0,0,0,0,218,0,0,2,4,21,38,14,11,22,10,16,4,14,10,10,9,66,16,23,41,33,202,367,161,61,331,388,719,1178,1124.0,2,1,0
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+FC Augsburg,2600,current_season,97464,3,2026-09-09T11:32:43+00:00,14,31.818181818182,183,29,43.939393939394,267,402,67.424242424242,332,406,86.458333333333,599,808,76.794871794872,44,58.666666666667,4,44.0,8.105,2.0,126,10,8,9,7,8,7,10,7,1,66,47,1,15,12,9,33,134.0,26,26,7,110,59.139784946237,0,2,1,4,4.1609,4.853,6.3487,1,5,6,18,1,3,16,18,1,4,2,3.1886,7,66,59.459459459459,0,0,0,24,19,34.0,28,213.13,0,2,47,118,2,247,3,5,567,0,455,0,0,0,0,280,0,1,4,11,41,33,7,27,24,14,9,11,13,20,13,15,36,22,26,75,44,186,288,111,66,396,384,780,1022,1202.0,2,1,0
+FC Schalke 04,2530,current_season,97464,3,2026-09-09T11:32:45+00:00,6,42.857142857143,398,19,32.203389830508,167,812,54.220779220779,284,345,82.798833819242,451,1157,69.278033794163,21,33.870967741935,0,34.5,6.97,2.0,103,4,15,4,15,4,14,1,9,1,69,38,1,3,22,16,44,150.0,22,51,27,97,47.783251231527,1,0,4,0,2.039173,2.3144,1.2304,0,5,5,11,0,1,16,20,3,0,0,1.6095,0,76,53.900709219858,0,0,0,21,12,13.0,35,217.36,2,0,56,97,2,212,2,4,948,0,378,0,0,0,0,282,1,0,0,15,15,39,9,10,28,5,11,8,12,6,18,10,50,28,37,62,14,203,497,141,59,308,343,651,1326,1040.0,2,3,0
diff --git a/outputs/sofascore/team_stats/bundesliga_team_statistics_md_3_20260909T113206Z.json b/outputs/sofascore/team_stats/bundesliga_team_statistics_md_3_20260909T113206Z.json
new file mode 100644
index 0000000..685ceab
--- /dev/null
+++ b/outputs/sofascore/team_stats/bundesliga_team_statistics_md_3_20260909T113206Z.json
@@ -0,0 +1,4297 @@
+{
+  "metadata": {
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+    "tournament_id": 35,
+    "endpoint_template": "https://www.sofascore.com/api/v1/team/{team_id}/unique-tournament/{tournament_id}/season/{season_id}/statistics/overall",
+    "source_team_file": "bundesliga_teams.json",
+    "matchday": 3,
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+        "season_label": "previous_season"
+      },
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+        "season_label": "current_season"
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+    "capture_started_at": "2026-09-09T11:32:06+00:00",
+    "capture_finished_at": "2026-09-09T11:32:47+00:00",
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+    "success_count": 33,
+    "failure_count": 3,
+    "removed_statistics_fields": [
+      "id",
+      "statisticsType",
+      "awardedMatches"
+    ],
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+        "team": "SC Paderborn 07",
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+        "season_label": "previous_season",
+        "url": "https://www.sofascore.com/api/v1/team/2561/unique-tournament/35/season/77333/statistics/overall",
+        "error_type": "SofaScoreStatisticsError",
+        "error": "SofaScore response for https://www.sofascore.com/api/v1/team/2561/unique-tournament/35/season/77333/statistics/overall has no 'statistics' field."
+      },
+      {
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+        "team": "SV 07 Elversberg",
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+        "season_label": "previous_season",
+        "url": "https://www.sofascore.com/api/v1/team/2598/unique-tournament/35/season/77333/statistics/overall",
+        "error_type": "SofaScoreStatisticsError",
+        "error": "SofaScore response for https://www.sofascore.com/api/v1/team/2598/unique-tournament/35/season/77333/statistics/overall has no 'statistics' field."
+      },
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+        "error_type": "SofaScoreStatisticsError",
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+        "matches": 2
+      }
+    }
+  ]
+}
diff --git a/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-09_13-32-49_259486+0200.json b/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-09_13-32-49_259486+0200.json
new file mode 100644
index 0000000..9628888
--- /dev/null
+++ b/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-09_13-32-49_259486+0200.json
@@ -0,0 +1,674 @@
+{
+  "execution_timestamp": "2026-09-09T13:32:49.259486+02:00",
+  "analysis_matchday": 3,
+  "following_matchday": 4,
+  "requested_matchday": 4,
+  "teams": {
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+        "date": "2026-09-10T19:00:00+00:00",
+        "timestamp": 1789066800,
+        "competition": "UEFA Champions League",
+        "opponent": "Bodø/Glimt",
+        "opponent_id": 656,
+        "venue": "home",
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+        "home_team": "FC Bayern München",
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+        "away_team": "Bodø/Glimt",
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+        "status_type": "notstarted"
+      },
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+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Union Berlin",
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+        "venue": "home",
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+        "home_team": "FC Bayern München",
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+        "away_team": "1. FC Union Berlin",
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+      }
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+        "date": "2026-09-09T16:45:00+00:00",
+        "timestamp": 1788972300,
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+        "home_team": "VfB Stuttgart",
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+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
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+        "venue": "away",
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+      }
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+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
+        "opponent": "VfB Stuttgart",
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+        "date": "2026-09-20T17:30:00+00:00",
+        "timestamp": 1789925400,
+        "competition": "Bundesliga",
+        "opponent": "SC Paderborn 07",
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+      }
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+        "timestamp": 1789151400,
+        "competition": "Bundesliga",
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+        "competition": "Bundesliga",
+        "opponent": "FC Bayern München",
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+        "competition": "Bundesliga",
+        "opponent": "SC Freiburg",
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+      }
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+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
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+        "competition": "Bundesliga",
+        "opponent": "TSG Hoffenheim",
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+      }
+    },
+    "36360": {
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+        "date": "2026-09-10T19:00:00+00:00",
+        "timestamp": 1789066800,
+        "competition": "UEFA Champions League",
+        "opponent": "Como",
+        "opponent_id": 2704,
+        "venue": "away",
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+        "home_team": "Como",
+        "home_team_id": 2704,
+        "away_team": "RB Leipzig",
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+        "date": "2026-09-20T13:30:00+00:00",
+        "timestamp": 1789911000,
+        "competition": "Bundesliga",
+        "opponent": "Bayer 04 Leverkusen",
+        "opponent_id": 2681,
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+        "home_team": "Bayer 04 Leverkusen",
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+    },
+    "2527": {
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+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "1. FSV Mainz 05",
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+        "venue": "home",
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+        "home_team": "Borussia M'gladbach",
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+      }
+    },
+    "2598": {
+      "team": "SV 07 Elversberg",
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+        "date": "2026-09-13T15:30:00+00:00",
+        "timestamp": 1789313400,
+        "competition": "Bundesliga",
+        "opponent": "FC Bayern München",
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+        "home_team": "SV 07 Elversberg",
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+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
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+      }
+    },
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+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
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+        "date": "2026-09-20T13:30:00+00:00",
+        "timestamp": 1789911000,
+        "competition": "Bundesliga",
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+        "venue": "home",
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+      }
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+    "2673": {
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+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
+        "opponent": "SC Paderborn 07",
+        "opponent_id": 2561,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Borussia Dortmund",
+        "home_team_id": 2673,
+        "away_team": "SC Paderborn 07",
+        "away_team_id": 2561,
+        "round": 3,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434034,
+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
+        "opponent": "VfB Stuttgart",
+        "opponent_id": 2677,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "VfB Stuttgart",
+        "home_team_id": 2677,
+        "away_team": "Borussia Dortmund",
+        "away_team_id": 2673,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2676": {
+      "team": "Hamburger SV",
+      "next_match": {
+        "match_id": 16434043,
+        "date": "2026-09-13T13:30:00+00:00",
+        "timestamp": 1789306200,
+        "competition": "Bundesliga",
+        "opponent": "RB Leipzig",
+        "opponent_id": 36360,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "RB Leipzig",
+        "home_team_id": 36360,
+        "away_team": "Hamburger SV",
+        "away_team_id": 2676,
+        "round": 3,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434048,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Köln",
+        "opponent_id": 2671,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Hamburger SV",
+        "home_team_id": 2676,
+        "away_team": "1. FC Köln",
+        "away_team_id": 2671,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2538": {
+      "team": "SC Freiburg",
+      "next_match": {
+        "match_id": 16434040,
+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
+        "opponent": "Borussia M'gladbach",
+        "opponent_id": 2527,
+        "venue": "home",
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+        "home_team": "SC Freiburg",
+        "home_team_id": 2538,
+        "away_team": "Borussia M'gladbach",
+        "away_team_id": 2527,
+        "round": 3,
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434046,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "Eintracht Frankfurt",
+        "opponent_id": 2674,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "Eintracht Frankfurt",
+        "home_team_id": 2674,
+        "away_team": "SC Freiburg",
+        "away_team_id": 2538,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2534": {
+      "team": "SV Werder Bremen",
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+        "match_id": 16434027,
+        "date": "2026-09-12T16:30:00+00:00",
+        "timestamp": 1789230600,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Köln",
+        "opponent_id": 2671,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "1. FC Köln",
+        "home_team_id": 2671,
+        "away_team": "SV Werder Bremen",
+        "away_team_id": 2534,
+        "round": 3,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434049,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "FC Augsburg",
+        "opponent_id": 2600,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
+        "away_team": "FC Augsburg",
+        "away_team_id": 2600,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2600": {
+      "team": "FC Augsburg",
+      "next_match": {
+        "match_id": 16434031,
+        "date": "2026-09-12T13:30:00+00:00",
+        "timestamp": 1789219800,
+        "competition": "Bundesliga",
+        "opponent": "Bayer 04 Leverkusen",
+        "opponent_id": 2681,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Augsburg",
+        "home_team_id": 2600,
+        "away_team": "Bayer 04 Leverkusen",
+        "away_team_id": 2681,
+        "round": 3,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434049,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "SV Werder Bremen",
+        "opponent_id": 2534,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
+        "away_team": "FC Augsburg",
+        "away_team_id": 2600,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2530": {
+      "team": "FC Schalke 04",
+      "next_match": {
+        "match_id": 16434045,
+        "date": "2026-09-11T18:30:00+00:00",
+        "timestamp": 1789151400,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Union Berlin",
+        "opponent_id": 2547,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "1. FC Union Berlin",
+        "home_team_id": 2547,
+        "away_team": "FC Schalke 04",
+        "away_team_id": 2530,
+        "round": 3,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434051,
+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "SV 07 Elversberg",
+        "opponent_id": 2598,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Schalke 04",
+        "home_team_id": 2530,
+        "away_team": "SV 07 Elversberg",
+        "away_team_id": 2598,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    }
+  }
+}
diff --git a/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-09_13-37-36_892409+0200.json b/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-09_13-37-36_892409+0200.json
new file mode 100644
index 0000000..6ab63ca
--- /dev/null
+++ b/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-09_13-37-36_892409+0200.json
@@ -0,0 +1,674 @@
+{
+  "execution_timestamp": "2026-09-09T13:37:36.892409+02:00",
+  "analysis_matchday": 3,
+  "following_matchday": 4,
+  "requested_matchday": 4,
+  "teams": {
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+      "team": "FC Bayern München",
+      "next_match": {
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+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Union Berlin",
+        "opponent_id": 2547,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Bayern München",
+        "home_team_id": 2672,
+        "away_team": "1. FC Union Berlin",
+        "away_team_id": 2547,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434038,
+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Union Berlin",
+        "opponent_id": 2547,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Bayern München",
+        "home_team_id": 2672,
+        "away_team": "1. FC Union Berlin",
+        "away_team_id": 2547,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2677": {
+      "team": "VfB Stuttgart",
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+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
+        "opponent": "Borussia Dortmund",
+        "opponent_id": 2673,
+        "venue": "home",
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+        "home_team": "VfB Stuttgart",
+        "home_team_id": 2677,
+        "away_team": "Borussia Dortmund",
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
+        "opponent": "Borussia Dortmund",
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+        "venue": "home",
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+        "home_team": "VfB Stuttgart",
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+        "away_team": "Borussia Dortmund",
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+        "status_type": "notstarted"
+      }
+    },
+    "2671": {
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "Hamburger SV",
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+        "venue": "away",
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+        "home_team": "Hamburger SV",
+        "home_team_id": 2676,
+        "away_team": "1. FC Köln",
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "Hamburger SV",
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+        "venue": "away",
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+        "home_team": "Hamburger SV",
+        "home_team_id": 2676,
+        "away_team": "1. FC Köln",
+        "away_team_id": 2671,
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+        "status_type": "notstarted"
+      }
+    },
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+      "team": "TSG Hoffenheim",
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+        "date": "2026-09-17T16:45:00+00:00",
+        "timestamp": 1789663500,
+        "competition": "UEFA Europa League",
+        "opponent": "OFI Crete",
+        "opponent_id": 3241,
+        "venue": "away",
+        "unique_tournament_id": 679,
+        "home_team": "OFI Crete",
+        "home_team_id": 3241,
+        "away_team": "TSG Hoffenheim",
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+        "round": 1,
+        "season_id": 96522,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-20T17:30:00+00:00",
+        "timestamp": 1789925400,
+        "competition": "Bundesliga",
+        "opponent": "SC Paderborn 07",
+        "opponent_id": 2561,
+        "venue": "away",
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+        "home_team": "SC Paderborn 07",
+        "home_team_id": 2561,
+        "away_team": "TSG Hoffenheim",
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+        "round": 4,
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+        "status_type": "notstarted"
+      }
+    },
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+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "FC Bayern München",
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+        "venue": "away",
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+        "home_team": "FC Bayern München",
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+        "away_team": "1. FC Union Berlin",
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+        "round": 4,
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "FC Bayern München",
+        "opponent_id": 2672,
+        "venue": "away",
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+        "home_team": "FC Bayern München",
+        "home_team_id": 2672,
+        "away_team": "1. FC Union Berlin",
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+        "status_type": "notstarted"
+      }
+    },
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+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
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+        "venue": "home",
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+      },
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "SC Freiburg",
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+        "venue": "home",
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+        "home_team": "Eintracht Frankfurt",
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+      }
+    },
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+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
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+        "home_team": "Borussia M'gladbach",
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+        "status_type": "notstarted"
+      },
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
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+        "home_team": "Borussia M'gladbach",
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+        "round": 4,
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+        "status_type": "notstarted"
+      }
+    },
+    "2561": {
+      "team": "SC Paderborn 07",
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+        "date": "2026-09-20T17:30:00+00:00",
+        "timestamp": 1789925400,
+        "competition": "Bundesliga",
+        "opponent": "TSG Hoffenheim",
+        "opponent_id": 2569,
+        "venue": "home",
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+        "home_team": "SC Paderborn 07",
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-20T17:30:00+00:00",
+        "timestamp": 1789925400,
+        "competition": "Bundesliga",
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+        "venue": "home",
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+        "home_team": "SC Paderborn 07",
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+        "status_type": "notstarted"
+      }
+    },
+    "36360": {
+      "team": "RB Leipzig",
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+        "date": "2026-09-20T13:30:00+00:00",
+        "timestamp": 1789911000,
+        "competition": "Bundesliga",
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+        "home_team": "Bayer 04 Leverkusen",
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+        "away_team": "RB Leipzig",
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+        "round": 4,
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-20T13:30:00+00:00",
+        "timestamp": 1789911000,
+        "competition": "Bundesliga",
+        "opponent": "Bayer 04 Leverkusen",
+        "opponent_id": 2681,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "Bayer 04 Leverkusen",
+        "home_team_id": 2681,
+        "away_team": "RB Leipzig",
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+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2527": {
+      "team": "Borussia M'gladbach",
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
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+        "opponent_id": 2556,
+        "venue": "home",
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+        "home_team": "Borussia M'gladbach",
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+        "away_team": "1. FSV Mainz 05",
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+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
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+        "home_team": "Borussia M'gladbach",
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+        "away_team": "1. FSV Mainz 05",
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+        "round": 4,
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+        "status_type": "notstarted"
+      }
+    },
+    "2598": {
+      "team": "SV 07 Elversberg",
+      "next_match": {
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+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "FC Schalke 04",
+        "opponent_id": 2530,
+        "venue": "away",
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+      }
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+      }
+    },
+    "2676": {
+      "team": "Hamburger SV",
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+      }
+    },
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+      }
+    },
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+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "FC Augsburg",
+        "opponent_id": 2600,
+        "venue": "home",
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+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
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+      },
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+        "status_type": "notstarted"
+      }
+    },
+    "2600": {
+      "team": "FC Augsburg",
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "SV Werder Bremen",
+        "opponent_id": 2534,
+        "venue": "away",
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+        "home_team": "SV Werder Bremen",
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+      },
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+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "SV Werder Bremen",
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+        "venue": "away",
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+        "home_team": "SV Werder Bremen",
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+        "away_team": "FC Augsburg",
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+        "status_type": "notstarted"
+      }
+    },
+    "2530": {
+      "team": "FC Schalke 04",
+      "next_match": {
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+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "SV 07 Elversberg",
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+        "venue": "home",
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+        "home_team": "FC Schalke 04",
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+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "SV 07 Elversberg",
+        "opponent_id": 2598,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Schalke 04",
+        "home_team_id": 2530,
+        "away_team": "SV 07 Elversberg",
+        "away_team_id": 2598,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    }
+  }
+}
diff --git a/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-11_09-40-35_287443+0200.json b/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-11_09-40-35_287443+0200.json
new file mode 100644
index 0000000..9489cb0
--- /dev/null
+++ b/outputs/sofascore/upcoming_matches/upcoming_matches_md_4_2026-09-11_09-40-35_287443+0200.json
@@ -0,0 +1,674 @@
+{
+  "execution_timestamp": "2026-09-11T09:40:35.287443+02:00",
+  "analysis_matchday": 3,
+  "following_matchday": 4,
+  "requested_matchday": 4,
+  "teams": {
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+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Union Berlin",
+        "opponent_id": 2547,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Bayern München",
+        "home_team_id": 2672,
+        "away_team": "1. FC Union Berlin",
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+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-18T18:30:00+00:00",
+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Union Berlin",
+        "opponent_id": 2547,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Bayern München",
+        "home_team_id": 2672,
+        "away_team": "1. FC Union Berlin",
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+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2677": {
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+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
+        "opponent": "Borussia Dortmund",
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+        "home_team": "VfB Stuttgart",
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+        "away_team": "Borussia Dortmund",
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
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+      }
+    },
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
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+        "home_team": "Hamburger SV",
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
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+        "status_type": "notstarted"
+      }
+    },
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+        "date": "2026-09-17T16:45:00+00:00",
+        "timestamp": 1789663500,
+        "competition": "UEFA Europa League",
+        "opponent": "OFI Crete",
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+        "venue": "away",
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+        "home_team": "OFI Crete",
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+        "away_team": "TSG Hoffenheim",
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+        "status_type": "notstarted"
+      },
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+        "date": "2026-09-20T17:30:00+00:00",
+        "timestamp": 1789925400,
+        "competition": "Bundesliga",
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+        "home_team": "SC Paderborn 07",
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+      }
+    },
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+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
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+      },
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+        "timestamp": 1789756200,
+        "competition": "Bundesliga",
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+    },
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+        "status_type": "notstarted"
+      }
+    },
+    "2561": {
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+        "timestamp": 1789925400,
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+      },
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+        "status_type": "notstarted"
+      }
+    },
+    "36360": {
+      "team": "RB Leipzig",
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+        "competition": "Bundesliga",
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+        "home_team": "Bayer 04 Leverkusen",
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+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
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+        "date": "2026-09-20T13:30:00+00:00",
+        "timestamp": 1789911000,
+        "competition": "Bundesliga",
+        "opponent": "Bayer 04 Leverkusen",
+        "opponent_id": 2681,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "Bayer 04 Leverkusen",
+        "home_team_id": 2681,
+        "away_team": "RB Leipzig",
+        "away_team_id": 36360,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2527": {
+      "team": "Borussia M'gladbach",
+      "next_match": {
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+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "1. FSV Mainz 05",
+        "opponent_id": 2556,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Borussia M'gladbach",
+        "home_team_id": 2527,
+        "away_team": "1. FSV Mainz 05",
+        "away_team_id": 2556,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434047,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "1. FSV Mainz 05",
+        "opponent_id": 2556,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Borussia M'gladbach",
+        "home_team_id": 2527,
+        "away_team": "1. FSV Mainz 05",
+        "away_team_id": 2556,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2598": {
+      "team": "SV 07 Elversberg",
+      "next_match": {
+        "match_id": 16434051,
+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "FC Schalke 04",
+        "opponent_id": 2530,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "FC Schalke 04",
+        "home_team_id": 2530,
+        "away_team": "SV 07 Elversberg",
+        "away_team_id": 2598,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434051,
+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "FC Schalke 04",
+        "opponent_id": 2530,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "FC Schalke 04",
+        "home_team_id": 2530,
+        "away_team": "SV 07 Elversberg",
+        "away_team_id": 2598,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2681": {
+      "team": "Bayer 04 Leverkusen",
+      "next_match": {
+        "match_id": 16943945,
+        "date": "2026-09-16T19:00:00+00:00",
+        "timestamp": 1789585200,
+        "competition": "UEFA Europa League",
+        "opponent": "NK Celje",
+        "opponent_id": 2413,
+        "venue": "home",
+        "unique_tournament_id": 679,
+        "home_team": "Bayer 04 Leverkusen",
+        "home_team_id": 2681,
+        "away_team": "NK Celje",
+        "away_team_id": 2413,
+        "round": 1,
+        "season_id": 96522,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434033,
+        "date": "2026-09-20T13:30:00+00:00",
+        "timestamp": 1789911000,
+        "competition": "Bundesliga",
+        "opponent": "RB Leipzig",
+        "opponent_id": 36360,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Bayer 04 Leverkusen",
+        "home_team_id": 2681,
+        "away_team": "RB Leipzig",
+        "away_team_id": 36360,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2673": {
+      "team": "Borussia Dortmund",
+      "next_match": {
+        "match_id": 16434034,
+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
+        "opponent": "VfB Stuttgart",
+        "opponent_id": 2677,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "VfB Stuttgart",
+        "home_team_id": 2677,
+        "away_team": "Borussia Dortmund",
+        "away_team_id": 2673,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434034,
+        "date": "2026-09-19T16:30:00+00:00",
+        "timestamp": 1789835400,
+        "competition": "Bundesliga",
+        "opponent": "VfB Stuttgart",
+        "opponent_id": 2677,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "VfB Stuttgart",
+        "home_team_id": 2677,
+        "away_team": "Borussia Dortmund",
+        "away_team_id": 2673,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2676": {
+      "team": "Hamburger SV",
+      "next_match": {
+        "match_id": 16434048,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Köln",
+        "opponent_id": 2671,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Hamburger SV",
+        "home_team_id": 2676,
+        "away_team": "1. FC Köln",
+        "away_team_id": 2671,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434048,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "1. FC Köln",
+        "opponent_id": 2671,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "Hamburger SV",
+        "home_team_id": 2676,
+        "away_team": "1. FC Köln",
+        "away_team_id": 2671,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2538": {
+      "team": "SC Freiburg",
+      "next_match": {
+        "match_id": 16434046,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "Eintracht Frankfurt",
+        "opponent_id": 2674,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "Eintracht Frankfurt",
+        "home_team_id": 2674,
+        "away_team": "SC Freiburg",
+        "away_team_id": 2538,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434046,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "Eintracht Frankfurt",
+        "opponent_id": 2674,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "Eintracht Frankfurt",
+        "home_team_id": 2674,
+        "away_team": "SC Freiburg",
+        "away_team_id": 2538,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2534": {
+      "team": "SV Werder Bremen",
+      "next_match": {
+        "match_id": 16434049,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "FC Augsburg",
+        "opponent_id": 2600,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
+        "away_team": "FC Augsburg",
+        "away_team_id": 2600,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434049,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "FC Augsburg",
+        "opponent_id": 2600,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
+        "away_team": "FC Augsburg",
+        "away_team_id": 2600,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2600": {
+      "team": "FC Augsburg",
+      "next_match": {
+        "match_id": 16434049,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "SV Werder Bremen",
+        "opponent_id": 2534,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
+        "away_team": "FC Augsburg",
+        "away_team_id": 2600,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434049,
+        "date": "2026-09-19T13:30:00+00:00",
+        "timestamp": 1789824600,
+        "competition": "Bundesliga",
+        "opponent": "SV Werder Bremen",
+        "opponent_id": 2534,
+        "venue": "away",
+        "unique_tournament_id": 35,
+        "home_team": "SV Werder Bremen",
+        "home_team_id": 2534,
+        "away_team": "FC Augsburg",
+        "away_team_id": 2600,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    },
+    "2530": {
+      "team": "FC Schalke 04",
+      "next_match": {
+        "match_id": 16434051,
+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "SV 07 Elversberg",
+        "opponent_id": 2598,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Schalke 04",
+        "home_team_id": 2530,
+        "away_team": "SV 07 Elversberg",
+        "away_team_id": 2598,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      },
+      "next_bundesliga_match": {
+        "match_id": 16434051,
+        "date": "2026-09-20T15:30:00+00:00",
+        "timestamp": 1789918200,
+        "competition": "Bundesliga",
+        "opponent": "SV 07 Elversberg",
+        "opponent_id": 2598,
+        "venue": "home",
+        "unique_tournament_id": 35,
+        "home_team": "FC Schalke 04",
+        "home_team_id": 2530,
+        "away_team": "SV 07 Elversberg",
+        "away_team_id": 2598,
+        "round": 4,
+        "season_id": 97464,
+        "status_type": "notstarted"
+      }
+    }
+  }
+}
diff --git a/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232.csv b/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232.csv
new file mode 100644
index 0000000..3e9db9d
--- /dev/null
+++ b/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232.csv
@@ -0,0 +1,510 @@
+team,team_id,season_id,shirt_number,player_name,player_id,position,age,nationalities,contract_until,market_value,market_value_eur,player_url
+1. FC Köln,3,2026,10,Said El Mala,1168219,Left Winger,20,Germany,30/06/2031,€45.00m,45000000,https://www.transfermarkt.com/said-el-mala/profil/spieler/1168219
+1. FC Köln,3,2026,47,Mikey Moore,1011147,Right Winger,19,England|Wales,30/06/2027,€18.00m,18000000,https://www.transfermarkt.com/mikey-moore/profil/spieler/1011147
+1. FC Köln,3,2026,22,Jahmai Simpson-Pusey,942497,Centre-Back,20,England,30/06/2030,€9.00m,9000000,https://www.transfermarkt.com/jahmai-simpson-pusey/profil/spieler/942497
+1. FC Köln,3,2026,9,Ragnar Ache,416380,Centre-Forward,28,Germany|Ghana,30/06/2029,€9.00m,9000000,https://www.transfermarkt.com/ragnar-ache/profil/spieler/416380
+1. FC Köln,3,2026,27,Thijs Dallinga,538964,Centre-Forward,26,Netherlands,30/06/2027,€9.00m,9000000,https://www.transfermarkt.com/thijs-dallinga/profil/spieler/538964
+1. FC Köln,3,2026,8,Ísak Jóhannesson,579565,Central Midfield,23,Iceland|England,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/isak-johannesson/profil/spieler/579565
+1. FC Köln,3,2026,33,Rav van den Berg,640556,Centre-Back,22,Netherlands,30/06/2030,€7.00m,7000000,https://www.transfermarkt.com/rav-van-den-berg/profil/spieler/640556
+1. FC Köln,3,2026,28,Sebastian Sebulonsen,592387,Right-Back,26,Norway,30/06/2028,€5.50m,5500000,https://www.transfermarkt.com/sebastian-sebulonsen/profil/spieler/592387
+1. FC Köln,3,2026,6,Ellyes Skhiri,290587,Defensive Midfield,31,Tunisia|France,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/ellyes-skhiri/profil/spieler/290587
+1. FC Köln,3,2026,29,Jan Thielmann,472249,Right Winger,24,Germany,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/jan-thielmann/profil/spieler/472249
+1. FC Köln,3,2026,5,Tom Krauß,405687,Defensive Midfield,25,Germany,30/06/2029,€4.50m,4500000,https://www.transfermarkt.com/tom-krauss/profil/spieler/405687
+1. FC Köln,3,2026,14,Gideon Mensah,397171,Left-Back,28,Ghana,30/06/2028,€4.00m,4000000,https://www.transfermarkt.com/gideon-mensah/profil/spieler/397171
+1. FC Köln,3,2026,3,Borna Sosa,293194,Left-Back,28,Croatia|Germany,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/borna-sosa/profil/spieler/293194
+1. FC Köln,3,2026,2,Joël Schmied,322517,Centre-Back,27,Switzerland,30/06/2029,€3.00m,3000000,https://www.transfermarkt.com/joel-schmied/profil/spieler/322517
+1. FC Köln,3,2026,37,Linton Maina,335103,Right Winger,27,Germany|Kenya,,€3.00m,3000000,https://www.transfermarkt.com/linton-maina/profil/spieler/335103
+1. FC Köln,3,2026,1,Marvin Schwäbe,160929,Goalkeeper,31,Germany,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/marvin-schwabe/profil/spieler/160929
+1. FC Köln,3,2026,17,Alessio Castro-Montes,340166,Right-Back,29,Belgium|Spain,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/alessio-castro-montes/profil/spieler/340166
+1. FC Köln,3,2026,24,Luka Lochoshvili,345189,Centre-Back,28,Georgia,30/06/2029,€2.50m,2500000,https://www.transfermarkt.com/luka-lochoshvili/profil/spieler/345189
+1. FC Köln,3,2026,7,Luca Waldschmidt,196095,Centre-Forward,30,Germany,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/luca-waldschmidt/profil/spieler/196095
+1. FC Köln,3,2026,11,Reigan Heskey,1056437,Left Winger,18,England|Antigua and Barbuda,30/06/2031,€2.00m,2000000,https://www.transfermarkt.com/reigan-heskey/profil/spieler/1056437
+1. FC Köln,3,2026,30,Marius Bülter,116088,Left Winger,33,Germany,30/06/2027,€1.80m,1800000,https://www.transfermarkt.com/marius-bulter/profil/spieler/116088
+1. FC Köln,3,2026,4,Timo Hübers,236981,Centre-Back,30,Germany,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/timo-hubers/profil/spieler/236981
+1. FC Köln,3,2026,23,Paul Okon-Engstler,1064377,Defensive Midfield,21,Australia|Italy,30/06/2030,€1.20m,1200000,https://www.transfermarkt.com/paul-okon-engstler/profil/spieler/1064377
+1. FC Köln,3,2026,15,Imad Rondic,464154,Centre-Forward,27,Bosnia-Herzegovina,30/06/2029,€750k,750000,https://www.transfermarkt.com/imad-rondic/profil/spieler/464154
+1. FC Köln,3,2026,20,Ron-Robert Zieler,21327,Goalkeeper,37,Germany,30/06/2027,€500k,500000,https://www.transfermarkt.com/ron-robert-zieler/profil/spieler/21327
+1. FC Köln,3,2026,19,Malek El Mala,1168222,Centre-Forward,21,Germany,30/06/2031,€250k,250000,https://www.transfermarkt.com/malek-el-mala/profil/spieler/1168222
+1. FC Köln,3,2026,44,Matthias Köbbing,227089,Goalkeeper,29,Germany,30/06/2027,€100k,100000,https://www.transfermarkt.com/matthias-kobbing/profil/spieler/227089
+1. FC Köln,3,2026,31,Gil Neves,1073474,Central Midfield,18,Portugal|Luxembourg,30/06/2029,-,,https://www.transfermarkt.com/gil-neves/profil/spieler/1073474
+1. FC Köln,3,2026,21,Martin James,1077676,Goalkeeper,18,France,30/06/2029,-,,https://www.transfermarkt.com/martin-james/profil/spieler/1077676
+Bayer Leverkusen,15,2026,30,Ibrahim Maza,905011,Attacking Midfield,20,Algeria|Germany,30/06/2030,€45.00m,45000000,https://www.transfermarkt.com/ibrahim-maza/profil/spieler/905011
+Bayer Leverkusen,15,2026,4,Jarell Quansah,632349,Centre-Back,23,England|Scotland,30/06/2030,€45.00m,45000000,https://www.transfermarkt.com/jarell-quansah/profil/spieler/632349
+Bayer Leverkusen,15,2026,35,Christian Kofane,1364454,Centre-Forward,20,Cameroon,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/christian-kofane/profil/spieler/1364454
+Bayer Leverkusen,15,2026,12,Edmond Tapsoba,564545,Centre-Back,27,Burkina Faso,30/06/2031,€35.00m,35000000,https://www.transfermarkt.com/edmond-tapsoba/profil/spieler/564545
+Bayer Leverkusen,15,2026,10,Malik Tillman,467437,Attacking Midfield,24,United States|Germany,30/06/2030,€30.00m,30000000,https://www.transfermarkt.com/malik-tillman/profil/spieler/467437
+Bayer Leverkusen,15,2026,19,Moussa Diaby,395516,Right Winger,27,France|Mali,30/06/2031,€25.00m,25000000,https://www.transfermarkt.com/moussa-diaby/profil/spieler/395516
+Bayer Leverkusen,15,2026,3,Miguel Gutiérrez,525299,Left-Back,25,Spain,30/06/2031,€22.00m,22000000,https://www.transfermarkt.com/miguel-gutierrez/profil/spieler/525299
+Bayer Leverkusen,15,2026,9,Afonso Moreira,952282,Left Winger,21,Portugal,30/06/2031,€20.00m,20000000,https://www.transfermarkt.com/afonso-moreira/profil/spieler/952282
+Bayer Leverkusen,15,2026,24,Aleix García,261504,Central Midfield,29,Spain,30/06/2029,€20.00m,20000000,https://www.transfermarkt.com/aleix-garcia/profil/spieler/261504
+Bayer Leverkusen,15,2026,29,Eliesse Ben Seghir,810895,Left Winger,21,Morocco|France,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/eliesse-ben-seghir/profil/spieler/810895
+Bayer Leverkusen,15,2026,6,Equi Fernández,664708,Defensive Midfield,24,Argentina|Paraguay,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/equi-fernandez/profil/spieler/664708
+Bayer Leverkusen,15,2026,20,Guéla Doué,711980,Right-Back,23,Cote d'Ivoire|France,30/06/2031,€20.00m,20000000,https://www.transfermarkt.com/guela-doue/profil/spieler/711980
+Bayer Leverkusen,15,2026,18,Kennet Eichhorn,1214123,Defensive Midfield,17,Germany,30/06/2031,€20.00m,20000000,https://www.transfermarkt.com/kennet-eichhorn/profil/spieler/1214123
+Bayer Leverkusen,15,2026,5,Loïc Badé,730581,Centre-Back,26,France|Cote d'Ivoire,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/loic-bade/profil/spieler/730581
+Bayer Leverkusen,15,2026,2,Facundo Medina,474800,Centre-Back,27,Argentina,30/06/2031,€18.00m,18000000,https://www.transfermarkt.com/facundo-medina/profil/spieler/474800
+Bayer Leverkusen,15,2026,14,Patrik Schick,242086,Centre-Forward,30,Czech Republic,30/06/2030,€18.00m,18000000,https://www.transfermarkt.com/patrik-schick/profil/spieler/242086
+Bayer Leverkusen,15,2026,42,Montrell Culbreath,1058514,Right Winger,19,Germany|United States,30/06/2031,€15.00m,15000000,https://www.transfermarkt.com/montrell-culbreath/profil/spieler/1058514
+Bayer Leverkusen,15,2026,23,Nathan Tella,340322,Right Winger,27,Nigeria|England,30/06/2031,€15.00m,15000000,https://www.transfermarkt.com/nathan-tella/profil/spieler/340322
+Bayer Leverkusen,15,2026,11,Martin Terrier,442891,Left Winger,29,France,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/martin-terrier/profil/spieler/442891
+Bayer Leverkusen,15,2026,1,Mark Flekken,125714,Goalkeeper,33,Netherlands,30/06/2028,€6.00m,6000000,https://www.transfermarkt.com/mark-flekken/profil/spieler/125714
+Bayer Leverkusen,15,2026,8,Robert Andrich,159088,Defensive Midfield,31,Germany,30/06/2028,€6.00m,6000000,https://www.transfermarkt.com/robert-andrich/profil/spieler/159088
+Bayer Leverkusen,15,2026,22,Victor Boniface,656681,Centre-Forward,25,Nigeria,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/victor-boniface/profil/spieler/656681
+Bayer Leverkusen,15,2026,15,Tim Oermann,696164,Centre-Back,22,Germany,30/06/2029,€4.00m,4000000,https://www.transfermarkt.com/tim-oermann/profil/spieler/696164
+Bayer Leverkusen,15,2026,7,Jonas Hofmann,7161,Attacking Midfield,34,Germany,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/jonas-hofmann/profil/spieler/7161
+Bayer Leverkusen,15,2026,17,Lucas Vázquez,221316,Right-Back,35,Spain,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/lucas-vazquez/profil/spieler/221316
+Bayer Leverkusen,15,2026,28,Janis Blaswich,81173,Goalkeeper,35,Germany,30/06/2027,€700k,700000,https://www.transfermarkt.com/janis-blaswich/profil/spieler/81173
+Bayer Leverkusen,15,2026,36,Niklas Lomb,85543,Goalkeeper,33,Germany,30/06/2027,€250k,250000,https://www.transfermarkt.com/niklas-lomb/profil/spieler/85543
+Bayer Leverkusen,15,2026,,Ndjicoura Bomba,1392804,Centre-Forward,18,Mali,30/06/2030,-,,https://www.transfermarkt.com/ndjicoura-bomba/profil/spieler/1392804
+Bayern Munich,27,2026,17,Michael Olise,566723,Right Winger,24,France|England,30/06/2029,€170.00m,170000000,https://www.transfermarkt.com/michael-olise/profil/spieler/566723
+Bayern Munich,27,2026,10,Jamal Musiala,580195,Attacking Midfield,23,Germany|England,30/06/2030,€100.00m,100000000,https://www.transfermarkt.com/jamal-musiala/profil/spieler/580195
+Bayern Munich,27,2026,45,Aleksandar Pavlovic,792380,Defensive Midfield,22,Germany|Serbia,30/06/2029,€90.00m,90000000,https://www.transfermarkt.com/aleksandar-pavlovic/profil/spieler/792380
+Bayern Munich,27,2026,2,Dayot Upamecano,344695,Centre-Back,27,France|Guinea-Bissau,30/06/2030,€75.00m,75000000,https://www.transfermarkt.com/dayot-upamecano/profil/spieler/344695
+Bayern Munich,27,2026,14,Luis Díaz,480692,Left Winger,29,Colombia,30/06/2029,€70.00m,70000000,https://www.transfermarkt.com/luis-diaz/profil/spieler/480692
+Bayern Munich,27,2026,9,Harry Kane,132098,Centre-Forward,33,England|Ireland,30/06/2027,€60.00m,60000000,https://www.transfermarkt.com/harry-kane/profil/spieler/132098
+Bayern Munich,27,2026,42,Lennart Karl,1075147,Attacking Midfield,18,Germany,30/06/2029,€60.00m,60000000,https://www.transfermarkt.com/lennart-karl/profil/spieler/1075147
+Bayern Munich,27,2026,34,Ismael Saibari,702869,Attacking Midfield,25,Morocco|Belgium,30/06/2031,€55.00m,55000000,https://www.transfermarkt.com/ismael-saibari/profil/spieler/702869
+Bayern Munich,27,2026,11,Nathaniel Brown,691892,Left-Back,23,Germany|United States,30/06/2031,€50.00m,50000000,https://www.transfermarkt.com/nathaniel-brown/profil/spieler/691892
+Bayern Munich,27,2026,19,Alphonso Davies,424204,Left-Back,25,Canada|Liberia,30/06/2030,€40.00m,40000000,https://www.transfermarkt.com/alphonso-davies/profil/spieler/424204
+Bayern Munich,27,2026,44,Josip Stanisic,483046,Right-Back,26,Croatia|Germany,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/josip-stanisic/profil/spieler/483046
+Bayern Munich,27,2026,8,Tom Bischof,822959,Central Midfield,21,Germany,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/tom-bischof/profil/spieler/822959
+Bayern Munich,27,2026,6,Joshua Kimmich,161056,Defensive Midfield,31,Germany,30/06/2029,€35.00m,35000000,https://www.transfermarkt.com/joshua-kimmich/profil/spieler/161056
+Bayern Munich,27,2026,27,Konrad Laimer,223967,Right-Back,29,Austria,30/06/2029,€32.00m,32000000,https://www.transfermarkt.com/konrad-laimer/profil/spieler/223967
+Bayern Munich,27,2026,4,Jonathan Tah,196357,Centre-Back,30,Germany|Cote d'Ivoire,30/06/2029,€28.00m,28000000,https://www.transfermarkt.com/jonathan-tah/profil/spieler/196357
+Bayern Munich,27,2026,3,Min-jae Kim,503482,Centre-Back,29,"Korea, South",30/06/2028,€20.00m,20000000,https://www.transfermarkt.com/min-jae-kim/profil/spieler/503482
+Bayern Munich,27,2026,21,Hiroki Ito,353892,Centre-Back,27,Japan,30/06/2028,€18.00m,18000000,https://www.transfermarkt.com/hiroki-ito/profil/spieler/353892
+Bayern Munich,27,2026,40,Jonas Urbig,607720,Goalkeeper,23,Germany,30/06/2029,€18.00m,18000000,https://www.transfermarkt.com/jonas-urbig/profil/spieler/607720
+Bayern Munich,27,2026,7,Serge Gnabry,159471,Second Striker,31,Germany|Cote d'Ivoire,30/06/2028,€18.00m,18000000,https://www.transfermarkt.com/serge-gnabry/profil/spieler/159471
+Bayern Munich,27,2026,23,Sacha Boey,475413,Right-Back,25,France|Belgium,30/06/2028,€10.00m,10000000,https://www.transfermarkt.com/sacha-boey/profil/spieler/475413
+Bayern Munich,27,2026,39,Bara Sapoko Ndiaye,1497653,Central Midfield,18,Senegal,30/06/2031,€4.00m,4000000,https://www.transfermarkt.com/bara-sapoko-ndiaye/profil/spieler/1497653
+Bayern Munich,27,2026,1,Manuel Neuer,17259,Goalkeeper,40,Germany,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/manuel-neuer/profil/spieler/17259
+Bayern Munich,27,2026,26,Sven Ulreich,40680,Goalkeeper,38,Germany,30/06/2027,€500k,500000,https://www.transfermarkt.com/sven-ulreich/profil/spieler/40680
+Borussia Dortmund,16,2026,8,Felix Nmecha,406640,Central Midfield,25,Germany|England,30/06/2030,€55.00m,55000000,https://www.transfermarkt.com/felix-nmecha/profil/spieler/406640
+Borussia Dortmund,16,2026,4,Nico Schlotterbeck,388198,Centre-Back,26,Germany,30/06/2031,€55.00m,55000000,https://www.transfermarkt.com/nico-schlotterbeck/profil/spieler/388198
+Borussia Dortmund,16,2026,1,Gregor Kobel,257814,Goalkeeper,28,Switzerland,30/06/2028,€40.00m,40000000,https://www.transfermarkt.com/gregor-kobel/profil/spieler/257814
+Borussia Dortmund,16,2026,7,Jobe Bellingham,796297,Central Midfield,20,England|Ireland,30/06/2030,€40.00m,40000000,https://www.transfermarkt.com/jobe-bellingham/profil/spieler/796297
+Borussia Dortmund,16,2026,14,Maximilian Beier,578392,Centre-Forward,23,Germany,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/maximilian-beier/profil/spieler/578392
+Borussia Dortmund,16,2026,18,Ethan Nwaneri,890719,Attacking Midfield,19,England|Nigeria,30/06/2027,€35.00m,35000000,https://www.transfermarkt.com/ethan-nwaneri/profil/spieler/890719
+Borussia Dortmund,16,2026,19,Konstantinos Karetsas,990148,Attacking Midfield,18,Greece|Belgium,30/06/2031,€35.00m,35000000,https://www.transfermarkt.com/konstantinos-karetsas/profil/spieler/990148
+Borussia Dortmund,16,2026,9,Serhou Guirassy,270541,Centre-Forward,30,Guinea|France,30/06/2028,€32.00m,32000000,https://www.transfermarkt.com/serhou-guirassy/profil/spieler/270541
+Borussia Dortmund,16,2026,25,Joey Veerman,408574,Central Midfield,27,Netherlands,30/06/2031,€25.00m,25000000,https://www.transfermarkt.com/joey-veerman/profil/spieler/408574
+Borussia Dortmund,16,2026,26,Julian Ryerson,370789,Right-Back,28,Norway|United States,30/06/2028,€25.00m,25000000,https://www.transfermarkt.com/julian-ryerson/profil/spieler/370789
+Borussia Dortmund,16,2026,24,Daniel Svensson,579287,Left-Back,24,Sweden,30/06/2029,€22.00m,22000000,https://www.transfermarkt.com/daniel-svensson/profil/spieler/579287
+Borussia Dortmund,16,2026,21,Fábio Silva,505653,Centre-Forward,24,Portugal,30/06/2030,€22.00m,22000000,https://www.transfermarkt.com/fabio-silva/profil/spieler/505653
+Borussia Dortmund,16,2026,45,Giannis Konstantelias,628331,Attacking Midfield,23,Greece,30/06/2031,€22.00m,22000000,https://www.transfermarkt.com/giannis-konstantelias/profil/spieler/628331
+Borussia Dortmund,16,2026,17,Carney Chukwuemeka,659459,Central Midfield,22,Austria|England,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/carney-chukwuemeka/profil/spieler/659459
+Borussia Dortmund,16,2026,22,Joane Gadou,1075577,Centre-Back,19,France|Cote d'Ivoire,30/06/2031,€20.00m,20000000,https://www.transfermarkt.com/joane-gadou/profil/spieler/1075577
+Borussia Dortmund,16,2026,3,Waldemar Anton,193004,Centre-Back,30,Germany,30/06/2028,€18.00m,18000000,https://www.transfermarkt.com/waldemar-anton/profil/spieler/193004
+Borussia Dortmund,16,2026,40,Samuele Inácio,1058359,Second Striker,18,Italy|Brazil,30/06/2029,€15.00m,15000000,https://www.transfermarkt.com/samuele-inacio/profil/spieler/1058359
+Borussia Dortmund,16,2026,36,Kauã Prates,1275068,Left-Back,18,Brazil,30/06/2031,€10.00m,10000000,https://www.transfermarkt.com/kaua-prates/profil/spieler/1275068
+Borussia Dortmund,16,2026,49,Luca Reggiani,1074990,Centre-Back,18,Italy,,€10.00m,10000000,https://www.transfermarkt.com/luca-reggiani/profil/spieler/1074990
+Borussia Dortmund,16,2026,5,Ramy Bensebaini,284732,Centre-Back,31,Algeria,30/06/2027,€7.00m,7000000,https://www.transfermarkt.com/ramy-bensebaini/profil/spieler/284732
+Borussia Dortmund,16,2026,20,Marcel Sabitzer,106987,Central Midfield,32,Austria,30/06/2027,€6.00m,6000000,https://www.transfermarkt.com/marcel-sabitzer/profil/spieler/106987
+Borussia Dortmund,16,2026,28,Justin Lerma,1185507,Attacking Midfield,18,Ecuador,30/06/2031,€3.20m,3200000,https://www.transfermarkt.com/justin-lerma/profil/spieler/1185507
+Borussia Dortmund,16,2026,23,Emre Can,119296,Centre-Back,32,Germany|Türkiye,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/emre-can/profil/spieler/119296
+Borussia Dortmund,16,2026,39,Filippo Mane,883007,Centre-Back,21,Italy|Senegal,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/filippo-mane/profil/spieler/883007
+Borussia Dortmund,16,2026,33,Alexander Meyer,76158,Goalkeeper,35,Germany,30/06/2027,€500k,500000,https://www.transfermarkt.com/alexander-meyer/profil/spieler/76158
+Borussia Dortmund,16,2026,41,Mathis Albert,1193849,Left Winger,17,United States|Germany,30/06/2027,€300k,300000,https://www.transfermarkt.com/mathis-albert/profil/spieler/1193849
+Borussia Dortmund,16,2026,30,Patrick Drewes,94192,Goalkeeper,33,Germany,30/06/2027,€300k,300000,https://www.transfermarkt.com/patrick-drewes/profil/spieler/94192
+Borussia Dortmund,16,2026,44,Enzo dos Santos,1311594,Central Midfield,17,Luxembourg|Cape Verde,30/06/2029,€250k,250000,https://www.transfermarkt.com/enzo-dos-santos/profil/spieler/1311594
+Borussia Dortmund,16,2026,48,Mussa Kaba,1141179,Defensive Midfield,17,Germany|Guinea,30/06/2031,€200k,200000,https://www.transfermarkt.com/mussa-kaba/profil/spieler/1141179
+Borussia Dortmund,16,2026,31,Silas Ostrzinski,684116,Goalkeeper,22,Germany,30/06/2027,€200k,200000,https://www.transfermarkt.com/silas-ostrzinski/profil/spieler/684116
+Borussia Mönchengladbach,18,2026,36,Wael Mohya,1070979,Attacking Midfield,17,Germany|Morocco,,€17.00m,17000000,https://www.transfermarkt.com/wael-mohya/profil/spieler/1070979
+Borussia Mönchengladbach,18,2026,17,Jens Castrop,613192,Central Midfield,23,"Korea, South|Germany",30/06/2029,€10.00m,10000000,https://www.transfermarkt.com/jens-castrop/profil/spieler/613192
+Borussia Mönchengladbach,18,2026,19,Nicolas Kühn,336012,Right Winger,26,Germany,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/nicolas-kuhn/profil/spieler/336012
+Borussia Mönchengladbach,18,2026,6,Ko Itakura,355816,Centre-Back,29,Japan,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/ko-itakura/profil/spieler/355816
+Borussia Mönchengladbach,18,2026,1,Moritz Nicolas,284270,Goalkeeper,28,Germany,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/moritz-nicolas/profil/spieler/284270
+Borussia Mönchengladbach,18,2026,11,Tim Kleindienst,193033,Centre-Forward,31,Germany,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/tim-kleindienst/profil/spieler/193033
+Borussia Mönchengladbach,18,2026,9,Franck Honorat,229006,Right Winger,30,France,30/06/2029,€7.00m,7000000,https://www.transfermarkt.com/franck-honorat/profil/spieler/229006
+Borussia Mönchengladbach,18,2026,29,Joe Scally,504153,Right-Back,23,United States,30/06/2027,€7.00m,7000000,https://www.transfermarkt.com/joe-scally/profil/spieler/504153
+Borussia Mönchengladbach,18,2026,25,Robin Hack,284010,Left Winger,28,Germany,30/06/2029,€7.00m,7000000,https://www.transfermarkt.com/robin-hack/profil/spieler/284010
+Borussia Mönchengladbach,18,2026,38,Hugo Bolin,667251,Left Winger,23,Sweden,30/06/2030,€6.00m,6000000,https://www.transfermarkt.com/hugo-bolin/profil/spieler/667251
+Borussia Mönchengladbach,18,2026,26,Lukas Ullrich,787151,Left-Back,22,Germany,30/06/2029,€6.00m,6000000,https://www.transfermarkt.com/lukas-ullrich/profil/spieler/787151
+Borussia Mönchengladbach,18,2026,3,Isac Lidberg,322073,Centre-Forward,28,Sweden,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/isac-lidberg/profil/spieler/322073
+Borussia Mönchengladbach,18,2026,4,Kevin Diks,335209,Centre-Back,29,Indonesia|Netherlands,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/kevin-diks/profil/spieler/335209
+Borussia Mönchengladbach,18,2026,22,Yukhym Konoplya,467250,Right-Back,27,Ukraine,30/06/2029,€5.00m,5000000,https://www.transfermarkt.com/yukhym-konoplya/profil/spieler/467250
+Borussia Mönchengladbach,18,2026,20,David Herold,604358,Left-Back,23,Germany,30/06/2030,€4.00m,4000000,https://www.transfermarkt.com/david-herold/profil/spieler/604358
+Borussia Mönchengladbach,18,2026,8,Enzo Leopold,383362,Central Midfield,26,Germany,30/06/2030,€4.00m,4000000,https://www.transfermarkt.com/enzo-leopold/profil/spieler/383362
+Borussia Mönchengladbach,18,2026,16,Philipp Sander,388409,Defensive Midfield,28,Germany,30/06/2028,€4.00m,4000000,https://www.transfermarkt.com/philipp-sander/profil/spieler/388409
+Borussia Mönchengladbach,18,2026,18,Shuto Machino,550580,Centre-Forward,26,Japan,30/06/2029,€4.00m,4000000,https://www.transfermarkt.com/shuto-machino/profil/spieler/550580
+Borussia Mönchengladbach,18,2026,2,Fabio Chiarodia,724104,Centre-Back,21,Italy|Germany,30/06/2028,€3.00m,3000000,https://www.transfermarkt.com/fabio-chiarodia/profil/spieler/724104
+Borussia Mönchengladbach,18,2026,10,Florian Neuhaus,278332,Central Midfield,29,Germany,30/06/2027,€2.50m,2500000,https://www.transfermarkt.com/florian-neuhaus/profil/spieler/278332
+Borussia Mönchengladbach,18,2026,7,Kevin Stöger,106872,Attacking Midfield,33,Austria,30/06/2027,€1.80m,1800000,https://www.transfermarkt.com/kevin-stoger/profil/spieler/106872
+Borussia Mönchengladbach,18,2026,14,Daiki Hashioka,387191,Right-Back,27,Japan,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/daiki-hashioka/profil/spieler/387191
+Borussia Mönchengladbach,18,2026,34,Mathieu Nguefack,1070980,Central Midfield,18,Germany|Cameroon,30/06/2029,€1.50m,1500000,https://www.transfermarkt.com/mathieu-nguefack/profil/spieler/1070980
+Borussia Mönchengladbach,18,2026,47,Zento Uno,957526,Defensive Midfield,22,Japan,30/06/2030,€1.00m,1000000,https://www.transfermarkt.com/zento-uno/profil/spieler/957526
+Borussia Mönchengladbach,18,2026,5,Jan Leszczyński,1118874,Centre-Back,19,Poland,30/06/2030,€600k,600000,https://www.transfermarkt.com/jan-leszczynski/profil/spieler/1118874
+Borussia Mönchengladbach,18,2026,23,Jan Olschowsky,455922,Goalkeeper,24,Germany,30/06/2027,€450k,450000,https://www.transfermarkt.com/jan-olschowsky/profil/spieler/455922
+Borussia Mönchengladbach,18,2026,33,Daniel Batz,90317,Goalkeeper,35,Germany,30/06/2029,€350k,350000,https://www.transfermarkt.com/daniel-batz/profil/spieler/90317
+Borussia Mönchengladbach,18,2026,27,Fritz Fleck,1067439,Attacking Midfield,19,Germany,30/06/2028,€300k,300000,https://www.transfermarkt.com/fritz-fleck/profil/spieler/1067439
+Borussia Mönchengladbach,18,2026,21,Tobias Sippel,31653,Goalkeeper,38,Germany,30/06/2027,€300k,300000,https://www.transfermarkt.com/tobias-sippel/profil/spieler/31653
+Borussia Mönchengladbach,18,2026,39,Iaia Manco Danfa,1211929,Centre-Forward,19,Guinea-Bissau|Portugal,30/06/2028,€250k,250000,https://www.transfermarkt.com/iaia-manco-danfa/profil/spieler/1211929
+Eintracht Frankfurt,24,2026,42,Can Uzun,816585,Attacking Midfield,20,Türkiye|Germany,30/06/2029,€45.00m,45000000,https://www.transfermarkt.com/can-uzun/profil/spieler/816585
+Eintracht Frankfurt,24,2026,9,Jonathan Burkardt,333647,Centre-Forward,26,Germany,30/06/2030,€30.00m,30000000,https://www.transfermarkt.com/jonathan-burkardt/profil/spieler/333647
+Eintracht Frankfurt,24,2026,1,Noah Atubolu,526845,Goalkeeper,24,Germany|Nigeria,30/06/2027,€25.00m,25000000,https://www.transfermarkt.com/noah-atubolu/profil/spieler/526845
+Eintracht Frankfurt,24,2026,25,Raphael Onyedika,699783,Defensive Midfield,25,Nigeria,30/06/2031,€23.00m,23000000,https://www.transfermarkt.com/raphael-onyedika/profil/spieler/699783
+Eintracht Frankfurt,24,2026,34,Nnamdi Collins,684315,Centre-Back,22,Germany|Nigeria,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/nnamdi-collins/profil/spieler/684315
+Eintracht Frankfurt,24,2026,20,Ritsu Doan,358504,Right Winger,28,Japan,30/06/2030,€17.00m,17000000,https://www.transfermarkt.com/ritsu-doan/profil/spieler/358504
+Eintracht Frankfurt,24,2026,7,Ansgar Knauff,429874,Right Winger,24,Germany|Ghana,30/06/2028,€15.00m,15000000,https://www.transfermarkt.com/ansgar-knauff/profil/spieler/429874
+Eintracht Frankfurt,24,2026,8,Farès Chaïbi,855015,Attacking Midfield,23,Algeria|France,30/06/2028,€15.00m,15000000,https://www.transfermarkt.com/fares-chaibi/profil/spieler/855015
+Eintracht Frankfurt,24,2026,6,Oscar Højlund,846310,Central Midfield,21,Denmark,30/06/2029,€15.00m,15000000,https://www.transfermarkt.com/oscar-hojlund/profil/spieler/846310
+Eintracht Frankfurt,24,2026,3,Lilian Brassier,485960,Centre-Back,26,France|Togo,30/06/2031,€12.00m,12000000,https://www.transfermarkt.com/lilian-brassier/profil/spieler/485960
+Eintracht Frankfurt,24,2026,15,Noël Aséko,904974,Defensive Midfield,20,Germany|Equatorial Guinea,30/06/2031,€12.00m,12000000,https://www.transfermarkt.com/noel-aseko/profil/spieler/904974
+Eintracht Frankfurt,24,2026,29,Ayoube Amaimouni-Echghouyab,799993,Right Winger,21,Morocco|Spain,30/06/2031,€10.00m,10000000,https://www.transfermarkt.com/ayoube-amaimouni-echghouyab/profil/spieler/799993
+Eintracht Frankfurt,24,2026,4,Robin Koch,328784,Centre-Back,30,Germany,30/06/2030,€10.00m,10000000,https://www.transfermarkt.com/robin-koch/profil/spieler/328784
+Eintracht Frankfurt,24,2026,11,Younes Ebnoutalib,692368,Centre-Forward,22,Germany|Morocco,30/06/2031,€8.00m,8000000,https://www.transfermarkt.com/younes-ebnoutalib/profil/spieler/692368
+Eintracht Frankfurt,24,2026,40,Kauã Santos,997861,Goalkeeper,23,Brazil,30/06/2030,€7.00m,7000000,https://www.transfermarkt.com/kaua-santos/profil/spieler/997861
+Eintracht Frankfurt,24,2026,26,Keita Kosugi,1146988,Left-Back,20,Japan,30/06/2031,€5.00m,5000000,https://www.transfermarkt.com/keita-kosugi/profil/spieler/1146988
+Eintracht Frankfurt,24,2026,31,Love Arrhov,1184986,Attacking Midfield,18,Sweden,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/love-arrhov/profil/spieler/1184986
+Eintracht Frankfurt,24,2026,2,Elias Baum,744857,Right-Back,20,Germany,30/06/2028,€4.00m,4000000,https://www.transfermarkt.com/elias-baum/profil/spieler/744857
+Eintracht Frankfurt,24,2026,35,Malik Pimpong,1259986,Centre-Forward,18,Denmark,30/06/2031,€4.00m,4000000,https://www.transfermarkt.com/malik-pimpong/profil/spieler/1259986
+Eintracht Frankfurt,24,2026,27,Mario Götze,74842,Attacking Midfield,34,Germany,30/06/2028,€3.00m,3000000,https://www.transfermarkt.com/mario-gotze/profil/spieler/74842
+Eintracht Frankfurt,24,2026,5,Otávio,1094885,Centre-Back,20,Brazil,30/06/2031,€1.50m,1500000,https://www.transfermarkt.com/otavio/profil/spieler/1094885
+Eintracht Frankfurt,24,2026,,Jessic Ngankam,448177,Centre-Forward,26,Germany|Cameroon,30/06/2028,€700k,700000,https://www.transfermarkt.com/jessic-ngankam/profil/spieler/448177
+Eintracht Frankfurt,24,2026,37,Jeremiaha Maluze,1022523,Centre-Back,21,Germany|Nigeria,30/06/2031,€500k,500000,https://www.transfermarkt.com/jeremiaha-maluze/profil/spieler/1022523
+Eintracht Frankfurt,24,2026,22,Timothy Chandler,49723,Right-Back,36,United States|Germany,30/06/2027,€350k,350000,https://www.transfermarkt.com/timothy-chandler/profil/spieler/49723
+Eintracht Frankfurt,24,2026,33,Jens Grahl,40034,Goalkeeper,37,Germany,30/06/2027,€200k,200000,https://www.transfermarkt.com/jens-grahl/profil/spieler/40034
+Eintracht Frankfurt,24,2026,39,Amil Siljevic,1079622,Goalkeeper,19,Bosnia-Herzegovina|Germany,30/06/2029,-,,https://www.transfermarkt.com/amil-siljevic/profil/spieler/1079622
+FC Augsburg,167,2026,5,Chrislain Matsima,569383,Centre-Back,24,France|Congo,30/06/2030,€22.00m,22000000,https://www.transfermarkt.com/chrislain-matsima/profil/spieler/569383
+FC Augsburg,167,2026,40,Noahkai Banks,923945,Centre-Back,19,United States|Germany,30/06/2029,€20.00m,20000000,https://www.transfermarkt.com/noahkai-banks/profil/spieler/923945
+FC Augsburg,167,2026,20,Alexis Claude-Maurice,384593,Attacking Midfield,28,France|Guadeloupe,30/06/2027,€15.00m,15000000,https://www.transfermarkt.com/alexis-claude-maurice/profil/spieler/384593
+FC Augsburg,167,2026,32,Fabian Rieder,507341,Attacking Midfield,24,Switzerland,30/06/2030,€12.00m,12000000,https://www.transfermarkt.com/fabian-rieder/profil/spieler/507341
+FC Augsburg,167,2026,1,Finn Dahmen,251299,Goalkeeper,28,Germany|England,30/06/2027,€12.00m,12000000,https://www.transfermarkt.com/finn-dahmen/profil/spieler/251299
+FC Augsburg,167,2026,10,Mert Kömür,777005,Attacking Midfield,21,Germany|Türkiye,30/06/2029,€12.00m,12000000,https://www.transfermarkt.com/mert-komur/profil/spieler/777005
+FC Augsburg,167,2026,30,Anton Kade,654234,Attacking Midfield,22,Germany,30/06/2029,€10.00m,10000000,https://www.transfermarkt.com/anton-kade/profil/spieler/654234
+FC Augsburg,167,2026,21,Arijon Ibrahimovic,744728,Left Winger,20,Germany|Kosovo,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/arijon-ibrahimovic/profil/spieler/744728
+FC Augsburg,167,2026,35,Juma Bah,1121298,Centre-Back,20,Sierra Leone,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/juma-bah/profil/spieler/1121298
+FC Augsburg,167,2026,4,Han-Noah Massengo,536508,Central Midfield,25,Congo|France,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/han-noah-massengo/profil/spieler/536508
+FC Augsburg,167,2026,7,Young-woo Seol,639414,Right-Back,27,"Korea, South",30/06/2030,€6.50m,6500000,https://www.transfermarkt.com/young-woo-seol/profil/spieler/639414
+FC Augsburg,167,2026,16,Hennes Behrens,829838,Left-Back,21,Germany,30/06/2031,€5.00m,5000000,https://www.transfermarkt.com/hennes-behrens/profil/spieler/829838
+FC Augsburg,167,2026,9,Rodrigo Ribeiro,726701,Centre-Forward,21,Portugal,30/06/2031,€4.00m,4000000,https://www.transfermarkt.com/rodrigo-ribeiro/profil/spieler/726701
+FC Augsburg,167,2026,39,Uchenna Ogundu,1309324,Centre-Forward,20,Nigeria,30/06/2031,€4.00m,4000000,https://www.transfermarkt.com/uchenna-ogundu/profil/spieler/1309324
+FC Augsburg,167,2026,19,Robin Fellhauer,264960,Defensive Midfield,28,Germany,30/06/2029,€3.50m,3500000,https://www.transfermarkt.com/robin-fellhauer/profil/spieler/264960
+FC Augsburg,167,2026,2,Calvin Brackelmann,358766,Centre-Back,27,Germany,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/calvin-brackelmann/profil/spieler/358766
+FC Augsburg,167,2026,8,Sima Suso,928265,Central Midfield,21,Germany,30/06/2031,€2.80m,2800000,https://www.transfermarkt.com/sima-suso/profil/spieler/928265
+FC Augsburg,167,2026,27,Marius Wolf,193900,Right-Back,31,Germany,30/06/2027,€2.50m,2500000,https://www.transfermarkt.com/marius-wolf/profil/spieler/193900
+FC Augsburg,167,2026,22,Nediljko Labrovic,610190,Goalkeeper,26,Croatia,30/06/2029,€2.00m,2000000,https://www.transfermarkt.com/nediljko-labrovic/profil/spieler/610190
+FC Augsburg,167,2026,14,Yannik Keitel,342039,Defensive Midfield,26,Germany,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/yannik-keitel/profil/spieler/342039
+FC Augsburg,167,2026,11,Michael Gregoritsch,120205,Centre-Forward,32,Austria,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/michael-gregoritsch/profil/spieler/120205
+FC Augsburg,167,2026,15,Steve Mounié,238639,Centre-Forward,31,Benin|France,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/steve-mounie/profil/spieler/238639
+FC Augsburg,167,2026,6,Jeffrey Gouweleeuw,106405,Centre-Back,35,Netherlands,30/06/2027,€1.00m,1000000,https://www.transfermarkt.com/jeffrey-gouweleeuw/profil/spieler/106405
+FC Augsburg,167,2026,18,Tim Breithaupt,569457,Defensive Midfield,24,Germany,30/06/2028,€800k,800000,https://www.transfermarkt.com/tim-breithaupt/profil/spieler/569457
+FC Augsburg,167,2026,37,Tim Schnitzer,1162968,Defensive Midfield,18,Germany,30/06/2029,€500k,500000,https://www.transfermarkt.com/tim-schnitzer/profil/spieler/1162968
+FC Augsburg,167,2026,23,Faik Sakar,1132292,Left Winger,18,Germany|France,30/06/2030,€200k,200000,https://www.transfermarkt.com/faik-sakar/profil/spieler/1132292
+FC Augsburg,167,2026,48,Tom Wisbereit,954082,Goalkeeper,18,Germany,30/06/2030,-,,https://www.transfermarkt.com/tom-wisbereit/profil/spieler/954082
+FC Schalke 04,33,2026,23,Soufiane El-Faouzi,697740,Central Midfield,24,Morocco|Germany,30/06/2030,€9.00m,9000000,https://www.transfermarkt.com/soufiane-el-faouzi/profil/spieler/697740
+FC Schalke 04,33,2026,43,Mertcan Ayhan,969376,Centre-Back,20,Türkiye|Germany,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/mertcan-ayhan/profil/spieler/969376
+FC Schalke 04,33,2026,7,Hee-chan Hwang,292246,Centre-Forward,30,"Korea, South",30/06/2027,€6.00m,6000000,https://www.transfermarkt.com/hee-chan-hwang/profil/spieler/292246
+FC Schalke 04,33,2026,29,Junior Dina Ebimbe,536482,Right Midfield,25,Cameroon|France,30/06/2028,€6.00m,6000000,https://www.transfermarkt.com/junior-dina-ebimbe/profil/spieler/536482
+FC Schalke 04,33,2026,9,Moussa Sylla,460655,Centre-Forward,26,Mali|France,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/moussa-sylla/profil/spieler/460655
+FC Schalke 04,33,2026,8,Robin Gosens,273132,Left-Back,32,Germany|Netherlands,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/robin-gosens/profil/spieler/273132
+FC Schalke 04,33,2026,24,Adil Aouchiche,569385,Attacking Midfield,24,Algeria|France,30/06/2030,€3.50m,3500000,https://www.transfermarkt.com/adil-aouchiche/profil/spieler/569385
+FC Schalke 04,33,2026,21,Dejan Ljubicic,287188,Defensive Midfield,28,Austria,30/06/2028,€3.00m,3000000,https://www.transfermarkt.com/dejan-ljubicic/profil/spieler/287188
+FC Schalke 04,33,2026,20,Junior Adamu,452477,Centre-Forward,25,Austria,30/06/2029,€3.00m,3000000,https://www.transfermarkt.com/junior-adamu/profil/spieler/452477
+FC Schalke 04,33,2026,39,Maximilian Wöber,263361,Centre-Back,28,Austria,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/maximilian-wober/profil/spieler/263361
+FC Schalke 04,33,2026,33,Vitalie Becker,919703,Left-Back,21,Germany|Russia,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/vitalie-becker/profil/spieler/919703
+FC Schalke 04,33,2026,4,Hasan Kuruçay,292812,Centre-Back,29,Türkiye|Denmark,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/hasan-kurucay/profil/spieler/292812
+FC Schalke 04,33,2026,6,Ron Schallenberg,332392,Defensive Midfield,27,Germany,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/ron-schallenberg/profil/spieler/332392
+FC Schalke 04,33,2026,13,Satoshi Tanaka,665618,Defensive Midfield,24,Japan,30/06/2030,€2.00m,2000000,https://www.transfermarkt.com/satoshi-tanaka/profil/spieler/665618
+FC Schalke 04,33,2026,19,Kenan Karaman,119557,Attacking Midfield,32,Türkiye|Germany,30/06/2028,€1.80m,1800000,https://www.transfermarkt.com/kenan-karaman/profil/spieler/119557
+FC Schalke 04,33,2026,25,Nikola Katic,422051,Centre-Back,29,Bosnia-Herzegovina|Croatia,30/06/2028,€1.80m,1800000,https://www.transfermarkt.com/nikola-katic/profil/spieler/422051
+FC Schalke 04,33,2026,5,Timo Becker,282349,Centre-Back,29,Germany,30/06/2029,€1.50m,1500000,https://www.transfermarkt.com/timo-becker/profil/spieler/282349
+FC Schalke 04,33,2026,10,Edin Dzeko,28396,Centre-Forward,40,Bosnia-Herzegovina,30/06/2027,€1.00m,1000000,https://www.transfermarkt.com/edin-dzeko/profil/spieler/28396
+FC Schalke 04,33,2026,17,Adrian Gantenbein,410870,Right-Back,25,Switzerland,30/06/2028,€900k,900000,https://www.transfermarkt.com/adrian-gantenbein/profil/spieler/410870
+FC Schalke 04,33,2026,27,Finn Porath,241307,Right Midfield,29,Germany,30/06/2027,€800k,800000,https://www.transfermarkt.com/finn-porath/profil/spieler/241307
+FC Schalke 04,33,2026,1,Loris Karius,85864,Goalkeeper,33,Germany,30/06/2028,€800k,800000,https://www.transfermarkt.com/loris-karius/profil/spieler/85864
+FC Schalke 04,33,2026,38,Luca Vozar,1162413,Defensive Midfield,19,Germany,30/06/2028,€800k,800000,https://www.transfermarkt.com/luca-vozar/profil/spieler/1162413
+FC Schalke 04,33,2026,11,Bryan Lasme,477109,Centre-Forward,27,France|Cote d'Ivoire,30/06/2027,€600k,600000,https://www.transfermarkt.com/bryan-lasme/profil/spieler/477109
+FC Schalke 04,33,2026,15,Emil Højlund,802560,Centre-Forward,21,Denmark,30/06/2028,€500k,500000,https://www.transfermarkt.com/emil-hojlund/profil/spieler/802560
+FC Schalke 04,33,2026,14,Janik Bachmann,327862,Central Midfield,30,Germany,30/06/2027,€500k,500000,https://www.transfermarkt.com/janik-bachmann/profil/spieler/327862
+FC Schalke 04,33,2026,22,Kevin Müller,43824,Goalkeeper,35,Germany,,€300k,300000,https://www.transfermarkt.com/kevin-muller/profil/spieler/43824
+FC Schalke 04,33,2026,36,Johannes Siebeking,1047294,Goalkeeper,20,Germany,30/06/2029,€125k,125000,https://www.transfermarkt.com/johannes-siebeking/profil/spieler/1047294
+Hamburger SV,41,2026,20,Fábio Vieira,537598,Attacking Midfield,26,Portugal,30/06/2030,€18.00m,18000000,https://www.transfermarkt.com/fabio-vieira/profil/spieler/537598
+Hamburger SV,41,2026,7,Zakaria El Ouahdi,820474,Right-Back,24,Morocco|Belgium,30/06/2031,€17.00m,17000000,https://www.transfermarkt.com/zakaria-el-ouahdi/profil/spieler/820474
+Hamburger SV,41,2026,6,Albert Sambi Lokonga,381967,Central Midfield,26,Belgium|DR Congo,30/06/2028,€12.00m,12000000,https://www.transfermarkt.com/albert-sambi-lokonga/profil/spieler/381967
+Hamburger SV,41,2026,3,David Møller Wolfe,661427,Left-Back,24,Norway,30/06/2027,€12.00m,12000000,https://www.transfermarkt.com/david-moller-wolfe/profil/spieler/661427
+Hamburger SV,41,2026,5,Martin Adeline,814976,Attacking Midfield,22,France|Morocco,30/06/2030,€10.00m,10000000,https://www.transfermarkt.com/martin-adeline/profil/spieler/814976
+Hamburger SV,41,2026,21,Nicolai Remberg,592534,Defensive Midfield,26,Germany,30/06/2028,€9.00m,9000000,https://www.transfermarkt.com/nicolai-remberg/profil/spieler/592534
+Hamburger SV,41,2026,4,Bilal Nadir,659520,Central Midfield,22,Morocco|France,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/bilal-nadir/profil/spieler/659520
+Hamburger SV,41,2026,24,Nicolás Capaldo,649672,Centre-Back,27,Argentina|Italy,30/06/2028,€8.00m,8000000,https://www.transfermarkt.com/nicolas-capaldo/profil/spieler/649672
+Hamburger SV,41,2026,33,Sebastiaan Bornauw,338629,Centre-Back,27,Belgium,30/06/2027,€8.00m,8000000,https://www.transfermarkt.com/sebastiaan-bornauw/profil/spieler/338629
+Hamburger SV,41,2026,9,Terem Moffi,538874,Centre-Forward,27,Nigeria,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/terem-moffi/profil/spieler/538874
+Hamburger SV,41,2026,11,Albert Grønbaek,503866,Attacking Midfield,25,Denmark,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/albert-gronbaek/profil/spieler/503866
+Hamburger SV,41,2026,38,Alexander Røssing-Lelesiit,1213681,Left Winger,19,Norway,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/alexander-rossing-lelesiit/profil/spieler/1213681
+Hamburger SV,41,2026,28,Miro Muheim,298603,Left-Back,28,Switzerland,30/06/2027,€5.00m,5000000,https://www.transfermarkt.com/miro-muheim/profil/spieler/298603
+Hamburger SV,41,2026,23,Jordan Torunarigha,227110,Centre-Back,29,Nigeria|Germany,30/06/2028,€4.00m,4000000,https://www.transfermarkt.com/jordan-torunarigha/profil/spieler/227110
+Hamburger SV,41,2026,22,Kofi Amoako,814950,Defensive Midfield,21,Germany|Ghana,30/06/2030,€4.00m,4000000,https://www.transfermarkt.com/kofi-amoako/profil/spieler/814950
+Hamburger SV,41,2026,19,Otto Stange,1058520,Centre-Forward,19,Germany,30/06/2028,€4.00m,4000000,https://www.transfermarkt.com/otto-stange/profil/spieler/1058520
+Hamburger SV,41,2026,17,Warmed Omari,711996,Centre-Back,26,Comoros|France,30/06/2030,€4.00m,4000000,https://www.transfermarkt.com/warmed-omari/profil/spieler/711996
+Hamburger SV,41,2026,27,Patson Daka,365172,Centre-Forward,27,Zambia,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/patson-daka/profil/spieler/365172
+Hamburger SV,41,2026,12,Sander Tangvik,549378,Goalkeeper,23,Norway,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/sander-tangvik/profil/spieler/549378
+Hamburger SV,41,2026,10,Immanuel Pherai,412935,Attacking Midfield,25,Suriname|Netherlands,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/immanuel-pherai/profil/spieler/412935
+Hamburger SV,41,2026,1,Daniel Heuer Fernandes,84993,Goalkeeper,33,Portugal|Germany,30/06/2028,€1.20m,1200000,https://www.transfermarkt.com/daniel-heuer-fernandes/profil/spieler/84993
+Hamburger SV,41,2026,18,Bakery Jatta,415194,Right Midfield,28,The Gambia,30/06/2029,€1.00m,1000000,https://www.transfermarkt.com/bakery-jatta/profil/spieler/415194
+Hamburger SV,41,2026,15,Yussuf Poulsen,157635,Centre-Forward,32,Denmark|Tanzania,30/06/2027,€1.00m,1000000,https://www.transfermarkt.com/yussuf-poulsen/profil/spieler/157635
+Hamburger SV,41,2026,43,Shafiq Nandja,1125079,Centre-Back,19,Germany,30/06/2030,€500k,500000,https://www.transfermarkt.com/shafiq-nandja/profil/spieler/1125079
+Hamburger SV,41,2026,41,Fernando Dickes,1048715,Goalkeeper,18,Germany,30/06/2028,€300k,300000,https://www.transfermarkt.com/fernando-dickes/profil/spieler/1048715
+Hamburger SV,41,2026,37,Louis Lemke,1294853,Left-Back,16,Germany,30/06/2028,€300k,300000,https://www.transfermarkt.com/louis-lemke/profil/spieler/1294853
+Hamburger SV,41,2026,39,Joel Agyekum,815838,Centre-Back,21,Germany|Ghana,30/06/2027,€150k,150000,https://www.transfermarkt.com/joel-agyekum/profil/spieler/815838
+Hamburger SV,41,2026,40,Elias Lahti,1303450,Goalkeeper,17,Finland,30/06/2028,-,,https://www.transfermarkt.com/elias-lahti/profil/spieler/1303450
+Mainz 05,39,2026,6,Kaishu Sano,643574,Defensive Midfield,25,Japan,30/06/2028,€50.00m,50000000,https://www.transfermarkt.com/kaishu-sano/profil/spieler/643574
+Mainz 05,39,2026,48,Kacper Potulski,1073748,Centre-Back,18,Poland,30/06/2028,€18.00m,18000000,https://www.transfermarkt.com/kacper-potulski/profil/spieler/1073748
+Mainz 05,39,2026,8,Paul Nebel,503160,Attacking Midfield,23,Germany|Ireland,30/06/2027,€18.00m,18000000,https://www.transfermarkt.com/paul-nebel/profil/spieler/503160
+Mainz 05,39,2026,10,Nadiem Amiri,232454,Central Midfield,29,Germany,30/06/2028,€17.00m,17000000,https://www.transfermarkt.com/nadiem-amiri/profil/spieler/232454
+Mainz 05,39,2026,17,Benedict Hollerbach,453870,Centre-Forward,25,Germany,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/benedict-hollerbach/profil/spieler/453870
+Mainz 05,39,2026,5,Eric Martel,597000,Defensive Midfield,24,Germany,,€8.00m,8000000,https://www.transfermarkt.com/eric-martel/profil/spieler/597000
+Mainz 05,39,2026,19,Anthony Caci,453016,Right-Back,29,France,30/06/2028,€7.00m,7000000,https://www.transfermarkt.com/anthony-caci/profil/spieler/453016
+Mainz 05,39,2026,4,Stefan Posch,223974,Centre-Back,29,Austria,,€6.00m,6000000,https://www.transfermarkt.com/stefan-posch/profil/spieler/223974
+Mainz 05,39,2026,11,Ransford Königsdörffer,470038,Centre-Forward,24,Ghana|Germany,,€5.00m,5000000,https://www.transfermarkt.com/ransford-konigsdorffer/profil/spieler/470038
+Mainz 05,39,2026,9,Phillip Tietz,288340,Centre-Forward,29,Germany,30/06/2028,€4.00m,4000000,https://www.transfermarkt.com/phillip-tietz/profil/spieler/288340
+Mainz 05,39,2026,3,Fabio Gruber,594731,Centre-Back,24,Peru|Germany,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/fabio-gruber/profil/spieler/594731
+Mainz 05,39,2026,15,Lennard Maloney,392710,Defensive Midfield,26,United States|Germany,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/lennard-maloney/profil/spieler/392710
+Mainz 05,39,2026,27,Robin Zentner,160963,Goalkeeper,31,Germany,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/robin-zentner/profil/spieler/160963
+Mainz 05,39,2026,31,Dominik Kohr,118847,Centre-Back,32,Germany,30/06/2028,€2.00m,2000000,https://www.transfermarkt.com/dominik-kohr/profil/spieler/118847
+Mainz 05,39,2026,7,Jae-sung Lee,314398,Attacking Midfield,34,"Korea, South",,€2.00m,2000000,https://www.transfermarkt.com/jae-sung-lee/profil/spieler/314398
+Mainz 05,39,2026,26,Silas,612826,Right Winger,27,DR Congo,,€2.00m,2000000,https://www.transfermarkt.com/silas/profil/spieler/612826
+Mainz 05,39,2026,24,Sota Kawasaki,733371,Defensive Midfield,25,Japan,,€2.00m,2000000,https://www.transfermarkt.com/sota-kawasaki/profil/spieler/733371
+Mainz 05,39,2026,2,Phillipp Mwene,127573,Left-Back,32,Austria|Kenya,,€1.50m,1500000,https://www.transfermarkt.com/phillipp-mwene/profil/spieler/127573
+Mainz 05,39,2026,23,Sheraldo Becker,188888,Left Winger,31,Suriname|Netherlands,,€1.50m,1500000,https://www.transfermarkt.com/sheraldo-becker/profil/spieler/188888
+Mainz 05,39,2026,21,Danny da Costa,85906,Centre-Back,33,Germany|Angola,30/06/2027,€1.20m,1200000,https://www.transfermarkt.com/danny-da-costa/profil/spieler/85906
+Mainz 05,39,2026,20,Otto Ruoppi,901877,Attacking Midfield,20,Finland,30/06/2030,€1.00m,1000000,https://www.transfermarkt.com/otto-ruoppi/profil/spieler/901877
+Mainz 05,39,2026,30,Silvan Widmer,168989,Right-Back,33,Switzerland,,€800k,800000,https://www.transfermarkt.com/silvan-widmer/profil/spieler/168989
+Mainz 05,39,2026,16,Stefan Bell,82350,Centre-Back,35,Germany,30/06/2027,€600k,600000,https://www.transfermarkt.com/stefan-bell/profil/spieler/82350
+Mainz 05,39,2026,47,Rael Nakuzola,1112952,Left-Back,19,Germany|DR Congo,30/06/2028,€500k,500000,https://www.transfermarkt.com/rael-nakuzola/profil/spieler/1112952
+Mainz 05,39,2026,1,Alexander Schwolow,93763,Goalkeeper,34,Germany,,€450k,450000,https://www.transfermarkt.com/alexander-schwolow/profil/spieler/93763
+Mainz 05,39,2026,40,Maximilian Kinzig,817521,Goalkeeper,22,Germany,,€150k,150000,https://www.transfermarkt.com/maximilian-kinzig/profil/spieler/817521
+Mainz 05,39,2026,39,Alynho Haidara,1392952,Centre-Forward,18,Cote d'Ivoire,,-,,https://www.transfermarkt.com/alynho-haidara/profil/spieler/1392952
+RB Leipzig,23826,2026,23,Castello Lukeba,618472,Centre-Back,23,France|Angola,30/06/2029,€50.00m,50000000,https://www.transfermarkt.com/castello-lukeba/profil/spieler/618472
+RB Leipzig,23826,2026,14,Christoph Baumgartner,324278,Attacking Midfield,27,Austria,30/06/2028,€40.00m,40000000,https://www.transfermarkt.com/christoph-baumgartner/profil/spieler/324278
+RB Leipzig,23826,2026,7,Antonio Nusa,894914,Left Winger,21,Norway|Nigeria,30/06/2029,€32.00m,32000000,https://www.transfermarkt.com/antonio-nusa/profil/spieler/894914
+RB Leipzig,23826,2026,21,Neil El Aynaoui,901019,Central Midfield,25,Morocco|France,30/06/2027,€30.00m,30000000,https://www.transfermarkt.com/neil-el-aynaoui/profil/spieler/901019
+RB Leipzig,23826,2026,40,Rômulo,957874,Centre-Forward,24,Brazil,30/06/2030,€30.00m,30000000,https://www.transfermarkt.com/romulo/profil/spieler/957874
+RB Leipzig,23826,2026,8,Assan Ouédraogo,897424,Central Midfield,20,Germany|Burkina Faso,30/06/2029,€28.00m,28000000,https://www.transfermarkt.com/assan-ouedraogo/profil/spieler/897424
+RB Leipzig,23826,2026,10,Brajan Gruda,700106,Attacking Midfield,22,Germany|Albania,30/06/2027,€28.00m,28000000,https://www.transfermarkt.com/brajan-gruda/profil/spieler/700106
+RB Leipzig,23826,2026,3,Maxime Estève,842341,Centre-Back,24,France,30/06/2031,€28.00m,28000000,https://www.transfermarkt.com/maxime-esteve/profil/spieler/842341
+RB Leipzig,23826,2026,28,Christopher Nkunku,344381,Centre-Forward,28,France|DR Congo,30/06/2027,€25.00m,25000000,https://www.transfermarkt.com/christopher-nkunku/profil/spieler/344381
+RB Leipzig,23826,2026,22,David Raum,318204,Left-Back,28,Germany,30/06/2027,€25.00m,25000000,https://www.transfermarkt.com/david-raum/profil/spieler/318204
+RB Leipzig,23826,2026,13,Nicolas Seiwald,404950,Defensive Midfield,25,Austria,30/06/2028,€25.00m,25000000,https://www.transfermarkt.com/nicolas-seiwald/profil/spieler/404950
+RB Leipzig,23826,2026,11,Johan Bakayoko,565424,Right Winger,23,Belgium|Cote d'Ivoire,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/johan-bakayoko/profil/spieler/565424
+RB Leipzig,23826,2026,20,Rocco Reitz,467434,Central Midfield,24,Germany,30/06/2031,€20.00m,20000000,https://www.transfermarkt.com/rocco-reitz/profil/spieler/467434
+RB Leipzig,23826,2026,6,Ezechiel Banzuzi,865682,Central Midfield,21,DR Congo|Netherlands,30/06/2030,€16.00m,16000000,https://www.transfermarkt.com/ezechiel-banzuzi/profil/spieler/865682
+RB Leipzig,23826,2026,2,Abdoul Koné,1130445,Centre-Back,21,France|Cote d'Ivoire,30/06/2031,€15.00m,15000000,https://www.transfermarkt.com/abdoul-kone/profil/spieler/1130445
+RB Leipzig,23826,2026,26,Maarten Vandevoordt,486046,Goalkeeper,24,Belgium,30/06/2030,€15.00m,15000000,https://www.transfermarkt.com/maarten-vandevoordt/profil/spieler/486046
+RB Leipzig,23826,2026,9,Marc Guiu,938158,Centre-Forward,20,Spain,30/06/2031,€12.00m,12000000,https://www.transfermarkt.com/marc-guiu/profil/spieler/938158
+RB Leipzig,23826,2026,17,Ridle Baku,327251,Right-Back,28,Germany|DR Congo,30/06/2027,€12.00m,12000000,https://www.transfermarkt.com/ridle-baku/profil/spieler/327251
+RB Leipzig,23826,2026,30,Andrija Maksimovic,952779,Attacking Midfield,19,Serbia,30/06/2030,€9.00m,9000000,https://www.transfermarkt.com/andrija-maksimovic/profil/spieler/952779
+RB Leipzig,23826,2026,39,Benjamin Henrichs,202591,Right-Back,29,Germany|Ghana,30/06/2028,€7.00m,7000000,https://www.transfermarkt.com/benjamin-henrichs/profil/spieler/202591
+RB Leipzig,23826,2026,35,Max Finkgräfe,810649,Left-Back,22,Germany,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/max-finkgrafe/profil/spieler/810649
+RB Leipzig,23826,2026,27,Tidiam Gomis,955448,Left Winger,20,France|Senegal,30/06/2029,€5.00m,5000000,https://www.transfermarkt.com/tidiam-gomis/profil/spieler/955448
+RB Leipzig,23826,2026,4,Willi Orbán,93740,Centre-Back,33,Hungary|Germany,30/06/2027,€5.00m,5000000,https://www.transfermarkt.com/willi-orban/profil/spieler/93740
+RB Leipzig,23826,2026,16,Lukas Klostermann,215599,Centre-Back,30,Germany,30/06/2028,€3.50m,3500000,https://www.transfermarkt.com/lukas-klostermann/profil/spieler/215599
+RB Leipzig,23826,2026,45,Samba Konaté,1380977,Centre-Forward,17,France|Senegal,30/06/2028,€1.00m,1000000,https://www.transfermarkt.com/samba-konate/profil/spieler/1380977
+RB Leipzig,23826,2026,1,Ørjan Nyland,73517,Goalkeeper,35,Norway,30/06/2028,€800k,800000,https://www.transfermarkt.com/orjan-nyland/profil/spieler/73517
+RB Leipzig,23826,2026,47,Viggo Gebel,1074526,Attacking Midfield,18,Germany,30/06/2028,€350k,350000,https://www.transfermarkt.com/viggo-gebel/profil/spieler/1074526
+RB Leipzig,23826,2026,25,Leopold Zingerle,160971,Goalkeeper,32,Germany,30/06/2028,€300k,300000,https://www.transfermarkt.com/leopold-zingerle/profil/spieler/160971
+RB Leipzig,23826,2026,37,Benno Kaltefleiter,1279157,Defensive Midfield,18,Germany,30/06/2029,-,,https://www.transfermarkt.com/benno-kaltefleiter/profil/spieler/1279157
+SC Freiburg,60,2026,14,Yuito Suzuki,668606,Second Striker,24,Japan,,€24.00m,24000000,https://www.transfermarkt.com/yuito-suzuki/profil/spieler/668606
+SC Freiburg,60,2026,31,Igor Matanovic,605268,Centre-Forward,23,Croatia|Germany,,€22.00m,22000000,https://www.transfermarkt.com/igor-matanovic/profil/spieler/605268
+SC Freiburg,60,2026,43,Bruno Ogbus,863759,Centre-Back,20,Switzerland|Nigeria,,€15.00m,15000000,https://www.transfermarkt.com/bruno-ogbus/profil/spieler/863759
+SC Freiburg,60,2026,1,Mio Backhaus,620295,Goalkeeper,22,Germany|Japan,,€15.00m,15000000,https://www.transfermarkt.com/mio-backhaus/profil/spieler/620295
+SC Freiburg,60,2026,29,Philipp Treu,335993,Right-Back,25,Germany,,€15.00m,15000000,https://www.transfermarkt.com/philipp-treu/profil/spieler/335993
+SC Freiburg,60,2026,6,Patrick Osterhage,443331,Defensive Midfield,26,Germany,,€12.00m,12000000,https://www.transfermarkt.com/patrick-osterhage/profil/spieler/443331
+SC Freiburg,60,2026,42,Keisuke Goto,916623,Centre-Forward,21,Japan,,€10.00m,10000000,https://www.transfermarkt.com/keisuke-goto/profil/spieler/916623
+SC Freiburg,60,2026,8,Maximilian Eggestein,190284,Central Midfield,29,Germany,,€10.00m,10000000,https://www.transfermarkt.com/maximilian-eggestein/profil/spieler/190284
+SC Freiburg,60,2026,19,Niklas Beste,342967,Right Winger,27,Germany,30/06/2030,€10.00m,10000000,https://www.transfermarkt.com/niklas-beste/profil/spieler/342967
+SC Freiburg,60,2026,3,Philipp Lienhart,225657,Centre-Back,30,Austria,,€10.00m,10000000,https://www.transfermarkt.com/philipp-lienhart/profil/spieler/225657
+SC Freiburg,60,2026,22,Cyriaque Irié,1145064,Right Winger,21,Burkina Faso|Cote d'Ivoire,,€8.00m,8000000,https://www.transfermarkt.com/cyriaque-irie/profil/spieler/1145064
+SC Freiburg,60,2026,7,Derry Scherhant,820957,Left Winger,23,Germany,,€7.50m,7500000,https://www.transfermarkt.com/derry-scherhant/profil/spieler/820957
+SC Freiburg,60,2026,27,Berkay Yılmaz,907087,Left-Back,21,Türkiye|Germany,,€7.00m,7000000,https://www.transfermarkt.com/berkay-yilmaz/profil/spieler/907087
+SC Freiburg,60,2026,20,Rihito Yamamoto,432403,Defensive Midfield,24,Japan,,€7.00m,7000000,https://www.transfermarkt.com/rihito-yamamoto/profil/spieler/432403
+SC Freiburg,60,2026,16,Yannik Engelhardt,405670,Defensive Midfield,25,Germany,,€7.00m,7000000,https://www.transfermarkt.com/yannik-engelhardt/profil/spieler/405670
+SC Freiburg,60,2026,33,Jordy Makengo,815078,Left-Back,25,France|DR Congo,30/06/2028,€6.00m,6000000,https://www.transfermarkt.com/jordy-makengo/profil/spieler/815078
+SC Freiburg,60,2026,37,Max Rosenfelder,599419,Centre-Back,23,Germany,,€6.00m,6000000,https://www.transfermarkt.com/max-rosenfelder/profil/spieler/599419
+SC Freiburg,60,2026,28,Matthias Ginter,124502,Centre-Back,32,Germany,30/06/2027,€5.00m,5000000,https://www.transfermarkt.com/matthias-ginter/profil/spieler/124502
+SC Freiburg,60,2026,32,Vincenzo Grifo,185077,Left Winger,33,Italy|Germany,,€4.00m,4000000,https://www.transfermarkt.com/vincenzo-grifo/profil/spieler/185077
+SC Freiburg,60,2026,9,Lucas Höler,248999,Centre-Forward,32,Germany,,€3.00m,3000000,https://www.transfermarkt.com/lucas-holer/profil/spieler/248999
+SC Freiburg,60,2026,30,Christian Günter,93707,Left-Back,33,Germany,,€2.00m,2000000,https://www.transfermarkt.com/christian-gunter/profil/spieler/93707
+SC Freiburg,60,2026,23,Florent Muslija,337036,Left Winger,28,Kosovo|Germany,30/06/2028,€1.80m,1800000,https://www.transfermarkt.com/florent-muslija/profil/spieler/337036
+SC Freiburg,60,2026,17,Lukas Kübler,93604,Right-Back,34,Germany,,€1.50m,1500000,https://www.transfermarkt.com/lukas-kubler/profil/spieler/93604
+SC Freiburg,60,2026,21,Florian Müller,284769,Goalkeeper,28,Germany,,€1.20m,1200000,https://www.transfermarkt.com/florian-muller/profil/spieler/284769
+SC Freiburg,60,2026,5,Anthony Jung,58995,Centre-Back,34,Germany|Spain,30/06/2027,€600k,600000,https://www.transfermarkt.com/anthony-jung/profil/spieler/58995
+SC Freiburg,60,2026,24,Jannik Huth,160954,Goalkeeper,32,Germany,,€400k,400000,https://www.transfermarkt.com/jannik-huth/profil/spieler/160954
+SC Freiburg,60,2026,39,Rouven Tarnutzer,1159439,Central Midfield,19,Switzerland|Germany,30/06/2027,€400k,400000,https://www.transfermarkt.com/rouven-tarnutzer/profil/spieler/1159439
+SC Paderborn,127,2026,5,Santiago Castañeda,1005509,Defensive Midfield,21,United States|Colombia,,€5.00m,5000000,https://www.transfermarkt.com/santiago-castaneda/profil/spieler/1005509
+SC Paderborn,127,2026,38,Deniz Zeitler,1108022,Left Winger,19,Germany|Türkiye,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/deniz-zeitler/profil/spieler/1108022
+SC Paderborn,127,2026,9,Rayan Philippe,694507,Right Winger,25,France,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/rayan-philippe/profil/spieler/694507
+SC Paderborn,127,2026,28,Laurin Ulrich,717465,Central Midfield,21,Germany,30/06/2027,€3.50m,3500000,https://www.transfermarkt.com/laurin-ulrich/profil/spieler/717465
+SC Paderborn,127,2026,40,Gabriel Vidovic,604327,Left Winger,22,Croatia|Germany,,€3.00m,3000000,https://www.transfermarkt.com/gabriel-vidovic/profil/spieler/604327
+SC Paderborn,127,2026,17,Laurin Curda,516978,Right Midfield,24,Germany,,€3.00m,3000000,https://www.transfermarkt.com/laurin-curda/profil/spieler/516978
+SC Paderborn,127,2026,18,Marvin Pieringer,471055,Centre-Forward,26,Germany,,€3.00m,3000000,https://www.transfermarkt.com/marvin-pieringer/profil/spieler/471055
+SC Paderborn,127,2026,22,Mattes Hansen,694132,Centre-Back,22,Germany,,€2.50m,2500000,https://www.transfermarkt.com/mattes-hansen/profil/spieler/694132
+SC Paderborn,127,2026,25,Tjark Scheller,509650,Centre-Back,24,Germany,,€2.50m,2500000,https://www.transfermarkt.com/tjark-scheller/profil/spieler/509650
+SC Paderborn,127,2026,20,Felix Götze,330635,Centre-Back,28,Germany,,€2.00m,2000000,https://www.transfermarkt.com/felix-gotze/profil/spieler/330635
+SC Paderborn,127,2026,15,Nahuel Noll,600942,Goalkeeper,23,Germany|Spain,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/nahuel-noll/profil/spieler/600942
+SC Paderborn,127,2026,7,Oliver Batista Meier,406614,Left Winger,25,Germany|Brazil,,€1.50m,1500000,https://www.transfermarkt.com/oliver-batista-meier/profil/spieler/406614
+SC Paderborn,127,2026,21,Jano ter Horst,606113,Centre-Back,24,Germany,,€1.20m,1200000,https://www.transfermarkt.com/jano-ter-horst/profil/spieler/606113
+SC Paderborn,127,2026,23,Raphael Obermair,330699,Left Midfield,30,Philippines|Germany,30/06/2027,€1.20m,1200000,https://www.transfermarkt.com/raphael-obermair/profil/spieler/330699
+SC Paderborn,127,2026,33,Marcel Hoffmeier,570152,Centre-Back,27,Germany,30/06/2028,€1.00m,1000000,https://www.transfermarkt.com/marcel-hoffmeier/profil/spieler/570152
+SC Paderborn,127,2026,2,Ruben Müller,907085,Right-Back,21,Germany|Spain,,€1.00m,1000000,https://www.transfermarkt.com/ruben-muller/profil/spieler/907085
+SC Paderborn,127,2026,30,Stefano Marino,829267,Centre-Forward,22,Germany|Italy,,€1.00m,1000000,https://www.transfermarkt.com/stefano-marino/profil/spieler/829267
+SC Paderborn,127,2026,26,Sebastian Klaas,378424,Central Midfield,28,Germany,,€900k,900000,https://www.transfermarkt.com/sebastian-klaas/profil/spieler/378424
+SC Paderborn,127,2026,8,Luka Duric,685484,Central Midfield,23,Bosnia-Herzegovina|Germany,,€800k,800000,https://www.transfermarkt.com/luka-duric/profil/spieler/685484
+SC Paderborn,127,2026,3,Jonah Sticker,698843,Centre-Back,22,Germany,,€750k,750000,https://www.transfermarkt.com/jonah-sticker/profil/spieler/698843
+SC Paderborn,127,2026,27,Steffen Tigges,296879,Centre-Forward,28,Germany,30/06/2027,€700k,700000,https://www.transfermarkt.com/steffen-tigges/profil/spieler/296879
+SC Paderborn,127,2026,6,Tom Baack,331637,Defensive Midfield,27,Germany,,€600k,600000,https://www.transfermarkt.com/tom-baack/profil/spieler/331637
+SC Paderborn,127,2026,1,Markus Schubert,296741,Goalkeeper,28,Germany,30/06/2028,€500k,500000,https://www.transfermarkt.com/markus-schubert/profil/spieler/296741
+SC Paderborn,127,2026,24,Niklas Mohr,949389,Left Midfield,22,Germany,30/06/2028,€500k,500000,https://www.transfermarkt.com/niklas-mohr/profil/spieler/949389
+SC Paderborn,127,2026,44,Timur Gayret,421323,Central Midfield,28,Germany,30/06/2029,€450k,450000,https://www.transfermarkt.com/timur-gayret/profil/spieler/421323
+SC Paderborn,127,2026,29,Clemens Lippmann,1148887,Right Midfield,20,Germany,,€400k,400000,https://www.transfermarkt.com/clemens-lippmann/profil/spieler/1148887
+SC Paderborn,127,2026,4,Nyamekye Awortwie-Grant,521331,Centre-Back,26,Germany|Ghana,,€400k,400000,https://www.transfermarkt.com/nyamekye-awortwie-grant/profil/spieler/521331
+SC Paderborn,127,2026,11,Sven Michel,186988,Right Winger,36,Germany,30/06/2027,€300k,300000,https://www.transfermarkt.com/sven-michel/profil/spieler/186988
+SC Paderborn,127,2026,,Tristan Zobel,798091,Centre-Back,22,Germany,30/06/2028,€225k,225000,https://www.transfermarkt.com/tristan-zobel/profil/spieler/798091
+SC Paderborn,127,2026,19,Albert Millgramm,814986,Left Winger,21,Germany,,€150k,150000,https://www.transfermarkt.com/albert-millgramm/profil/spieler/814986
+SC Paderborn,127,2026,31,Florian Pruhs,930013,Goalkeeper,20,Germany,,€150k,150000,https://www.transfermarkt.com/florian-pruhs/profil/spieler/930013
+SC Paderborn,127,2026,32,Lasse Eickel,1299403,Centre-Forward,18,Germany,30/06/2031,€150k,150000,https://www.transfermarkt.com/lasse-eickel/profil/spieler/1299403
+SV Elversberg,64,2026,40,Francis Onyeka,929943,Attacking Midfield,19,Germany|Nigeria,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/francis-onyeka/profil/spieler/929943
+SV Elversberg,64,2026,9,Noel Futkeu,675535,Centre-Forward,23,Germany|Cameroon,30/06/2027,€7.50m,7500000,https://www.transfermarkt.com/noel-futkeu/profil/spieler/675535
+SV Elversberg,64,2026,39,Cole Campbell,866579,Right Winger,20,United States|Iceland,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/cole-campbell/profil/spieler/866579
+SV Elversberg,64,2026,42,David Mokwa,974894,Centre-Forward,22,France|Cameroon,30/06/2029,€4.00m,4000000,https://www.transfermarkt.com/david-mokwa/profil/spieler/974894
+SV Elversberg,64,2026,10,Noah Darvich,897480,Attacking Midfield,19,Germany,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/noah-darvich/profil/spieler/897480
+SV Elversberg,64,2026,25,Lukas Petkov,401639,Right Winger,25,Bulgaria|Germany,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/lukas-petkov/profil/spieler/401639
+SV Elversberg,64,2026,7,Maurice Krattenmacher,829316,Left Winger,21,Germany,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/maurice-krattenmacher/profil/spieler/829316
+SV Elversberg,64,2026,21,Lasse Günther,522245,Left-Back,23,Germany,30/06/2030,€2.50m,2500000,https://www.transfermarkt.com/lasse-gunther/profil/spieler/522245
+SV Elversberg,64,2026,19,Lukas Pinckert,448259,Centre-Back,26,Germany,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/lukas-pinckert/profil/spieler/448259
+SV Elversberg,64,2026,8,Lukasz Poreba,532169,Defensive Midfield,26,Poland,30/06/2029,€2.50m,2500000,https://www.transfermarkt.com/lukasz-poreba/profil/spieler/532169
+SV Elversberg,64,2026,20,Nicolas Kristof,349465,Goalkeeper,26,Austria|Germany,30/06/2029,€2.50m,2500000,https://www.transfermarkt.com/nicolas-kristof/profil/spieler/349465
+SV Elversberg,64,2026,26,Luca Sirch,521928,Centre-Back,27,Germany,30/06/2029,€2.20m,2200000,https://www.transfermarkt.com/luca-sirch/profil/spieler/521928
+SV Elversberg,64,2026,29,Tom Zimmerschied,337097,Left Winger,27,Germany,30/06/2029,€1.50m,1500000,https://www.transfermarkt.com/tom-zimmerschied/profil/spieler/337097
+SV Elversberg,64,2026,43,Felix Keidel,815322,Right-Back,23,Germany,30/06/2028,€1.20m,1200000,https://www.transfermarkt.com/felix-keidel/profil/spieler/815322
+SV Elversberg,64,2026,2,Nicholas Mickelson,430034,Left-Back,27,Thailand|Norway,30/06/2027,€1.00m,1000000,https://www.transfermarkt.com/nicholas-mickelson/profil/spieler/430034
+SV Elversberg,64,2026,6,Amara Condé,207580,Defensive Midfield,29,Germany|Guinea,30/06/2028,€900k,900000,https://www.transfermarkt.com/amara-conde/profil/spieler/207580
+SV Elversberg,64,2026,31,Maximilian Rohr,440386,Centre-Back,31,Germany,30/06/2028,€800k,800000,https://www.transfermarkt.com/maximilian-rohr/profil/spieler/440386
+SV Elversberg,64,2026,17,Frederik Schmahl,604756,Central Midfield,23,Germany,30/06/2027,€750k,750000,https://www.transfermarkt.com/frederik-schmahl/profil/spieler/604756
+SV Elversberg,64,2026,30,Jan Gyamerah,192840,Right-Back,31,Ghana|Germany,30/06/2027,€700k,700000,https://www.transfermarkt.com/jan-gyamerah/profil/spieler/192840
+SV Elversberg,64,2026,3,Florian Le Joncour,352332,Centre-Back,31,France,30/06/2027,€500k,500000,https://www.transfermarkt.com/florian-le-joncour/profil/spieler/352332
+SV Elversberg,64,2026,16,Luca Pfeiffer,232463,Centre-Forward,30,Germany,30/06/2028,€500k,500000,https://www.transfermarkt.com/luca-pfeiffer/profil/spieler/232463
+SV Elversberg,64,2026,24,Luca Schnellbacher,229991,Centre-Forward,32,Germany,30/06/2028,€500k,500000,https://www.transfermarkt.com/luca-schnellbacher/profil/spieler/229991
+SV Elversberg,64,2026,15,Raif Adam,910538,Right Winger,21,Germany,30/06/2029,€500k,500000,https://www.transfermarkt.com/raif-adam/profil/spieler/910538
+SV Elversberg,64,2026,4,Luis Seifert,806007,Centre-Back,22,Germany,30/06/2028,€200k,200000,https://www.transfermarkt.com/luis-seifert/profil/spieler/806007
+SV Elversberg,64,2026,28,Tim Boss,85534,Goalkeeper,33,Germany,30/06/2027,€200k,200000,https://www.transfermarkt.com/tim-boss/profil/spieler/85534
+SV Elversberg,64,2026,1,Frank Lehmann,44536,Goalkeeper,37,Germany,30/06/2027,€100k,100000,https://www.transfermarkt.com/frank-lehmann/profil/spieler/44536
+SV Elversberg,64,2026,12,Elias Etringer,1159486,Goalkeeper,18,Germany,30/06/2029,-,,https://www.transfermarkt.com/elias-etringer/profil/spieler/1159486
+TSG Hoffenheim,533,2026,11,Fisnik Asllani,524290,Centre-Forward,24,Kosovo|Germany,30/06/2029,€35.00m,35000000,https://www.transfermarkt.com/fisnik-asllani/profil/spieler/524290
+TSG Hoffenheim,533,2026,7,Leon Avdullahu,667457,Defensive Midfield,22,Kosovo|Switzerland,30/06/2031,€30.00m,30000000,https://www.transfermarkt.com/leon-avdullahu/profil/spieler/667457
+TSG Hoffenheim,533,2026,17,Nathan De Cat,1105541,Central Midfield,18,Belgium,30/06/2031,€27.00m,27000000,https://www.transfermarkt.com/nathan-de-cat/profil/spieler/1105541
+TSG Hoffenheim,533,2026,21,Albian Hajdari,579459,Centre-Back,23,Kosovo|Switzerland,30/06/2031,€25.00m,25000000,https://www.transfermarkt.com/albian-hajdari/profil/spieler/579459
+TSG Hoffenheim,533,2026,18,Wouter Burger,412953,Defensive Midfield,25,Netherlands,,€20.00m,20000000,https://www.transfermarkt.com/wouter-burger/profil/spieler/412953
+TSG Hoffenheim,533,2026,19,Tim Lemperle,553285,Centre-Forward,24,Germany,30/06/2031,€17.00m,17000000,https://www.transfermarkt.com/tim-lemperle/profil/spieler/553285
+TSG Hoffenheim,533,2026,5,Ozan Kabak,361260,Centre-Back,26,Türkiye|Germany,30/06/2030,€15.00m,15000000,https://www.transfermarkt.com/ozan-kabak/profil/spieler/361260
+TSG Hoffenheim,533,2026,39,Mats Rots,983677,Left-Back,20,Netherlands,30/06/2031,€12.00m,12000000,https://www.transfermarkt.com/mats-rots/profil/spieler/983677
+TSG Hoffenheim,533,2026,8,Patrick Wimmer,533295,Right Winger,25,Austria,30/06/2031,€12.00m,12000000,https://www.transfermarkt.com/patrick-wimmer/profil/spieler/533295
+TSG Hoffenheim,533,2026,10,Adam Hlozek,552057,Centre-Forward,24,Czech Republic,30/06/2029,€10.00m,10000000,https://www.transfermarkt.com/adam-hlozek/profil/spieler/552057
+TSG Hoffenheim,533,2026,32,Cajetan Lenz,1047136,Defensive Midfield,20,Germany|Switzerland,30/06/2031,€10.00m,10000000,https://www.transfermarkt.com/cajetan-lenz/profil/spieler/1047136
+TSG Hoffenheim,533,2026,2,Robin Hranac,620217,Centre-Back,26,Czech Republic,30/06/2028,€10.00m,10000000,https://www.transfermarkt.com/robin-hranac/profil/spieler/620217
+TSG Hoffenheim,533,2026,22,Alexander Prass,434116,Left Midfield,25,Austria,30/06/2028,€9.00m,9000000,https://www.transfermarkt.com/alexander-prass/profil/spieler/434116
+TSG Hoffenheim,533,2026,14,Adam Daghim,881297,Right Winger,20,Denmark|Palestine,,€7.50m,7500000,https://www.transfermarkt.com/adam-daghim/profil/spieler/881297
+TSG Hoffenheim,533,2026,9,Max Moerstedt,923595,Centre-Forward,20,Germany,30/06/2030,€7.00m,7000000,https://www.transfermarkt.com/max-moerstedt/profil/spieler/923595
+TSG Hoffenheim,533,2026,28,Koki Machida,415035,Centre-Back,29,Japan,30/06/2029,€6.00m,6000000,https://www.transfermarkt.com/koki-machida/profil/spieler/415035
+TSG Hoffenheim,533,2026,15,Valentin Gendrey,569387,Right-Back,26,France|Guadeloupe,30/06/2028,€6.00m,6000000,https://www.transfermarkt.com/valentin-gendrey/profil/spieler/569387
+TSG Hoffenheim,533,2026,20,Bambasé Conté,574193,Attacking Midfield,23,Germany|Guinea,,€4.00m,4000000,https://www.transfermarkt.com/bambase-conte/profil/spieler/574193
+TSG Hoffenheim,533,2026,13,Bernardo,364258,Left-Back,31,Brazil,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/bernardo/profil/spieler/364258
+TSG Hoffenheim,533,2026,16,Luis Engelns,1116191,Defensive Midfield,19,Germany,,€4.00m,4000000,https://www.transfermarkt.com/luis-engelns/profil/spieler/1116191
+TSG Hoffenheim,533,2026,27,Andrej Kramaric,46580,Second Striker,35,Croatia,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/andrej-kramaric/profil/spieler/46580
+TSG Hoffenheim,533,2026,1,Oliver Baumann,55089,Goalkeeper,36,Germany,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/oliver-baumann/profil/spieler/55089
+TSG Hoffenheim,533,2026,34,Vladimír Coufal,157672,Right-Back,34,Czech Republic,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/vladimir-coufal/profil/spieler/157672
+TSG Hoffenheim,533,2026,4,Sean Dulic,907277,Centre-Back,21,Germany|Bosnia-Herzegovina,30/06/2030,€1.20m,1200000,https://www.transfermarkt.com/sean-dulic/profil/spieler/907277
+TSG Hoffenheim,533,2026,37,Luca Philipp,432671,Goalkeeper,25,Germany,,€750k,750000,https://www.transfermarkt.com/luca-philipp/profil/spieler/432671
+TSG Hoffenheim,533,2026,36,Lúkas Petersson,718460,Goalkeeper,22,Iceland|Germany,,€600k,600000,https://www.transfermarkt.com/lukas-petersson/profil/spieler/718460
+TSG Hoffenheim,533,2026,29,Natnael Abraha,1075143,Right-Back,18,Germany,,€400k,400000,https://www.transfermarkt.com/natnael-abraha/profil/spieler/1075143
+Union Berlin,89,2026,14,Leopold Querfeld,597432,Centre-Back,22,Austria,30/06/2027,€20.00m,20000000,https://www.transfermarkt.com/leopold-querfeld/profil/spieler/597432
+Union Berlin,89,2026,6,Aljoscha Kemlein,692737,Defensive Midfield,22,Germany,30/06/2029,€12.00m,12000000,https://www.transfermarkt.com/aljoscha-kemlein/profil/spieler/692737
+Union Berlin,89,2026,29,Emmanuel Latte Lath,392964,Centre-Forward,27,Cote d'Ivoire|Italy,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/emmanuel-latte-lath/profil/spieler/392964
+Union Berlin,89,2026,15,Tom Rothe,798043,Left-Back,21,Germany,,€10.00m,10000000,https://www.transfermarkt.com/tom-rothe/profil/spieler/798043
+Union Berlin,89,2026,23,Andrej Ilic,583699,Centre-Forward,26,Serbia,,€9.00m,9000000,https://www.transfermarkt.com/andrej-ilic/profil/spieler/583699
+Union Berlin,89,2026,4,Zeno Van Den Bosch,738774,Centre-Back,23,Belgium,,€6.00m,6000000,https://www.transfermarkt.com/zeno-van-den-bosch/profil/spieler/738774
+Union Berlin,89,2026,13,András Schäfer,454863,Central Midfield,27,Hungary,30/06/2027,€4.50m,4500000,https://www.transfermarkt.com/andras-schafer/profil/spieler/454863
+Union Berlin,89,2026,39,Derrick Köhn,391780,Left-Back,27,Ghana|Germany,30/06/2029,€4.00m,4000000,https://www.transfermarkt.com/derrick-kohn/profil/spieler/391780
+Union Berlin,89,2026,9,Livan Burcu,519872,Left Winger,21,Türkiye|Germany,,€4.00m,4000000,https://www.transfermarkt.com/livan-burcu/profil/spieler/519872
+Union Berlin,89,2026,20,Michel Aebischer,237658,Central Midfield,29,Switzerland,,€4.00m,4000000,https://www.transfermarkt.com/michel-aebischer/profil/spieler/237658
+Union Berlin,89,2026,2,Felix Uduokhai,278343,Centre-Back,29,Germany|Nigeria,,€3.50m,3500000,https://www.transfermarkt.com/felix-uduokhai/profil/spieler/278343
+Union Berlin,89,2026,11,Woo-yeong Jeong,297583,Attacking Midfield,26,"Korea, South",,€3.50m,3500000,https://www.transfermarkt.com/woo-yeong-jeong/profil/spieler/297583
+Union Berlin,89,2026,7,Oliver Burke,341317,Centre-Forward,29,Scotland,30/06/2029,€3.00m,3000000,https://www.transfermarkt.com/oliver-burke/profil/spieler/341317
+Union Berlin,89,2026,1,Frederik Rönnow,107775,Goalkeeper,34,Denmark,,€2.00m,2000000,https://www.transfermarkt.com/frederik-ronnow/profil/spieler/107775
+Union Berlin,89,2026,19,Janik Haberer,177779,Central Midfield,32,Germany,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/janik-haberer/profil/spieler/177779
+Union Berlin,89,2026,18,Josip Juranovic,362977,Right-Back,31,Croatia,,€2.00m,2000000,https://www.transfermarkt.com/josip-juranovic/profil/spieler/362977
+Union Berlin,89,2026,30,Kastriot Imeri,469957,Left Midfield,26,Switzerland,,€2.00m,2000000,https://www.transfermarkt.com/kastriot-imeri/profil/spieler/469957
+Union Berlin,89,2026,27,Marin Ljubicic,838236,Centre-Forward,24,Croatia,,€2.00m,2000000,https://www.transfermarkt.com/marin-ljubicic/profil/spieler/838236
+Union Berlin,89,2026,8,Rani Khedira,124410,Defensive Midfield,32,Tunisia|Germany,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/rani-khedira/profil/spieler/124410
+Union Berlin,89,2026,24,Robert Skov,270393,Left Midfield,30,Denmark,,€2.00m,2000000,https://www.transfermarkt.com/robert-skov/profil/spieler/270393
+Union Berlin,89,2026,34,Stanley Nsoki,371141,Centre-Back,27,France|DR Congo,,€2.00m,2000000,https://www.transfermarkt.com/stanley-nsoki/profil/spieler/371141
+Union Berlin,89,2026,5,Marvin Friedrich,196231,Centre-Back,30,Germany,,€1.80m,1800000,https://www.transfermarkt.com/marvin-friedrich/profil/spieler/196231
+Union Berlin,89,2026,21,Tim Skarke,287920,Centre-Forward,30,Germany,,€1.50m,1500000,https://www.transfermarkt.com/tim-skarke/profil/spieler/287920
+Union Berlin,89,2026,49,Linus Güther,1378338,Left Winger,16,Germany,30/06/2028,€1.00m,1000000,https://www.transfermarkt.com/linus-guther/profil/spieler/1378338
+Union Berlin,89,2026,28,Christopher Trimmel,75921,Right-Back,39,Austria,30/06/2027,€600k,600000,https://www.transfermarkt.com/christopher-trimmel/profil/spieler/75921
+Union Berlin,89,2026,31,Matheo Raab,386685,Goalkeeper,27,Germany,,€600k,600000,https://www.transfermarkt.com/matheo-raab/profil/spieler/386685
+Union Berlin,89,2026,25,Carl Klaus,161057,Goalkeeper,32,Germany,,€350k,350000,https://www.transfermarkt.com/carl-klaus/profil/spieler/161057
+Union Berlin,89,2026,3,Andrik Markgraf,1027870,Left-Back,20,Germany,,€300k,300000,https://www.transfermarkt.com/andrik-markgraf/profil/spieler/1027870
+Union Berlin,89,2026,38,Julien Friedrich,1033581,Left Winger,19,Germany,,€125k,125000,https://www.transfermarkt.com/julien-friedrich/profil/spieler/1033581
+Union Berlin,89,2026,32,Mekhi Gray,1162925,Centre-Forward,19,Jamaica|Germany,,-,,https://www.transfermarkt.com/mekhi-gray/profil/spieler/1162925
+VfB Stuttgart,79,2026,6,Angelo Stiller,443710,Defensive Midfield,25,Germany,30/06/2028,€45.00m,45000000,https://www.transfermarkt.com/angelo-stiller/profil/spieler/443710
+VfB Stuttgart,79,2026,18,Jamie Leweling,518505,Right Winger,25,Germany|Ghana,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/jamie-leweling/profil/spieler/518505
+VfB Stuttgart,79,2026,11,Bilal El Khannouss,654982,Attacking Midfield,22,Morocco|Belgium,30/06/2030,€35.00m,35000000,https://www.transfermarkt.com/bilal-el-khannouss/profil/spieler/654982
+VfB Stuttgart,79,2026,29,Finn Jeltsch,924117,Centre-Back,20,Germany,30/06/2030,€35.00m,35000000,https://www.transfermarkt.com/finn-jeltsch/profil/spieler/924117
+VfB Stuttgart,79,2026,3,Ramon Hendriks,436064,Centre-Back,25,Netherlands,30/06/2028,€25.00m,25000000,https://www.transfermarkt.com/ramon-hendriks/profil/spieler/436064
+VfB Stuttgart,79,2026,26,Deniz Undav,339314,Centre-Forward,30,Germany,30/06/2029,€22.00m,22000000,https://www.transfermarkt.com/deniz-undav/profil/spieler/339314
+VfB Stuttgart,79,2026,9,Ermedin Demirovic,335457,Centre-Forward,28,Bosnia-Herzegovina,30/06/2028,€22.00m,22000000,https://www.transfermarkt.com/ermedin-demirovic/profil/spieler/335457
+VfB Stuttgart,79,2026,7,Maximilian Mittelstädt,282660,Left-Back,29,Germany,30/06/2028,€18.00m,18000000,https://www.transfermarkt.com/maximilian-mittelstadt/profil/spieler/282660
+VfB Stuttgart,79,2026,17,Dzenan Pejcinovic,819636,Centre-Forward,21,Germany|Montenegro,30/06/2031,€15.00m,15000000,https://www.transfermarkt.com/dzenan-pejcinovic/profil/spieler/819636
+VfB Stuttgart,79,2026,24,Jeff Chabot,303219,Centre-Back,28,Germany|France,30/06/2028,€15.00m,15000000,https://www.transfermarkt.com/jeff-chabot/profil/spieler/303219
+VfB Stuttgart,79,2026,8,Tiago Tomás,616344,Right Winger,24,Portugal,30/06/2029,€15.00m,15000000,https://www.transfermarkt.com/tiago-tomas/profil/spieler/616344
+VfB Stuttgart,79,2026,10,Chris Führich,272278,Left Winger,28,Germany,30/06/2028,€12.00m,12000000,https://www.transfermarkt.com/chris-fuhrich/profil/spieler/272278
+VfB Stuttgart,79,2026,41,Dennis Seimen,800946,Goalkeeper,20,Germany|Romania,30/06/2029,€10.00m,10000000,https://www.transfermarkt.com/dennis-seimen/profil/spieler/800946
+VfB Stuttgart,79,2026,4,Josha Vagnoman,448258,Right-Back,25,Germany|Cote d'Ivoire,30/06/2028,€10.00m,10000000,https://www.transfermarkt.com/josha-vagnoman/profil/spieler/448258
+VfB Stuttgart,79,2026,14,Luca Jaquez,539798,Centre-Back,23,Switzerland|Dominican Republic,30/06/2029,€10.00m,10000000,https://www.transfermarkt.com/luca-jaquez/profil/spieler/539798
+VfB Stuttgart,79,2026,28,Nikolas Nartey,400546,Central Midfield,26,Denmark|Ghana,30/06/2028,€10.00m,10000000,https://www.transfermarkt.com/nikolas-nartey/profil/spieler/400546
+VfB Stuttgart,79,2026,22,Lorenz Assignon,711969,Right-Back,26,France|Togo,30/06/2029,€9.00m,9000000,https://www.transfermarkt.com/lorenz-assignon/profil/spieler/711969
+VfB Stuttgart,79,2026,16,Atakan Karazor,232320,Defensive Midfield,29,Türkiye|Germany,30/06/2028,€8.00m,8000000,https://www.transfermarkt.com/atakan-karazor/profil/spieler/232320
+VfB Stuttgart,79,2026,44,Leo Sauer,710886,Left Winger,20,Slovakia,30/06/2031,€7.00m,7000000,https://www.transfermarkt.com/leo-sauer/profil/spieler/710886
+VfB Stuttgart,79,2026,21,Grischa Prömel,234029,Central Midfield,31,Germany,30/06/2029,€3.50m,3500000,https://www.transfermarkt.com/grischa-promel/profil/spieler/234029
+VfB Stuttgart,79,2026,2,Ameen Al-Dakhil,620598,Centre-Back,24,Belgium|Iraq,30/06/2028,€3.00m,3000000,https://www.transfermarkt.com/ameen-al-dakhil/profil/spieler/620598
+VfB Stuttgart,79,2026,20,Leonidas Stergiou,507345,Right-Back,24,Switzerland|Greece,30/06/2028,€2.50m,2500000,https://www.transfermarkt.com/leonidas-stergiou/profil/spieler/507345
+VfB Stuttgart,79,2026,23,Dan-Axel Zagadou,344598,Centre-Back,27,France|Cote d'Ivoire,30/06/2027,€2.00m,2000000,https://www.transfermarkt.com/dan-axel-zagadou/profil/spieler/344598
+VfB Stuttgart,79,2026,43,Jarzinho Malanga,1031774,Attacking Midfield,20,Germany,30/06/2028,€1.70m,1700000,https://www.transfermarkt.com/jarzinho-malanga/profil/spieler/1031774
+VfB Stuttgart,79,2026,31,Justin Diehl,720162,Left Winger,21,Germany|Ghana,30/06/2029,€1.20m,1200000,https://www.transfermarkt.com/justin-diehl/profil/spieler/720162
+VfB Stuttgart,79,2026,39,Ertugrul Yigit,1297520,Central Midfield,17,Germany|Türkiye,30/06/2029,€750k,750000,https://www.transfermarkt.com/ertugrul-yigit/profil/spieler/1297520
+VfB Stuttgart,79,2026,47,Yanik Spalt,960462,Central Midfield,19,Austria,30/06/2028,€750k,750000,https://www.transfermarkt.com/yanik-spalt/profil/spieler/960462
+VfB Stuttgart,79,2026,1,Fabian Bredlow,187624,Goalkeeper,31,Germany,30/06/2027,€700k,700000,https://www.transfermarkt.com/fabian-bredlow/profil/spieler/187624
+VfB Stuttgart,79,2026,33,Marius Funk,170517,Goalkeeper,30,Germany,30/06/2028,€300k,300000,https://www.transfermarkt.com/marius-funk/profil/spieler/170517
+VfB Stuttgart,79,2026,46,Stefan Drljaca,388067,Goalkeeper,27,Germany|Serbia,30/06/2027,€300k,300000,https://www.transfermarkt.com/stefan-drljaca/profil/spieler/388067
+Werder Bremen,86,2026,6,Jens Stage,289835,Central Midfield,29,Denmark,30/06/2028,€14.00m,14000000,https://www.transfermarkt.com/jens-stage/profil/spieler/289835
+Werder Bremen,86,2026,32,Marco Friedl,156990,Centre-Back,28,Austria,30/06/2028,€10.00m,10000000,https://www.transfermarkt.com/marco-friedl/profil/spieler/156990
+Werder Bremen,86,2026,13,Arthur,977464,Right-Back,23,Brazil,30/06/2027,€8.00m,8000000,https://www.transfermarkt.com/arthur/profil/spieler/977464
+Werder Bremen,86,2026,20,Chuki,926763,Attacking Midfield,22,Spain,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/chuki/profil/spieler/926763
+Werder Bremen,86,2026,14,Senne Lynen,338668,Defensive Midfield,27,Belgium,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/senne-lynen/profil/spieler/338668
+Werder Bremen,86,2026,18,Eren Dinkçi,645774,Right Winger,24,Türkiye|Germany,30/06/2027,€6.00m,6000000,https://www.transfermarkt.com/eren-dinkci/profil/spieler/645774
+Werder Bremen,86,2026,11,Justin Njinmah,596153,Right Winger,25,Germany|Nigeria,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/justin-njinmah/profil/spieler/596153
+Werder Bremen,86,2026,3,Oskar Wójcik,821350,Centre-Back,23,Poland,30/06/2031,€5.00m,5000000,https://www.transfermarkt.com/oskar-wojcik/profil/spieler/821350
+Werder Bremen,86,2026,44,Youri Regeer,559324,Defensive Midfield,23,Netherlands,30/06/2027,€5.00m,5000000,https://www.transfermarkt.com/youri-regeer/profil/spieler/559324
+Werder Bremen,86,2026,27,Felix Agu,393512,Left-Back,26,Nigeria|Germany,30/06/2027,€4.50m,4500000,https://www.transfermarkt.com/felix-agu/profil/spieler/393512
+Werder Bremen,86,2026,5,Amos Pieper,334221,Centre-Back,28,Germany,,€4.00m,4000000,https://www.transfermarkt.com/amos-pieper/profil/spieler/334221
+Werder Bremen,86,2026,17,Marco Grüll,391766,Left Winger,28,Austria,,€4.00m,4000000,https://www.transfermarkt.com/marco-grull/profil/spieler/391766
+Werder Bremen,86,2026,16,Moussa Ndiaye,649022,Left-Back,24,Senegal,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/moussa-ndiaye/profil/spieler/649022
+Werder Bremen,86,2026,10,Niclas Füllkrug,75489,Centre-Forward,33,Germany,30/06/2027,€3.50m,3500000,https://www.transfermarkt.com/niclas-fullkrug/profil/spieler/75489
+Werder Bremen,86,2026,2,Olivier Deman,621802,Left-Back,26,Belgium,30/06/2028,€3.50m,3500000,https://www.transfermarkt.com/olivier-deman/profil/spieler/621802
+Werder Bremen,86,2026,1,Karl Hein,493513,Goalkeeper,24,Estonia,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/karl-hein/profil/spieler/493513
+Werder Bremen,86,2026,9,Keke Topp,701757,Centre-Forward,22,Germany,30/06/2028,€3.00m,3000000,https://www.transfermarkt.com/keke-topp/profil/spieler/701757
+Werder Bremen,86,2026,19,Kenny Quetant,1178695,Centre-Forward,20,France|Haiti,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/kenny-quetant/profil/spieler/1178695
+Werder Bremen,86,2026,15,Ludovit Reis,490884,Central Midfield,26,Netherlands|Slovakia,30/06/2029,€3.00m,3000000,https://www.transfermarkt.com/ludovit-reis/profil/spieler/490884
+Werder Bremen,86,2026,8,Mitchell Weiser,119211,Right-Back,32,Germany|Algeria,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/mitchell-weiser/profil/spieler/119211
+Werder Bremen,86,2026,4,Niklas Stark,162434,Centre-Back,31,Germany,,€2.50m,2500000,https://www.transfermarkt.com/niklas-stark/profil/spieler/162434
+Werder Bremen,86,2026,30,Alexander Schlager,186374,Goalkeeper,30,Austria,30/06/2029,€2.00m,2000000,https://www.transfermarkt.com/alexander-schlager/profil/spieler/186374
+Werder Bremen,86,2026,29,Salim Musah,1042472,Centre-Forward,20,Germany|Ghana,,€2.00m,2000000,https://www.transfermarkt.com/salim-musah/profil/spieler/1042472
+Werder Bremen,86,2026,28,Skelly Alvero,855134,Defensive Midfield,24,France|Angola,30/06/2028,€2.00m,2000000,https://www.transfermarkt.com/skelly-alvero/profil/spieler/855134
+Werder Bremen,86,2026,26,Cedric Itten,243856,Centre-Forward,29,Switzerland,30/06/2029,€1.80m,1800000,https://www.transfermarkt.com/cedric-itten/profil/spieler/243856
+Werder Bremen,86,2026,23,Dariusz Stalmach,826795,Defensive Midfield,20,Poland,,€1.50m,1500000,https://www.transfermarkt.com/dariusz-stalmach/profil/spieler/826795
+Werder Bremen,86,2026,21,Dawid Kownacki,208167,Centre-Forward,29,Poland,30/06/2027,€1.50m,1500000,https://www.transfermarkt.com/dawid-kownacki/profil/spieler/208167
+Werder Bremen,86,2026,33,Mick Schmetgens,1045986,Centre-Back,19,Germany,30/06/2029,€700k,700000,https://www.transfermarkt.com/mick-schmetgens/profil/spieler/1045986
+Werder Bremen,86,2026,25,Markus Kolke,99451,Goalkeeper,36,Germany,,€300k,300000,https://www.transfermarkt.com/markus-kolke/profil/spieler/99451
+Werder Bremen,86,2026,37,Stefan Smarkalev,1025989,Goalkeeper,19,Bulgaria,30/06/2027,€150k,150000,https://www.transfermarkt.com/stefan-smarkalev/profil/spieler/1025989
+Werder Bremen,86,2026,38,Paul Erevbenagie,1080555,Right Winger,19,Germany,,€125k,125000,https://www.transfermarkt.com/paul-erevbenagie/profil/spieler/1080555
+Werder Bremen,86,2026,34,Darwin Soylu,1071244,Attacking Midfield,19,Türkiye|Germany,,-,,https://www.transfermarkt.com/darwin-soylu/profil/spieler/1071244
diff --git a/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232.json b/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232.json
new file mode 100644
index 0000000..135728c
--- /dev/null
+++ b/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232.json
@@ -0,0 +1,8937 @@
+{
+  "metadata": {
+    "source": "Transfermarkt",
+    "source_base_url": "https://www.transfermarkt.com",
+    "season_id": 2026,
+    "captured_at": "2026-09-09T13:32:32+02:00",
+    "capture_finished_at": "2026-09-09T13:33:58+02:00",
+    "number_of_teams": 18,
+    "teams_successfully_scraped": 18,
+    "teams_failed": 0,
+    "number_of_players": 509,
+    "players_with_market_value": 498,
+    "displayed_squad_sizes": {
+      "Bayern Munich": 23,
+      "RB Leipzig": 29,
+      "Bayer Leverkusen": 28,
+      "Borussia Dortmund": 30,
+      "VfB Stuttgart": 30,
+      "Eintracht Frankfurt": 26,
+      "TSG Hoffenheim": 27,
+      "SC Freiburg": 27,
+      "Mainz 05": 27,
+      "FC Augsburg": 27,
+      "Werder Bremen": 32,
+      "Borussia Mönchengladbach": 30,
+      "1. FC Köln": 29,
+      "Union Berlin": 30,
+      "Hamburger SV": 28,
+      "FC Schalke 04": 27,
+      "SV Elversberg": 27,
+      "SC Paderborn": 32
+    },
+    "team_urls": {
+      "Bayern Munich": "https://www.transfermarkt.com/fc-bayern-munchen/kader/verein/27/saison_id/2026",
+      "RB Leipzig": "https://www.transfermarkt.com/rasenballsport-leipzig/kader/verein/23826/saison_id/2026",
+      "Bayer Leverkusen": "https://www.transfermarkt.com/bayer-04-leverkusen/kader/verein/15/saison_id/2026",
+      "Borussia Dortmund": "https://www.transfermarkt.com/borussia-dortmund/kader/verein/16/saison_id/2026",
+      "VfB Stuttgart": "https://www.transfermarkt.com/vfb-stuttgart/kader/verein/79/saison_id/2026",
+      "Eintracht Frankfurt": "https://www.transfermarkt.com/eintracht-frankfurt/kader/verein/24/saison_id/2026",
+      "TSG Hoffenheim": "https://www.transfermarkt.com/tsg-1899-hoffenheim/kader/verein/533/saison_id/2026",
+      "SC Freiburg": "https://www.transfermarkt.com/sc-freiburg/kader/verein/60/saison_id/2026",
+      "Mainz 05": "https://www.transfermarkt.com/1-fsv-mainz-05/kader/verein/39/saison_id/2026",
+      "FC Augsburg": "https://www.transfermarkt.com/fc-augsburg/kader/verein/167/saison_id/2026",
+      "Werder Bremen": "https://www.transfermarkt.com/sv-werder-bremen/kader/verein/86/saison_id/2026",
+      "Borussia Mönchengladbach": "https://www.transfermarkt.com/borussia-monchengladbach/kader/verein/18/saison_id/2026",
+      "1. FC Köln": "https://www.transfermarkt.com/1-fc-koln/kader/verein/3/saison_id/2026",
+      "Union Berlin": "https://www.transfermarkt.com/1-fc-union-berlin/kader/verein/89/saison_id/2026",
+      "Hamburger SV": "https://www.transfermarkt.com/hamburger-sv/kader/verein/41/saison_id/2026",
+      "FC Schalke 04": "https://www.transfermarkt.com/fc-schalke-04/kader/verein/33/saison_id/2026",
+      "SV Elversberg": "https://www.transfermarkt.com/sv-07-elversberg/kader/verein/64/saison_id/2026",
+      "SC Paderborn": "https://www.transfermarkt.com/sc-paderborn-07/kader/verein/127/saison_id/2026"
+    }
+  },
+  "teams": {
+    "Bayern Munich": [
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 17,
+        "player_name": "Michael Olise",
+        "player_id": 566723,
+        "position": "Right Winger",
+        "age": 24,
+        "nationalities": [
+          "France",
+          "England"
+        ],
+        "contract_until": "30/06/2029",
+        "market_value": "€170.00m",
+        "market_value_eur": 170000000,
+        "player_url": "https://www.transfermarkt.com/michael-olise/profil/spieler/566723"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 10,
+        "player_name": "Jamal Musiala",
+        "player_id": 580195,
+        "position": "Attacking Midfield",
+        "age": 23,
+        "nationalities": [
+          "Germany",
+          "England"
+        ],
+        "contract_until": "30/06/2030",
+        "market_value": "€100.00m",
+        "market_value_eur": 100000000,
+        "player_url": "https://www.transfermarkt.com/jamal-musiala/profil/spieler/580195"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 45,
+        "player_name": "Aleksandar Pavlovic",
+        "player_id": 792380,
+        "position": "Defensive Midfield",
+        "age": 22,
+        "nationalities": [
+          "Germany",
+          "Serbia"
+        ],
+        "contract_until": "30/06/2029",
+        "market_value": "€90.00m",
+        "market_value_eur": 90000000,
+        "player_url": "https://www.transfermarkt.com/aleksandar-pavlovic/profil/spieler/792380"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 2,
+        "player_name": "Dayot Upamecano",
+        "player_id": 344695,
+        "position": "Centre-Back",
+        "age": 27,
+        "nationalities": [
+          "France",
+          "Guinea-Bissau"
+        ],
+        "contract_until": "30/06/2030",
+        "market_value": "€75.00m",
+        "market_value_eur": 75000000,
+        "player_url": "https://www.transfermarkt.com/dayot-upamecano/profil/spieler/344695"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 14,
+        "player_name": "Luis Díaz",
+        "player_id": 480692,
+        "position": "Left Winger",
+        "age": 29,
+        "nationalities": [
+          "Colombia"
+        ],
+        "contract_until": "30/06/2029",
+        "market_value": "€70.00m",
+        "market_value_eur": 70000000,
+        "player_url": "https://www.transfermarkt.com/luis-diaz/profil/spieler/480692"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 9,
+        "player_name": "Harry Kane",
+        "player_id": 132098,
+        "position": "Centre-Forward",
+        "age": 33,
+        "nationalities": [
+          "England",
+          "Ireland"
+        ],
+        "contract_until": "30/06/2027",
+        "market_value": "€60.00m",
+        "market_value_eur": 60000000,
+        "player_url": "https://www.transfermarkt.com/harry-kane/profil/spieler/132098"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 42,
+        "player_name": "Lennart Karl",
+        "player_id": 1075147,
+        "position": "Attacking Midfield",
+        "age": 18,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2029",
+        "market_value": "€60.00m",
+        "market_value_eur": 60000000,
+        "player_url": "https://www.transfermarkt.com/lennart-karl/profil/spieler/1075147"
+      },
+      {
+        "team": "Bayern Munich",
+        "team_id": 27,
+        "season_id": 2026,
+        "shirt_number": 34,
+        "player_name": "Ismael Saibari",
+        "player_id": 702869,
+        "position": "Attacking Midfield",
+        "age": 25,
+        "nationalities": [
+          "Morocco",
+          "Belgium"
+        ],
+        "contract_until": "30/06/2031",
+        "market_value": "€55.00m",
+        "market_value_eur": 55000000,
+        "player_url": "https://www.transfermarkt.com/ismael-saibari/profil/spieler/702869"
+      },
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+        "market_value": "€1.00m",
+        "market_value_eur": 1000000,
+        "player_url": "https://www.transfermarkt.com/stefano-marino/profil/spieler/829267"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 26,
+        "player_name": "Sebastian Klaas",
+        "player_id": 378424,
+        "position": "Central Midfield",
+        "age": 28,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€900k",
+        "market_value_eur": 900000,
+        "player_url": "https://www.transfermarkt.com/sebastian-klaas/profil/spieler/378424"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 8,
+        "player_name": "Luka Duric",
+        "player_id": 685484,
+        "position": "Central Midfield",
+        "age": 23,
+        "nationalities": [
+          "Bosnia-Herzegovina",
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€800k",
+        "market_value_eur": 800000,
+        "player_url": "https://www.transfermarkt.com/luka-duric/profil/spieler/685484"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 3,
+        "player_name": "Jonah Sticker",
+        "player_id": 698843,
+        "position": "Centre-Back",
+        "age": 22,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€750k",
+        "market_value_eur": 750000,
+        "player_url": "https://www.transfermarkt.com/jonah-sticker/profil/spieler/698843"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 27,
+        "player_name": "Steffen Tigges",
+        "player_id": 296879,
+        "position": "Centre-Forward",
+        "age": 28,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2027",
+        "market_value": "€700k",
+        "market_value_eur": 700000,
+        "player_url": "https://www.transfermarkt.com/steffen-tigges/profil/spieler/296879"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 6,
+        "player_name": "Tom Baack",
+        "player_id": 331637,
+        "position": "Defensive Midfield",
+        "age": 27,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€600k",
+        "market_value_eur": 600000,
+        "player_url": "https://www.transfermarkt.com/tom-baack/profil/spieler/331637"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 1,
+        "player_name": "Markus Schubert",
+        "player_id": 296741,
+        "position": "Goalkeeper",
+        "age": 28,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2028",
+        "market_value": "€500k",
+        "market_value_eur": 500000,
+        "player_url": "https://www.transfermarkt.com/markus-schubert/profil/spieler/296741"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 24,
+        "player_name": "Niklas Mohr",
+        "player_id": 949389,
+        "position": "Left Midfield",
+        "age": 22,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2028",
+        "market_value": "€500k",
+        "market_value_eur": 500000,
+        "player_url": "https://www.transfermarkt.com/niklas-mohr/profil/spieler/949389"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 44,
+        "player_name": "Timur Gayret",
+        "player_id": 421323,
+        "position": "Central Midfield",
+        "age": 28,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2029",
+        "market_value": "€450k",
+        "market_value_eur": 450000,
+        "player_url": "https://www.transfermarkt.com/timur-gayret/profil/spieler/421323"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 29,
+        "player_name": "Clemens Lippmann",
+        "player_id": 1148887,
+        "position": "Right Midfield",
+        "age": 20,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€400k",
+        "market_value_eur": 400000,
+        "player_url": "https://www.transfermarkt.com/clemens-lippmann/profil/spieler/1148887"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 4,
+        "player_name": "Nyamekye Awortwie-Grant",
+        "player_id": 521331,
+        "position": "Centre-Back",
+        "age": 26,
+        "nationalities": [
+          "Germany",
+          "Ghana"
+        ],
+        "contract_until": null,
+        "market_value": "€400k",
+        "market_value_eur": 400000,
+        "player_url": "https://www.transfermarkt.com/nyamekye-awortwie-grant/profil/spieler/521331"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 11,
+        "player_name": "Sven Michel",
+        "player_id": 186988,
+        "position": "Right Winger",
+        "age": 36,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2027",
+        "market_value": "€300k",
+        "market_value_eur": 300000,
+        "player_url": "https://www.transfermarkt.com/sven-michel/profil/spieler/186988"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": null,
+        "player_name": "Tristan Zobel",
+        "player_id": 798091,
+        "position": "Centre-Back",
+        "age": 22,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2028",
+        "market_value": "€225k",
+        "market_value_eur": 225000,
+        "player_url": "https://www.transfermarkt.com/tristan-zobel/profil/spieler/798091"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 19,
+        "player_name": "Albert Millgramm",
+        "player_id": 814986,
+        "position": "Left Winger",
+        "age": 21,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€150k",
+        "market_value_eur": 150000,
+        "player_url": "https://www.transfermarkt.com/albert-millgramm/profil/spieler/814986"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 31,
+        "player_name": "Florian Pruhs",
+        "player_id": 930013,
+        "position": "Goalkeeper",
+        "age": 20,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": null,
+        "market_value": "€150k",
+        "market_value_eur": 150000,
+        "player_url": "https://www.transfermarkt.com/florian-pruhs/profil/spieler/930013"
+      },
+      {
+        "team": "SC Paderborn",
+        "team_id": 127,
+        "season_id": 2026,
+        "shirt_number": 32,
+        "player_name": "Lasse Eickel",
+        "player_id": 1299403,
+        "position": "Centre-Forward",
+        "age": 18,
+        "nationalities": [
+          "Germany"
+        ],
+        "contract_until": "30/06/2031",
+        "market_value": "€150k",
+        "market_value_eur": 150000,
+        "player_url": "https://www.transfermarkt.com/lasse-eickel/profil/spieler/1299403"
+      }
+    ]
+  },
+  "validation_warnings": [],
+  "errors": []
+}
diff --git a/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232_team_market_value_p80.csv b/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232_team_market_value_p80.csv
new file mode 100644
index 0000000..ae93602
--- /dev/null
+++ b/outputs/transfermarkt/squads/transfermarkt_bundesliga_squads_2026_20260909_133232_team_market_value_p80.csv
@@ -0,0 +1,116 @@
+team,team_id,season_id,shirt_number,player_name,player_id,position,age,nationalities,contract_until,market_value,market_value_eur,player_url,team_market_value_percentile_threshold_eur,market_value_percentile_within_team
+1. FC Köln,3,2026,10,Said El Mala,1168219,Left Winger,20,Germany,30/06/2031,€45.00m,45000000,https://www.transfermarkt.com/said-el-mala/profil/spieler/1168219,7800000.0,100.0
+1. FC Köln,3,2026,47,Mikey Moore,1011147,Right Winger,19,England|Wales,30/06/2027,€18.00m,18000000,https://www.transfermarkt.com/mikey-moore/profil/spieler/1011147,7800000.0,96.3
+1. FC Köln,3,2026,22,Jahmai Simpson-Pusey,942497,Centre-Back,20,England,30/06/2030,€9.00m,9000000,https://www.transfermarkt.com/jahmai-simpson-pusey/profil/spieler/942497,7800000.0,88.89
+1. FC Köln,3,2026,9,Ragnar Ache,416380,Centre-Forward,28,Germany|Ghana,30/06/2029,€9.00m,9000000,https://www.transfermarkt.com/ragnar-ache/profil/spieler/416380,7800000.0,88.89
+1. FC Köln,3,2026,27,Thijs Dallinga,538964,Centre-Forward,26,Netherlands,30/06/2027,€9.00m,9000000,https://www.transfermarkt.com/thijs-dallinga/profil/spieler/538964,7800000.0,88.89
+1. FC Köln,3,2026,8,Ísak Jóhannesson,579565,Central Midfield,23,Iceland|England,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/isak-johannesson/profil/spieler/579565,7800000.0,81.48
+Bayer Leverkusen,15,2026,30,Ibrahim Maza,905011,Attacking Midfield,20,Algeria|Germany,30/06/2030,€45.00m,45000000,https://www.transfermarkt.com/ibrahim-maza/profil/spieler/905011,24400000.0,98.15
+Bayer Leverkusen,15,2026,4,Jarell Quansah,632349,Centre-Back,23,England|Scotland,30/06/2030,€45.00m,45000000,https://www.transfermarkt.com/jarell-quansah/profil/spieler/632349,24400000.0,98.15
+Bayer Leverkusen,15,2026,35,Christian Kofane,1364454,Centre-Forward,20,Cameroon,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/christian-kofane/profil/spieler/1364454,24400000.0,92.59
+Bayer Leverkusen,15,2026,12,Edmond Tapsoba,564545,Centre-Back,27,Burkina Faso,30/06/2031,€35.00m,35000000,https://www.transfermarkt.com/edmond-tapsoba/profil/spieler/564545,24400000.0,88.89
+Bayer Leverkusen,15,2026,10,Malik Tillman,467437,Attacking Midfield,24,United States|Germany,30/06/2030,€30.00m,30000000,https://www.transfermarkt.com/malik-tillman/profil/spieler/467437,24400000.0,85.19
+Bayer Leverkusen,15,2026,19,Moussa Diaby,395516,Right Winger,27,France|Mali,30/06/2031,€25.00m,25000000,https://www.transfermarkt.com/moussa-diaby/profil/spieler/395516,24400000.0,81.48
+Bayern Munich,27,2026,17,Michael Olise,566723,Right Winger,24,France|England,30/06/2029,€170.00m,170000000,https://www.transfermarkt.com/michael-olise/profil/spieler/566723,66000000.0,100.0
+Bayern Munich,27,2026,10,Jamal Musiala,580195,Attacking Midfield,23,Germany|England,30/06/2030,€100.00m,100000000,https://www.transfermarkt.com/jamal-musiala/profil/spieler/580195,66000000.0,95.65
+Bayern Munich,27,2026,45,Aleksandar Pavlovic,792380,Defensive Midfield,22,Germany|Serbia,30/06/2029,€90.00m,90000000,https://www.transfermarkt.com/aleksandar-pavlovic/profil/spieler/792380,66000000.0,91.3
+Bayern Munich,27,2026,2,Dayot Upamecano,344695,Centre-Back,27,France|Guinea-Bissau,30/06/2030,€75.00m,75000000,https://www.transfermarkt.com/dayot-upamecano/profil/spieler/344695,66000000.0,86.96
+Bayern Munich,27,2026,14,Luis Díaz,480692,Left Winger,29,Colombia,30/06/2029,€70.00m,70000000,https://www.transfermarkt.com/luis-diaz/profil/spieler/480692,66000000.0,82.61
+Borussia Dortmund,16,2026,8,Felix Nmecha,406640,Central Midfield,25,Germany|England,30/06/2030,€55.00m,55000000,https://www.transfermarkt.com/felix-nmecha/profil/spieler/406640,35000000.0,98.33
+Borussia Dortmund,16,2026,4,Nico Schlotterbeck,388198,Centre-Back,26,Germany,30/06/2031,€55.00m,55000000,https://www.transfermarkt.com/nico-schlotterbeck/profil/spieler/388198,35000000.0,98.33
+Borussia Dortmund,16,2026,1,Gregor Kobel,257814,Goalkeeper,28,Switzerland,30/06/2028,€40.00m,40000000,https://www.transfermarkt.com/gregor-kobel/profil/spieler/257814,35000000.0,90.0
+Borussia Dortmund,16,2026,7,Jobe Bellingham,796297,Central Midfield,20,England|Ireland,30/06/2030,€40.00m,40000000,https://www.transfermarkt.com/jobe-bellingham/profil/spieler/796297,35000000.0,90.0
+Borussia Dortmund,16,2026,14,Maximilian Beier,578392,Centre-Forward,23,Germany,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/maximilian-beier/profil/spieler/578392,35000000.0,90.0
+Borussia Dortmund,16,2026,18,Ethan Nwaneri,890719,Attacking Midfield,19,England|Nigeria,30/06/2027,€35.00m,35000000,https://www.transfermarkt.com/ethan-nwaneri/profil/spieler/890719,35000000.0,81.67
+Borussia Dortmund,16,2026,19,Konstantinos Karetsas,990148,Attacking Midfield,18,Greece|Belgium,30/06/2031,€35.00m,35000000,https://www.transfermarkt.com/konstantinos-karetsas/profil/spieler/990148,35000000.0,81.67
+Borussia Mönchengladbach,18,2026,36,Wael Mohya,1070979,Attacking Midfield,17,Germany|Morocco,,€17.00m,17000000,https://www.transfermarkt.com/wael-mohya/profil/spieler/1070979,7200000.0,100.0
+Borussia Mönchengladbach,18,2026,17,Jens Castrop,613192,Central Midfield,23,"Korea, South|Germany",30/06/2029,€10.00m,10000000,https://www.transfermarkt.com/jens-castrop/profil/spieler/613192,7200000.0,95.0
+Borussia Mönchengladbach,18,2026,19,Nicolas Kühn,336012,Right Winger,26,Germany,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/nicolas-kuhn/profil/spieler/336012,7200000.0,95.0
+Borussia Mönchengladbach,18,2026,6,Ko Itakura,355816,Centre-Back,29,Japan,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/ko-itakura/profil/spieler/355816,7200000.0,86.67
+Borussia Mönchengladbach,18,2026,1,Moritz Nicolas,284270,Goalkeeper,28,Germany,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/moritz-nicolas/profil/spieler/284270,7200000.0,86.67
+Borussia Mönchengladbach,18,2026,11,Tim Kleindienst,193033,Centre-Forward,31,Germany,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/tim-kleindienst/profil/spieler/193033,7200000.0,86.67
+Eintracht Frankfurt,24,2026,42,Can Uzun,816585,Attacking Midfield,20,Türkiye|Germany,30/06/2029,€45.00m,45000000,https://www.transfermarkt.com/can-uzun/profil/spieler/816585,17600000.0,100.0
+Eintracht Frankfurt,24,2026,9,Jonathan Burkardt,333647,Centre-Forward,26,Germany,30/06/2030,€30.00m,30000000,https://www.transfermarkt.com/jonathan-burkardt/profil/spieler/333647,17600000.0,96.0
+Eintracht Frankfurt,24,2026,1,Noah Atubolu,526845,Goalkeeper,24,Germany|Nigeria,30/06/2027,€25.00m,25000000,https://www.transfermarkt.com/noah-atubolu/profil/spieler/526845,17600000.0,92.0
+Eintracht Frankfurt,24,2026,25,Raphael Onyedika,699783,Defensive Midfield,25,Nigeria,30/06/2031,€23.00m,23000000,https://www.transfermarkt.com/raphael-onyedika/profil/spieler/699783,17600000.0,88.0
+Eintracht Frankfurt,24,2026,34,Nnamdi Collins,684315,Centre-Back,22,Germany|Nigeria,30/06/2030,€20.00m,20000000,https://www.transfermarkt.com/nnamdi-collins/profil/spieler/684315,17600000.0,84.0
+FC Augsburg,167,2026,5,Chrislain Matsima,569383,Centre-Back,24,France|Congo,30/06/2030,€22.00m,22000000,https://www.transfermarkt.com/chrislain-matsima/profil/spieler/569383,12000000.0,100.0
+FC Augsburg,167,2026,40,Noahkai Banks,923945,Centre-Back,19,United States|Germany,30/06/2029,€20.00m,20000000,https://www.transfermarkt.com/noahkai-banks/profil/spieler/923945,12000000.0,96.15
+FC Augsburg,167,2026,20,Alexis Claude-Maurice,384593,Attacking Midfield,28,France|Guadeloupe,30/06/2027,€15.00m,15000000,https://www.transfermarkt.com/alexis-claude-maurice/profil/spieler/384593,12000000.0,92.31
+FC Augsburg,167,2026,32,Fabian Rieder,507341,Attacking Midfield,24,Switzerland,30/06/2030,€12.00m,12000000,https://www.transfermarkt.com/fabian-rieder/profil/spieler/507341,12000000.0,84.62
+FC Augsburg,167,2026,1,Finn Dahmen,251299,Goalkeeper,28,Germany|England,30/06/2027,€12.00m,12000000,https://www.transfermarkt.com/finn-dahmen/profil/spieler/251299,12000000.0,84.62
+FC Augsburg,167,2026,10,Mert Kömür,777005,Attacking Midfield,21,Germany|Türkiye,30/06/2029,€12.00m,12000000,https://www.transfermarkt.com/mert-komur/profil/spieler/777005,12000000.0,84.62
+FC Schalke 04,33,2026,23,Soufiane El-Faouzi,697740,Central Midfield,24,Morocco|Germany,30/06/2030,€9.00m,9000000,https://www.transfermarkt.com/soufiane-el-faouzi/profil/spieler/697740,3900000.0,100.0
+FC Schalke 04,33,2026,43,Mertcan Ayhan,969376,Centre-Back,20,Türkiye|Germany,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/mertcan-ayhan/profil/spieler/969376,3900000.0,96.3
+FC Schalke 04,33,2026,7,Hee-chan Hwang,292246,Centre-Forward,30,"Korea, South",30/06/2027,€6.00m,6000000,https://www.transfermarkt.com/hee-chan-hwang/profil/spieler/292246,3900000.0,90.74
+FC Schalke 04,33,2026,29,Junior Dina Ebimbe,536482,Right Midfield,25,Cameroon|France,30/06/2028,€6.00m,6000000,https://www.transfermarkt.com/junior-dina-ebimbe/profil/spieler/536482,3900000.0,90.74
+FC Schalke 04,33,2026,9,Moussa Sylla,460655,Centre-Forward,26,Mali|France,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/moussa-sylla/profil/spieler/460655,3900000.0,85.19
+FC Schalke 04,33,2026,8,Robin Gosens,273132,Left-Back,32,Germany|Netherlands,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/robin-gosens/profil/spieler/273132,3900000.0,81.48
+Hamburger SV,41,2026,20,Fábio Vieira,537598,Attacking Midfield,26,Portugal,30/06/2030,€18.00m,18000000,https://www.transfermarkt.com/fabio-vieira/profil/spieler/537598,8800000.0,100.0
+Hamburger SV,41,2026,7,Zakaria El Ouahdi,820474,Right-Back,24,Morocco|Belgium,30/06/2031,€17.00m,17000000,https://www.transfermarkt.com/zakaria-el-ouahdi/profil/spieler/820474,8800000.0,96.3
+Hamburger SV,41,2026,6,Albert Sambi Lokonga,381967,Central Midfield,26,Belgium|DR Congo,30/06/2028,€12.00m,12000000,https://www.transfermarkt.com/albert-sambi-lokonga/profil/spieler/381967,8800000.0,90.74
+Hamburger SV,41,2026,3,David Møller Wolfe,661427,Left-Back,24,Norway,30/06/2027,€12.00m,12000000,https://www.transfermarkt.com/david-moller-wolfe/profil/spieler/661427,8800000.0,90.74
+Hamburger SV,41,2026,5,Martin Adeline,814976,Attacking Midfield,22,France|Morocco,30/06/2030,€10.00m,10000000,https://www.transfermarkt.com/martin-adeline/profil/spieler/814976,8800000.0,85.19
+Hamburger SV,41,2026,21,Nicolai Remberg,592534,Defensive Midfield,26,Germany,30/06/2028,€9.00m,9000000,https://www.transfermarkt.com/nicolai-remberg/profil/spieler/592534,8800000.0,81.48
+Mainz 05,39,2026,6,Kaishu Sano,643574,Defensive Midfield,25,Japan,30/06/2028,€50.00m,50000000,https://www.transfermarkt.com/kaishu-sano/profil/spieler/643574,8000000.0,100.0
+Mainz 05,39,2026,48,Kacper Potulski,1073748,Centre-Back,18,Poland,30/06/2028,€18.00m,18000000,https://www.transfermarkt.com/kacper-potulski/profil/spieler/1073748,8000000.0,94.23
+Mainz 05,39,2026,8,Paul Nebel,503160,Attacking Midfield,23,Germany|Ireland,30/06/2027,€18.00m,18000000,https://www.transfermarkt.com/paul-nebel/profil/spieler/503160,8000000.0,94.23
+Mainz 05,39,2026,10,Nadiem Amiri,232454,Central Midfield,29,Germany,30/06/2028,€17.00m,17000000,https://www.transfermarkt.com/nadiem-amiri/profil/spieler/232454,8000000.0,88.46
+Mainz 05,39,2026,17,Benedict Hollerbach,453870,Centre-Forward,25,Germany,30/06/2029,€8.00m,8000000,https://www.transfermarkt.com/benedict-hollerbach/profil/spieler/453870,8000000.0,82.69
+Mainz 05,39,2026,5,Eric Martel,597000,Defensive Midfield,24,Germany,,€8.00m,8000000,https://www.transfermarkt.com/eric-martel/profil/spieler/597000,8000000.0,82.69
+RB Leipzig,23826,2026,23,Castello Lukeba,618472,Centre-Back,23,France|Angola,30/06/2029,€50.00m,50000000,https://www.transfermarkt.com/castello-lukeba/profil/spieler/618472,28000000.0,100.0
+RB Leipzig,23826,2026,14,Christoph Baumgartner,324278,Attacking Midfield,27,Austria,30/06/2028,€40.00m,40000000,https://www.transfermarkt.com/christoph-baumgartner/profil/spieler/324278,28000000.0,96.43
+RB Leipzig,23826,2026,7,Antonio Nusa,894914,Left Winger,21,Norway|Nigeria,30/06/2029,€32.00m,32000000,https://www.transfermarkt.com/antonio-nusa/profil/spieler/894914,28000000.0,92.86
+RB Leipzig,23826,2026,21,Neil El Aynaoui,901019,Central Midfield,25,Morocco|France,30/06/2027,€30.00m,30000000,https://www.transfermarkt.com/neil-el-aynaoui/profil/spieler/901019,28000000.0,87.5
+RB Leipzig,23826,2026,40,Rômulo,957874,Centre-Forward,24,Brazil,30/06/2030,€30.00m,30000000,https://www.transfermarkt.com/romulo/profil/spieler/957874,28000000.0,87.5
+RB Leipzig,23826,2026,8,Assan Ouédraogo,897424,Central Midfield,20,Germany|Burkina Faso,30/06/2029,€28.00m,28000000,https://www.transfermarkt.com/assan-ouedraogo/profil/spieler/897424,28000000.0,78.57
+RB Leipzig,23826,2026,10,Brajan Gruda,700106,Attacking Midfield,22,Germany|Albania,30/06/2027,€28.00m,28000000,https://www.transfermarkt.com/brajan-gruda/profil/spieler/700106,28000000.0,78.57
+RB Leipzig,23826,2026,3,Maxime Estève,842341,Centre-Back,24,France,30/06/2031,€28.00m,28000000,https://www.transfermarkt.com/maxime-esteve/profil/spieler/842341,28000000.0,78.57
+SC Freiburg,60,2026,14,Yuito Suzuki,668606,Second Striker,24,Japan,,€24.00m,24000000,https://www.transfermarkt.com/yuito-suzuki/profil/spieler/668606,11600000.0,100.0
+SC Freiburg,60,2026,31,Igor Matanovic,605268,Centre-Forward,23,Croatia|Germany,,€22.00m,22000000,https://www.transfermarkt.com/igor-matanovic/profil/spieler/605268,11600000.0,96.3
+SC Freiburg,60,2026,43,Bruno Ogbus,863759,Centre-Back,20,Switzerland|Nigeria,,€15.00m,15000000,https://www.transfermarkt.com/bruno-ogbus/profil/spieler/863759,11600000.0,88.89
+SC Freiburg,60,2026,1,Mio Backhaus,620295,Goalkeeper,22,Germany|Japan,,€15.00m,15000000,https://www.transfermarkt.com/mio-backhaus/profil/spieler/620295,11600000.0,88.89
+SC Freiburg,60,2026,29,Philipp Treu,335993,Right-Back,25,Germany,,€15.00m,15000000,https://www.transfermarkt.com/philipp-treu/profil/spieler/335993,11600000.0,88.89
+SC Freiburg,60,2026,6,Patrick Osterhage,443331,Defensive Midfield,26,Germany,,€12.00m,12000000,https://www.transfermarkt.com/patrick-osterhage/profil/spieler/443331,11600000.0,81.48
+SC Paderborn,127,2026,5,Santiago Castañeda,1005509,Defensive Midfield,21,United States|Colombia,,€5.00m,5000000,https://www.transfermarkt.com/santiago-castaneda/profil/spieler/1005509,2900000.0,100.0
+SC Paderborn,127,2026,38,Deniz Zeitler,1108022,Left Winger,19,Germany|Türkiye,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/deniz-zeitler/profil/spieler/1108022,2900000.0,95.31
+SC Paderborn,127,2026,9,Rayan Philippe,694507,Right Winger,25,France,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/rayan-philippe/profil/spieler/694507,2900000.0,95.31
+SC Paderborn,127,2026,28,Laurin Ulrich,717465,Central Midfield,21,Germany,30/06/2027,€3.50m,3500000,https://www.transfermarkt.com/laurin-ulrich/profil/spieler/717465,2900000.0,90.62
+SC Paderborn,127,2026,40,Gabriel Vidovic,604327,Left Winger,22,Croatia|Germany,,€3.00m,3000000,https://www.transfermarkt.com/gabriel-vidovic/profil/spieler/604327,2900000.0,84.38
+SC Paderborn,127,2026,17,Laurin Curda,516978,Right Midfield,24,Germany,,€3.00m,3000000,https://www.transfermarkt.com/laurin-curda/profil/spieler/516978,2900000.0,84.38
+SC Paderborn,127,2026,18,Marvin Pieringer,471055,Centre-Forward,26,Germany,,€3.00m,3000000,https://www.transfermarkt.com/marvin-pieringer/profil/spieler/471055,2900000.0,84.38
+SV Elversberg,64,2026,40,Francis Onyeka,929943,Attacking Midfield,19,Germany|Nigeria,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/francis-onyeka/profil/spieler/929943,3000000.0,100.0
+SV Elversberg,64,2026,9,Noel Futkeu,675535,Centre-Forward,23,Germany|Cameroon,30/06/2027,€7.50m,7500000,https://www.transfermarkt.com/noel-futkeu/profil/spieler/675535,3000000.0,96.15
+SV Elversberg,64,2026,39,Cole Campbell,866579,Right Winger,20,United States|Iceland,30/06/2030,€5.00m,5000000,https://www.transfermarkt.com/cole-campbell/profil/spieler/866579,3000000.0,92.31
+SV Elversberg,64,2026,42,David Mokwa,974894,Centre-Forward,22,France|Cameroon,30/06/2029,€4.00m,4000000,https://www.transfermarkt.com/david-mokwa/profil/spieler/974894,3000000.0,86.54
+SV Elversberg,64,2026,10,Noah Darvich,897480,Attacking Midfield,19,Germany,30/06/2027,€4.00m,4000000,https://www.transfermarkt.com/noah-darvich/profil/spieler/897480,3000000.0,86.54
+SV Elversberg,64,2026,25,Lukas Petkov,401639,Right Winger,25,Bulgaria|Germany,30/06/2027,€3.00m,3000000,https://www.transfermarkt.com/lukas-petkov/profil/spieler/401639,3000000.0,78.85
+SV Elversberg,64,2026,7,Maurice Krattenmacher,829316,Left Winger,21,Germany,30/06/2030,€3.00m,3000000,https://www.transfermarkt.com/maurice-krattenmacher/profil/spieler/829316,3000000.0,78.85
+TSG Hoffenheim,533,2026,11,Fisnik Asllani,524290,Centre-Forward,24,Kosovo|Germany,30/06/2029,€35.00m,35000000,https://www.transfermarkt.com/fisnik-asllani/profil/spieler/524290,16600000.0,100.0
+TSG Hoffenheim,533,2026,7,Leon Avdullahu,667457,Defensive Midfield,22,Kosovo|Switzerland,30/06/2031,€30.00m,30000000,https://www.transfermarkt.com/leon-avdullahu/profil/spieler/667457,16600000.0,96.3
+TSG Hoffenheim,533,2026,17,Nathan De Cat,1105541,Central Midfield,18,Belgium,30/06/2031,€27.00m,27000000,https://www.transfermarkt.com/nathan-de-cat/profil/spieler/1105541,16600000.0,92.59
+TSG Hoffenheim,533,2026,21,Albian Hajdari,579459,Centre-Back,23,Kosovo|Switzerland,30/06/2031,€25.00m,25000000,https://www.transfermarkt.com/albian-hajdari/profil/spieler/579459,16600000.0,88.89
+TSG Hoffenheim,533,2026,18,Wouter Burger,412953,Defensive Midfield,25,Netherlands,,€20.00m,20000000,https://www.transfermarkt.com/wouter-burger/profil/spieler/412953,16600000.0,85.19
+TSG Hoffenheim,533,2026,19,Tim Lemperle,553285,Centre-Forward,24,Germany,30/06/2031,€17.00m,17000000,https://www.transfermarkt.com/tim-lemperle/profil/spieler/553285,16600000.0,81.48
+Union Berlin,89,2026,14,Leopold Querfeld,597432,Centre-Back,22,Austria,30/06/2027,€20.00m,20000000,https://www.transfermarkt.com/leopold-querfeld/profil/spieler/597432,5100000.0,100.0
+Union Berlin,89,2026,6,Aljoscha Kemlein,692737,Defensive Midfield,22,Germany,30/06/2029,€12.00m,12000000,https://www.transfermarkt.com/aljoscha-kemlein/profil/spieler/692737,5100000.0,96.55
+Union Berlin,89,2026,29,Emmanuel Latte Lath,392964,Centre-Forward,27,Cote d'Ivoire|Italy,30/06/2027,€10.00m,10000000,https://www.transfermarkt.com/emmanuel-latte-lath/profil/spieler/392964,5100000.0,91.38
+Union Berlin,89,2026,15,Tom Rothe,798043,Left-Back,21,Germany,,€10.00m,10000000,https://www.transfermarkt.com/tom-rothe/profil/spieler/798043,5100000.0,91.38
+Union Berlin,89,2026,23,Andrej Ilic,583699,Centre-Forward,26,Serbia,,€9.00m,9000000,https://www.transfermarkt.com/andrej-ilic/profil/spieler/583699,5100000.0,86.21
+Union Berlin,89,2026,4,Zeno Van Den Bosch,738774,Centre-Back,23,Belgium,,€6.00m,6000000,https://www.transfermarkt.com/zeno-van-den-bosch/profil/spieler/738774,5100000.0,82.76
+VfB Stuttgart,79,2026,6,Angelo Stiller,443710,Defensive Midfield,25,Germany,30/06/2028,€45.00m,45000000,https://www.transfermarkt.com/angelo-stiller/profil/spieler/443710,22000000.0,100.0
+VfB Stuttgart,79,2026,18,Jamie Leweling,518505,Right Winger,25,Germany|Ghana,30/06/2029,€40.00m,40000000,https://www.transfermarkt.com/jamie-leweling/profil/spieler/518505,22000000.0,96.67
+VfB Stuttgart,79,2026,11,Bilal El Khannouss,654982,Attacking Midfield,22,Morocco|Belgium,30/06/2030,€35.00m,35000000,https://www.transfermarkt.com/bilal-el-khannouss/profil/spieler/654982,22000000.0,91.67
+VfB Stuttgart,79,2026,29,Finn Jeltsch,924117,Centre-Back,20,Germany,30/06/2030,€35.00m,35000000,https://www.transfermarkt.com/finn-jeltsch/profil/spieler/924117,22000000.0,91.67
+VfB Stuttgart,79,2026,3,Ramon Hendriks,436064,Centre-Back,25,Netherlands,30/06/2028,€25.00m,25000000,https://www.transfermarkt.com/ramon-hendriks/profil/spieler/436064,22000000.0,86.67
+VfB Stuttgart,79,2026,26,Deniz Undav,339314,Centre-Forward,30,Germany,30/06/2029,€22.00m,22000000,https://www.transfermarkt.com/deniz-undav/profil/spieler/339314,22000000.0,81.67
+VfB Stuttgart,79,2026,9,Ermedin Demirovic,335457,Centre-Forward,28,Bosnia-Herzegovina,30/06/2028,€22.00m,22000000,https://www.transfermarkt.com/ermedin-demirovic/profil/spieler/335457,22000000.0,81.67
+Werder Bremen,86,2026,6,Jens Stage,289835,Central Midfield,29,Denmark,30/06/2028,€14.00m,14000000,https://www.transfermarkt.com/jens-stage/profil/spieler/289835,5000000.0,100.0
+Werder Bremen,86,2026,32,Marco Friedl,156990,Centre-Back,28,Austria,30/06/2028,€10.00m,10000000,https://www.transfermarkt.com/marco-friedl/profil/spieler/156990,5000000.0,96.77
+Werder Bremen,86,2026,13,Arthur,977464,Right-Back,23,Brazil,30/06/2027,€8.00m,8000000,https://www.transfermarkt.com/arthur/profil/spieler/977464,5000000.0,90.32
+Werder Bremen,86,2026,20,Chuki,926763,Attacking Midfield,22,Spain,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/chuki/profil/spieler/926763,5000000.0,90.32
+Werder Bremen,86,2026,14,Senne Lynen,338668,Defensive Midfield,27,Belgium,30/06/2030,€8.00m,8000000,https://www.transfermarkt.com/senne-lynen/profil/spieler/338668,5000000.0,90.32
+Werder Bremen,86,2026,18,Eren Dinkçi,645774,Right Winger,24,Türkiye|Germany,30/06/2027,€6.00m,6000000,https://www.transfermarkt.com/eren-dinkci/profil/spieler/645774,5000000.0,83.87
+Werder Bremen,86,2026,11,Justin Njinmah,596153,Right Winger,25,Germany|Nigeria,30/06/2028,€5.00m,5000000,https://www.transfermarkt.com/justin-njinmah/profil/spieler/596153,5000000.0,77.42
+Werder Bremen,86,2026,3,Oskar Wójcik,821350,Centre-Back,23,Poland,30/06/2031,€5.00m,5000000,https://www.transfermarkt.com/oskar-wojcik/profil/spieler/821350,5000000.0,77.42
+Werder Bremen,86,2026,44,Youri Regeer,559324,Defensive Midfield,23,Netherlands,30/06/2027,€5.00m,5000000,https://www.transfermarkt.com/youri-regeer/profil/spieler/559324,5000000.0,77.42
diff --git a/sofascore_kickbase_points.py b/sofascore_kickbase_points.py
index 8f48e96..7de7310 100644
--- a/sofascore_kickbase_points.py
+++ b/sofascore_kickbase_points.py
@@ -19,6 +19,8 @@
 import warnings
 from typing import Any, Iterable
 
+from chrome_runtime import detect_chrome_major_version
+
 DIRECT = "direct"
 DERIVED = "derived"
 PROXY = "proxy"
@@ -525,9 +527,15 @@ def create_browser(headless: bool = False) -> Any:
     if headless:
         options.add_argument("--headless=new")
     try:
-        # Omit ``version_main``: undetected-chromedriver then matches the local
-        # Chrome installation itself, including after Chrome updates.
-        driver = uc.Chrome(options=options, use_subprocess=True)
+        # Match the driver to the same installed Chrome executable we launch.
+        chrome_executable_path = uc.find_chrome_executable()
+        chrome_major_version = detect_chrome_major_version(chrome_executable_path)
+        driver = uc.Chrome(
+            options=options,
+            browser_executable_path=chrome_executable_path,
+            version_main=chrome_major_version,
+            use_subprocess=True,
+        )
     except Exception as exc:
         raise RuntimeError(f"Could not start undetected Chrome: {type(exc).__name__}: {exc}") from exc
     driver.set_page_load_timeout(30)
diff --git a/sofascore_rating_odds_lineup_score.py b/sofascore_rating_odds_lineup_score.py
index cd069ac..a253e5e 100644
--- a/sofascore_rating_odds_lineup_score.py
+++ b/sofascore_rating_odds_lineup_score.py
@@ -8,7 +8,8 @@
 import unicodedata
 import warnings
 from dataclasses import dataclass
-from datetime import datetime
+from datetime import datetime, timezone
+from decimal import Decimal, ROUND_HALF_UP
 from difflib import SequenceMatcher
 from pathlib import Path
 from typing import Any, Mapping
@@ -24,6 +25,7 @@
     LIGAINSIDER_PREDICTED_LINEUPS_DIR,
     ROTOWIRE_PREDICTED_LINEUPS_DIR,
     SOFASCORE_ODDS_DIR,
+    SOFASCORE_TEAM_FORM_DIR,
     ensure_directory,
     prune_timestamped_outputs,
 )
@@ -80,6 +82,7 @@
 DEFAULT_ALTERNATIVE_STARTING_CHANCE_DECAY = 0.45
 # Kept at 1.0 by default so callers must explicitly opt into a fitted scale.
 DEFAULT_SCORE_MULTIPLIER = 1.0
+OVERALL_RECENCY_WEIGHTS = (28, 24, 20, 16, 12)  # Newest team match first.
 QUESTIONABLE_INJURY_STATUS = "QUES"
 LIGAINSIDER_FILENAME_RE = re.compile(r"^ligainsider_bundesliga_lineups_(?P\d{8}_\d{6})\.json$")
 KICKBASE_FILENAME_RE = re.compile(r"^kickbase_bundesliga_lineups_(?P\d{8}_\d{6})\.json$")
@@ -486,7 +489,13 @@ def _kickbase_chances(
     questionable_injury_starting_chance_penalty: float = 0.0,
     alternative_starting_chance_decay: float = DEFAULT_ALTERNATIVE_STARTING_CHANCE_DECAY,
 ) -> dict[str, dict[str, Any]]:
-    """Return name-only Kickbase chances using geometric slot normalization."""
+    """Return Kickbase chances calculated independently for every pitch slot.
+
+    An unchallenged rank-one player is certain to start. Where Kickbase lists
+    alternatives for a slot, the geometric rank weights are normalized only
+    within that slot. A player named for several slots combines those
+    independent opportunities with noisy-OR pooling, capped at one.
+    """
     alternative_starting_chance_decay = validate_alternative_starting_chance_decay(
         alternative_starting_chance_decay
     )
@@ -506,6 +515,80 @@ def _kickbase_chances(
             {"name": name, "rank": rank, "questionable": _is_questionable(player)}
         )
 
+    if not slots:
+        return {}
+    if not any(item["rank"] == 1 for alternatives in slots.values() for item in alternatives):
+        raise ValueError("Kickbase lineup has players but no rank-one starters.")
+    candidates: dict[str, dict[str, Any]] = {}
+    for alternatives in slots.values():
+        ordered = sorted(alternatives, key=lambda item: item["rank"])
+        if len(ordered) == 1:
+            # No competing player is visible, so the displayed starter is
+            # certain. Do not let uncertainty in another position affect it.
+            slot_chances = [1.0]
+        else:
+            slot_chances = _slot_chances(
+                ordered,
+                questionable_injury_starting_chance_penalty,
+                alternative_starting_chance_decay,
+            )
+        for item, chance in zip(ordered, slot_chances, strict=True):
+            key = normalize_name(item["name"])
+            candidate = candidates.setdefault(
+                key,
+                {"name": item["name"], "slot_chances": [], "questionable": False},
+            )
+            candidate["slot_chances"].append(chance)
+            candidate["questionable"] = bool(candidate["questionable"] or item["questionable"])
+
+    return {
+        key: {
+            "name": item["name"],
+            "chance": 1.0 - math.prod(1.0 - chance for chance in item["slot_chances"]),
+            "questionable": bool(item["questionable"]),
+        }
+        for key, item in candidates.items()
+    }
+
+
+def _kicker_chances(
+    players: list[Any],
+    questionable_injury_starting_chance_penalty: float = 0.0,
+    alternative_starting_chance_decay: float = DEFAULT_ALTERNATIVE_STARTING_CHANCE_DECAY,
+) -> dict[str, dict[str, Any]]:
+    """Return Kicker's name-only chances using its existing slot normalization."""
+    return _kickbase_slot_chances(
+        players,
+        questionable_injury_starting_chance_penalty,
+        alternative_starting_chance_decay,
+    )
+
+
+def _kickbase_slot_chances(
+    players: list[Any],
+    questionable_injury_starting_chance_penalty: float,
+    alternative_starting_chance_decay: float,
+) -> dict[str, dict[str, Any]]:
+    """Keep Kicker's legacy display-name parser separate from Kickbase."""
+    alternative_starting_chance_decay = validate_alternative_starting_chance_decay(
+        alternative_starting_chance_decay
+    )
+    slots: dict[tuple[int, int], list[dict[str, Any]]] = {}
+    for player in players:
+        name = _kickbase_player_name(player)
+        if name is None:
+            continue
+        try:
+            slot = (int(player["formation_row"]), int(player["slot_index"]))
+            rank = int(player["starting_probability_rank"])
+        except (KeyError, TypeError, ValueError) as exc:
+            raise ValueError(f"Kicker player {name!r} has invalid slot/rank data.") from exc
+        if rank < 1:
+            raise ValueError(f"Kicker player {name!r} has invalid rank {rank}.")
+        slots.setdefault(slot, []).append(
+            {"name": name, "rank": rank, "questionable": _is_questionable(player)}
+        )
+
     chances: dict[str, dict[str, Any]] = {}
     for alternatives in slots.values():
         slot_chances = _slot_chances(
@@ -524,6 +607,29 @@ def _kickbase_chances(
     return chances
 
 
+
+def _add_kicker_identity_candidates(
+    candidates: dict[str, dict[str, Any]], team: dict[str, Any],
+) -> None:
+    """Add URL name hints to existing starter candidates only."""
+    for player in team["players"]:
+        name = _kickbase_player_name(player) or player.get("name")
+        if not isinstance(name, str) or not name.strip():
+            continue
+        entry = candidates.get(normalize_name(name))
+        if entry is None:
+            continue
+        # URL slugs are hints for the review prompt, never automatic identities.
+        url = player.get("player_url") or ""
+        slug_match = re.search(r"/([^/]+)/spieler(?:/|$)", url)
+        if slug_match:
+            parts = [part for part in slug_match.group(1).split("-") if not part.isdigit()]
+            entry["matching_names"] = [
+                " ".join(parts),
+                " ".join(parts[-1:] + parts[:-1]),
+            ]
+
+
 def load_lineup_source(
     source: LineupSource,
     questionable_injury_starting_chance_penalty: float = 0.0,
@@ -549,7 +655,7 @@ def load_lineup_source(
     parsers = {
         "ligainsider": _ligainsider_chances,
         "kickbase": _kickbase_chances,
-        "kicker": _kickbase_chances,
+        "kicker": _kicker_chances,
         "rotowire": _rotowire_chances,
     }
     try:
@@ -582,6 +688,8 @@ def load_lineup_source(
                 )
             else:
                 teams[key] = parser(player_list, questionable_injury_starting_chance_penalty)
+            if source.key == "kicker":
+                _add_kicker_identity_candidates(teams[key], team)
     return path, teams
 
 
@@ -691,7 +799,11 @@ def _fuzzy_candidates(
     threshold: float = FUZZY_MATCH_THRESHOLD,
 ) -> list[tuple[float, dict[str, Any]]]:
     normalized = normalize_name(name)
-    matches = [(SequenceMatcher(None, normalized, key).ratio(), value) for key, value in candidates.items()]
+    matches = [
+        (max(SequenceMatcher(None, normalized, alias).ratio() for alias in
+             [key, *(normalize_name(hint) for hint in value.get("matching_names", []))]), value)
+        for key, value in candidates.items()
+    ]
     return sorted(
         (item for item in matches if item[0] >= threshold),
         key=lambda item: (-item[0], item[1]["name"].casefold(), str(item[1].get("id", ""))),
@@ -725,7 +837,9 @@ def resolve_kickbase_display_name(
 
     The provider label is first compared with ``lastName`` and then
     ``firstName``. A shared first or last name is intentionally unresolved so
-    the notebook prompt remains the only way to confirm that identity.
+    a persisted cross reference or notebook confirmation must resolve it.
+    Uniqueness spans both name fields: one player's first name can be another
+    player's surname.
     """
     for part_key, column in (("last", "lastName"), ("first", "firstName")):
         value = player.get(column)
@@ -733,11 +847,41 @@ def resolve_kickbase_display_name(
             continue
         normalized = normalize_name(value)
         chosen = candidates.get(normalized)
-        if chosen is not None and len(team_name_index.get(part_key, {}).get(normalized, set())) == 1:
+        owners = (
+            team_name_index.get("first", {}).get(normalized, set())
+            | team_name_index.get("last", {}).get(normalized, set())
+        )
+        if chosen is not None and len(owners) == 1:
             return chosen
     return None
 
 
+def resolve_name_only_lineup_match(
+    candidates: dict[str, dict[str, Any]],
+    kbstats_name: str,
+    player: dict[str, Any],
+    team_name_index: dict[str, dict[str, set[int]]],
+    override_displayed_name: str | None = None,
+) -> tuple[dict[str, Any] | None, str | None]:
+    """Resolve a display-only lineup name before considering fuzzy candidates.
+
+    A live normalized name match is more trustworthy than a persisted alias:
+    aliases can become stale or contain a transcription typo. The caller uses
+    fuzzy matching only when this function cannot identify a candidate.
+    """
+    chosen = candidates.get(normalize_name(kbstats_name))
+    if chosen is not None:
+        return chosen, "exact"
+    chosen = resolve_kickbase_display_name(candidates, player, team_name_index)
+    if chosen is not None:
+        return chosen, "normalized"
+    if isinstance(override_displayed_name, str) and override_displayed_name.strip():
+        chosen = candidates.get(normalize_name(override_displayed_name))
+        if chosen is not None:
+            return chosen, "override"
+    return None, None
+
+
 def _rating_candidate_maps(ratings: pd.DataFrame) -> tuple[dict[str, dict[str, Any]], dict[int, dict[str, Any]]]:
     by_name: dict[str, dict[str, Any]] = {}
     by_id: dict[int, dict[str, Any]] = {}
@@ -750,6 +894,84 @@ def _rating_candidate_maps(ratings: pd.DataFrame) -> tuple[dict[str, dict[str, A
     return by_name, by_id
 
 
+def _rating_match_chronology(match: dict[str, Any]) -> datetime:
+    timestamp = match.get("timestamp")
+    if isinstance(timestamp, (int, float)) and not isinstance(timestamp, bool) and math.isfinite(timestamp):
+        try:
+            return datetime.fromtimestamp(timestamp, tz=timezone.utc)
+        except (ValueError, OverflowError, OSError):
+            pass
+    value = match.get("date")
+    if not isinstance(value, str) or not value.strip():
+        raise ValueError("Match has no usable timestamp or date.")
+    parsed = datetime.fromisoformat(value.strip().replace("Z", "+00:00"))
+    if parsed.tzinfo is None:
+        parsed = parsed.replace(tzinfo=datetime.now().astimezone().tzinfo)
+    return parsed.astimezone(timezone.utc)
+
+
+def load_score_ratings(path: Path, category: str) -> pd.DataFrame:
+    """Use team-slot recency weights only for the overall odds/lineup method."""
+    ratings = load_category_ratings(path, category)
+    if category != "overall":
+        return ratings
+    json_path = path.with_suffix(".json")
+    try:
+        document = json.loads(json_path.read_text(encoding="utf-8-sig"))
+        source_name = document["source_file"]
+        if not isinstance(source_name, str) or Path(source_name).name != source_name:
+            raise ValueError("source_file must be a team-form filename.")
+        snapshot = json.loads((SOFASCORE_TEAM_FORM_DIR / source_name).read_text(encoding="utf-8-sig"))
+        if not isinstance(snapshot, dict) or not snapshot:
+            raise ValueError("Team-form snapshot must be a non-empty object.")
+        if not all(str(key).isdigit() for key in snapshot):
+            if len(snapshot) != 1:
+                raise ValueError("Invalid timestamp-wrapped team-form snapshot.")
+            snapshot = next(iter(snapshot.values()))
+        weighted = {}
+        for team_id, team in document["teams"].items():
+            matches = snapshot[team_id]["overall_matches"]
+            if not isinstance(matches, list) or not 1 <= len(matches) <= 5:
+                raise ValueError(f"Team {team_id} needs one to five overall matches.")
+            ids = [match["match_id"] for match in matches]
+            if any(type(match_id) is not int or match_id <= 0 for match_id in ids) or len(set(ids)) != len(ids):
+                raise ValueError(f"Team {team_id} has invalid or duplicate match IDs.")
+            ordered = sorted(matches, key=lambda match: (_rating_match_chronology(match), match["match_id"]), reverse=True)
+            weights = {match["match_id"]: Decimal(weight) for match, weight in zip(ordered, OVERALL_RECENCY_WEIGHTS)}
+            for player in team["overall"]["players"]:
+                player_id = player["player_id"]
+                trail = player["ratings"]
+                if type(player_id) is not int or player_id <= 0 or player_id in weighted:
+                    raise ValueError("Invalid or duplicate overall player ID.")
+                if not isinstance(trail, list) or not trail or len(trail) != player["rating_count"]:
+                    raise ValueError(f"Player {player_id} has an inconsistent rating trail.")
+                numerator, denominator = Decimal(0), Decimal(0)
+                seen = set()
+                for record in trail:
+                    match_id, rating = record["match_id"], record["rating"]
+                    if type(match_id) is not int or match_id not in weights or match_id in seen:
+                        raise ValueError(f"Player {player_id} has an unknown or duplicate rated match.")
+                    if isinstance(rating, bool) or not isinstance(rating, (int, float)) or not math.isfinite(rating) or not 0 <= rating <= 10:
+                        raise ValueError(f"Player {player_id} has an invalid rating.")
+                    seen.add(match_id)
+                    numerator += Decimal(str(rating)) * weights[match_id]
+                    denominator += weights[match_id]
+                weighted[player_id] = (team_id, player, float((numerator / denominator).quantize(Decimal("0.01"), rounding=ROUND_HALF_UP)))
+        if set(weighted) != set(ratings["player_id"]):
+            raise ValueError("Overall player IDs differ between ratings CSV and JSON.")
+        values = []
+        for _, row in ratings.iterrows():
+            team_id, player, value = weighted[int(row["player_id"])]
+            if (int(row["team_id"]) != int(team_id) or row["player_name"] != player["player_name"]
+                    or row["rating_count"] != player["rating_count"] or row["average_rating"] != player["average_rating"]):
+                raise ValueError(f"CSV and JSON disagree for player {row['player_id']}.")
+            values.append(value)
+        ratings["average_rating"] = values
+    except (OSError, ValueError, KeyError, TypeError, AttributeError) as exc:
+        raise ValueError(f"Cannot apply overall recency weighting using {json_path}: {exc}") from exc
+    return ratings
+
+
 def run_score_creation(
     category: str,
     questionable_injury_starting_chance_penalty: float = DEFAULT_QUESTIONABLE_INJURY_STARTING_CHANCE_PENALTY,
@@ -776,7 +998,7 @@ def run_score_creation(
     kbstats_input = select_latest_kbstats_csv()
     ratings_input = select_latest_ratings_csv()
     players = load_kbstats_players(kbstats_input.path)
-    ratings = load_category_ratings(ratings_input.path, category)
+    ratings = load_score_ratings(ratings_input.path, category)
     expected_points, odds_table = load_expected_match_points(matchday)
     lineup_inputs = {
         source.key: load_lineup_source(
@@ -832,33 +1054,11 @@ def run_score_creation(
         }
     kickbase_name_indexes = build_kickbase_name_indexes(players, team_keys)
 
-    # Collect uncertain matches from every provider into one review queue.  This
-    # keeps a strong lineup match from being hidden behind a long list of much
-    # weaker rating matches.
-    rating_resolution: dict[int, tuple[dict[str, Any] | None, str]] = {}
-    rating_prompts: list[tuple[float, str, int, list[tuple[float, dict[str, Any]]]]] = []
-    for index, context in player_contexts.items():
-        name, normalized = context["name"], context["normalized"]
-        rating = rating_by_name.get(normalized)
-        if rating is not None:
-            rating_resolution[index] = (rating, "exact")
-        elif normalized in rating_override_by_name:
-            rating = rating_by_id.get(int(rating_override_by_name[normalized]["sofascore_player_id"]))
-            rating_resolution[index] = (rating, "override" if rating is not None else "missing_rating")
-        else:
-            fuzzy = _fuzzy_candidates(name, rating_by_name)
-            if fuzzy:
-                rating_prompts.append((fuzzy[0][0], name.casefold(), index, fuzzy))
-            else:
-                rating_resolution[index] = (None, "missing_rating")
-
+    # Resolve every lineup before looking up ratings. A player can be a valid
+    # starter even when no SofaScore rating is available for scoring them.
     lineup_resolution: dict[tuple[int, str], tuple[dict[str, Any] | None, str]] = {}
     lineup_prompts: list[tuple[float, str, int, LineupSource, list[tuple[float, dict[str, Any]]]]] = []
     for index, context in player_contexts.items():
-        # A player with no exact/overridden rating and no rating candidate can
-        # never receive a score, so there is no value in reviewing their lineup.
-        if index in rating_resolution and rating_resolution[index][0] is None:
-            continue
         name, normalized, team_key = context["name"], context["normalized"], context["team_key"]
         for source in LINEUP_SOURCES:
             _, source_teams = lineup_inputs[source.key]
@@ -871,20 +1071,16 @@ def run_score_creation(
                 continue
             if source.key in NAME_ONLY_LINEUP_SOURCE_KEYS:
                 override = name_only_override_by_key.get((source.key, team_key, normalized))
-                if override is not None:
-                    chosen = candidates.get(normalize_name(override["displayed_name"]))
-                    lineup_resolution[(index, source.key)] = (
-                        chosen,
-                        "override" if chosen is not None else "missing",
-                    )
-                    continue
-                chosen = resolve_kickbase_display_name(
+                override_displayed_name = None if override is None else override["displayed_name"]
+                chosen, status = resolve_name_only_lineup_match(
                     candidates,
+                    name,
                     {"firstName": context["first_name"], "lastName": context["last_name"]},
                     kickbase_name_indexes.get(team_key, {"first": {}, "last": {}}),
+                    override_displayed_name,
                 )
                 if chosen is not None:
-                    lineup_resolution[(index, source.key)] = (chosen, "exact")
+                    lineup_resolution[(index, source.key)] = (chosen, status or "exact")
                     continue
                 # Kickbase and Kicker expose display labels rather than reliable
                 # canonical player identities. A non-unique name part or no
@@ -913,42 +1109,53 @@ def run_score_creation(
             else:
                 lineup_resolution[(index, source.key)] = (None, "missing")
 
-    # Sort every uncertain match by its best similarity, independent of source.
-    # The remaining fields are only deterministic tie breakers.
-    review_prompts: list[tuple[float, str, str, int, LineupSource | None, list[tuple[float, dict[str, Any]]]]] = []
-    review_prompts.extend(
-        (similarity, name_key, "sofascore", index, None, fuzzy)
-        for similarity, name_key, index, fuzzy in rating_prompts
-    )
-    review_prompts.extend(
-        (similarity, name_key, source.key, index, source, fuzzy)
-        for similarity, name_key, index, source, fuzzy in lineup_prompts
-    )
-    for _, _, source_key, index, source, fuzzy in sorted(
-        review_prompts,
-        key=lambda item: (-item[0], item[1], item[2], item[3]),
+    # Resolve uncertain lineups before asking about ratings, preserving lineup
+    # evidence even when a player cannot ultimately receive a points score.
+    for _, _, index, source, fuzzy in sorted(
+        lineup_prompts,
+        key=lambda item: (-item[0], item[1], item[3].key, item[2]),
     ):
         context = player_contexts[index]
         name = context["name"]
-        if source is None:
-            chosen, _ = _prompt_candidate(f"SofaScore rating for {name}", fuzzy)
-            if chosen is not None:
-                rating_resolution[index] = (chosen, "prompted")
-                new_rating_overrides.append({"kbstats_name": name, "sofascore_player_id": chosen["id"], "sofascore_player_name": chosen["name"], "created_at": datetime.now().astimezone().isoformat(timespec="seconds")})
+        team_key = context["team_key"]
+        chosen, _ = _prompt_candidate(f"{source.key} lineup for {name} ({team_key})", fuzzy)
+        if chosen is not None:
+            lineup_resolution[(index, source.key)] = (chosen, "prompted")
+            if source.key in NAME_ONLY_LINEUP_SOURCE_KEYS:
+                new_name_only_lineup_overrides.append({"source": source.key, "canonical_team": team_key, "kbstats_name": name, "displayed_name": chosen["name"], "created_at": datetime.now().astimezone().isoformat(timespec="seconds")})
+            else:
+                new_lineup_overrides.append({"source": source.key, "canonical_team": team_key, "kbstats_name": name, "provider_player_id": chosen["id"], "provider_player_name": chosen["name"], "created_at": datetime.now().astimezone().isoformat(timespec="seconds")})
+        else:
+            lineup_resolution[(index, source.key)] = (None, "missing")
+
+    rating_resolution: dict[int, tuple[dict[str, Any] | None, str]] = {}
+    rating_prompts: list[tuple[float, str, int, list[tuple[float, dict[str, Any]]]]] = []
+    for index, context in player_contexts.items():
+        name, normalized = context["name"], context["normalized"]
+        rating = rating_by_name.get(normalized)
+        if rating is not None:
+            rating_resolution[index] = (rating, "exact")
+        elif normalized in rating_override_by_name:
+            rating = rating_by_id.get(int(rating_override_by_name[normalized]["sofascore_player_id"]))
+            rating_resolution[index] = (rating, "override" if rating is not None else "missing_rating")
+        else:
+            fuzzy = _fuzzy_candidates(name, rating_by_name)
+            if fuzzy:
+                rating_prompts.append((fuzzy[0][0], name.casefold(), index, fuzzy))
             else:
                 rating_resolution[index] = (None, "missing_rating")
-            continue
 
-        team_key = context["team_key"]
-        chosen, _ = _prompt_candidate(f"{source_key} lineup for {name} ({team_key})", fuzzy)
+    for _, _, index, fuzzy in sorted(
+        rating_prompts,
+        key=lambda item: (-item[0], item[1], item[2]),
+    ):
+        name = player_contexts[index]["name"]
+        chosen, _ = _prompt_candidate(f"SofaScore rating for {name}", fuzzy)
         if chosen is not None:
-            lineup_resolution[(index, source_key)] = (chosen, "prompted")
-            if source_key in NAME_ONLY_LINEUP_SOURCE_KEYS:
-                new_name_only_lineup_overrides.append({"source": source_key, "canonical_team": team_key, "kbstats_name": name, "displayed_name": chosen["name"], "created_at": datetime.now().astimezone().isoformat(timespec="seconds")})
-            else:
-                new_lineup_overrides.append({"source": source_key, "canonical_team": team_key, "kbstats_name": name, "provider_player_id": chosen["id"], "provider_player_name": chosen["name"], "created_at": datetime.now().astimezone().isoformat(timespec="seconds")})
+            rating_resolution[index] = (chosen, "prompted")
+            new_rating_overrides.append({"kbstats_name": name, "sofascore_player_id": chosen["id"], "sofascore_player_name": chosen["name"], "created_at": datetime.now().astimezone().isoformat(timespec="seconds")})
         else:
-            lineup_resolution[(index, source_key)] = (None, "missing")
+            rating_resolution[index] = (None, "missing_rating")
 
     for index, player in players.iterrows():
         context = player_contexts[int(index)]
@@ -959,40 +1166,33 @@ def run_score_creation(
         source_chance_by_key = {source.key: 0.0 for source in LINEUP_SOURCES}
         is_questionable = False
         lineup_statuses: list[str] = []
-        if rating is None:
-            starting_chance = 0.0
-            lineup_statuses.append("not_evaluated_missing_rating")
-        else:
-            for source in LINEUP_SOURCES:
-                _, source_teams = lineup_inputs[source.key]
-                candidates = source_teams.get(team_key)
-                if candidates is None:
-                    continue
-                try:
-                    chosen, status = lineup_resolution[(int(index), source.key)]
-                except KeyError as exc:
-                    raise RuntimeError(
-                        f"No resolved lineup match exists for {name!r} from {source.key}."
-                    ) from exc
-                source_chance = 0.0 if chosen is None else float(chosen["chance"])
-                source_weight = source_weights[source.key]
-                if source_weight > 0:
-                    source_chances.append((source_weight, source_chance))
-                source_chance_by_key[source.key] = source_chance
-                is_questionable = is_questionable or bool(
-                    chosen is not None and chosen.get("questionable", False)
-                )
-                lineup_statuses.append(f"{source.key}:{status}")
+        for source in LINEUP_SOURCES:
+            _, source_teams = lineup_inputs[source.key]
+            candidates = source_teams.get(team_key)
+            if candidates is None:
+                continue
             try:
-                blended_starting_chance = blend_lineup_chances(source_chances)
-            except ValueError as exc:
-                raise ValueError(f"No positive-weight lineup source covers team {team_key}.") from exc
-            injury_penalty = (
-                questionable_injury_starting_chance_penalty if is_questionable else 0.0
+                chosen, status = lineup_resolution[(int(index), source.key)]
+            except KeyError as exc:
+                raise RuntimeError(
+                    f"No resolved lineup match exists for {name!r} from {source.key}."
+                ) from exc
+            source_chance = 0.0 if chosen is None else float(chosen["chance"])
+            source_weight = source_weights[source.key]
+            if source_weight > 0:
+                source_chances.append((source_weight, source_chance))
+            source_chance_by_key[source.key] = source_chance
+            is_questionable = is_questionable or bool(
+                chosen is not None and chosen.get("questionable", False)
             )
-            starting_chance = blended_starting_chance
-        if rating is None:
-            injury_penalty = 0.0
+            lineup_statuses.append(f"{source.key}:{status}")
+        try:
+            starting_chance = blend_lineup_chances(source_chances)
+        except ValueError as exc:
+            raise ValueError(f"No positive-weight lineup source covers team {team_key}.") from exc
+        injury_penalty = (
+            questionable_injury_starting_chance_penalty if is_questionable else 0.0
+        )
         rating_value = 0.0 if rating is None else float(rating["rating"])
         match_points = float(expected_points[team_key])
         # Keep the score scale safely within the optimizer's exact integerization range.
@@ -1036,6 +1236,8 @@ def run_score_creation(
     review = pd.DataFrame(review_rows)
     print("Input summary")
     print(f"  Matchday: {matchday}; ratings: {ratings_input.path.name}")
+    if category == "overall":
+        print("  Rating recency weights (newest to oldest): 28/24/20/16/12; missing ratings excluded and weights normalized.")
     for source in LINEUP_SOURCES:
         status = "current" if lineup_source_is_current[source.key] else "previous matchday — excluded"
         print(
diff --git a/sofascore_score_reflection.py b/sofascore_score_reflection.py
index c42fbff..b470aea 100644
--- a/sofascore_score_reflection.py
+++ b/sofascore_score_reflection.py
@@ -246,7 +246,7 @@ def _latest_history(value: Any) -> tuple[bool, float] | None:
 
 
 def build_outcomes(players: pd.DataFrame, baseline: pd.DataFrame) -> pd.DataFrame:
-    """Derive one-matchday outcomes, preferring a compatible cumulative baseline."""
+    """Derive one-matchday outcomes, using history for revised point totals."""
     current = players.copy()
     current["player_id"] = _finite_column(current, "id", "KBStats snapshot").astype(int)
     current["games_played"] = _cumulative_column(current, "gamesPlayed", "KBStats snapshot")
@@ -277,15 +277,24 @@ def build_outcomes(players: pd.DataFrame, baseline: pd.DataFrame) -> pd.DataFram
             if played_delta not in (0, 1) or start_delta not in (0, 1) or start_delta > played_delta:
                 raise ValueError(f"Invalid matchday count delta for player ID {int(row['player_id'])}.")
             actual_points = row["total_points"] - row["baseline_points"]
+            status = "baseline"
             if history is not None and abs(actual_points - history[1]) > 1e-9:
-                raise ValueError(f"History and cumulative points disagree for player ID {int(row['player_id'])}.")
+                # Earlier matches can be rescored after the baseline was saved.
+                # Only reconcile points when history confirms the appearance
+                # delta; otherwise the snapshots may cover different matches.
+                if history[0] != bool(played_delta):
+                    raise ValueError(f"History and cumulative appearances disagree for player ID {int(row['player_id'])}.")
+                actual_points = history[1]
+                status = "history_points"
             minutes_played = (
                 (row["total_playtime_seconds"] - row["baseline_playtime_seconds"]) / 60.0
                 if has_playtime_baseline else None
             )
             if minutes_played is not None and not played_delta and abs(minutes_played) > 1e-9:
-                raise ValueError(f"Playing-time and appearance counts disagree for player ID {int(row['player_id'])}.")
-            status = "baseline"
+                if history is None or history[0]:
+                    raise ValueError(f"Playing-time and appearance counts disagree for player ID {int(row['player_id'])}.")
+                minutes_played = 0.0
+                status = "history_nonappearance"
             played, started = bool(played_delta), bool(start_delta)
         else:
             if history is None:
diff --git a/tests/test_kickbase_lineup_scoring.py b/tests/test_kickbase_lineup_scoring.py
index d98cbc9..9831206 100644
--- a/tests/test_kickbase_lineup_scoring.py
+++ b/tests/test_kickbase_lineup_scoring.py
@@ -16,7 +16,7 @@
     load_references,
     persist_references,
 )
-from kbstats_points_odds_lineup_score import COMMON_OUTPUT_COLUMNS
+from kbstats_points_odds_lineup_score import COMMON_OUTPUT_COLUMNS, _resolve_lineups
 from project_paths import KICKBASE_PREDICTED_LINEUPS_DIR
 from sofascore_rating_odds_lineup_score import (
     KB_TEAM_ID_TO_KEY,
@@ -24,7 +24,9 @@
     DEFAULT_LINEUP_SOURCE_WEIGHTS,
     LINEUP_SOURCE_REGISTRY,
     _fuzzy_candidates,
+    _add_kicker_identity_candidates,
     _kickbase_chances,
+    _kicker_chances,
     _ligainsider_chances,
     blend_lineup_chances,
     build_kickbase_name_indexes,
@@ -32,12 +34,50 @@
     confirm_lineup_source_matchdays,
     load_lineup_source,
     resolve_kickbase_display_name,
+    resolve_name_only_lineup_match,
     resolve_lineup_source_weights,
     validate_alternative_starting_chance_decay,
 )
 
 
 class KickbaseLineupScoringTests(unittest.TestCase):
+    def test_cross_reference_resolves_first_name_surname_collision(self) -> None:
+        players = pd.DataFrame([
+            {"firstName": "Moritz", "lastName": "Nicolas"},
+            {"firstName": "Nicolas", "lastName": "Kühn"},
+        ])
+        indexes = build_kickbase_name_indexes(players, pd.Series(["gladbach", "gladbach"]))["gladbach"]
+        candidate = {"name": "NICOLAS", "chance": 1.0}
+        candidates = {"nicolas": candidate}
+        for source in ("kickbase", "kicker"):
+            with self.subTest(source=source):
+                self.assertIsNone(resolve_kickbase_display_name(candidates, players.iloc[0], indexes))
+                self.assertIsNone(resolve_kickbase_display_name(candidates, players.iloc[1], indexes))
+                chosen, status = resolve_name_only_lineup_match(
+                    candidates, "Moritz Nicolas", players.iloc[0], indexes, "Nicolas"
+                )
+                self.assertIs(chosen, candidate)
+                self.assertEqual(status, "override")
+                chosen, _ = resolve_name_only_lineup_match(
+                    candidates, "Nicolas Kühn", players.iloc[1], indexes
+                )
+                self.assertIsNone(chosen)
+
+    def test_kicker_starter_abbreviation_uses_url_without_adding_bench(self) -> None:
+        kim = {"displayed_name": "M.-J. Kim", "player_url":
+               "https://www.kicker.de/min-jae-kim/spieler/bundesliga/2026-27/fc-bayern-muenchen",
+               "formation_row": 2, "slot_index": 2, "starting_probability_rank": 1}
+        candidates = _kicker_chances([kim])
+        team = {"players": [kim], "kicker_details": {
+            "bench": {"players": [{"displayed_name": "Bench Player"}]},
+            "unavailable": {"players": [{"name": "Absent"}]}}}
+        original_keys = set(candidates)
+        _add_kicker_identity_candidates(candidates, team)
+        self.assertEqual(set(candidates), original_keys)
+        offered = _fuzzy_candidates("Kim Minjae", candidates)
+        self.assertEqual(offered[0][1]["name"], "M.-J. Kim")
+        self.assertEqual(offered[0][1]["chance"], 1.0)
+
     @staticmethod
     def _kickbase_slot_players(count: int, questionable_rank: int | None = None) -> list[dict[str, object]]:
         return [
@@ -51,19 +91,58 @@ def _kickbase_slot_players(count: int, questionable_rank: int | None = None) ->
             for rank in range(1, count + 1)
         ]
 
-    def test_geometric_decay_normalizes_three_kickbase_alternatives(self) -> None:
-        chances = _kickbase_chances(self._kickbase_slot_players(3))
-        denominator = 1.0 + 0.45 + 0.2025
-        self.assertAlmostEqual(1.0 / denominator, chances["display1"]["chance"])
-        self.assertAlmostEqual(0.45 / denominator, chances["display2"]["chance"])
-        self.assertAlmostEqual(0.2025 / denominator, chances["display3"]["chance"])
-        self.assertAlmostEqual(1.0, sum(entry["chance"] for entry in chances.values()))
+    @staticmethod
+    def _kickbase_team_players() -> list[dict[str, object]]:
+        return [
+            {
+                "displayed_name": f"STARTER {slot}",
+                "formation_row": 1,
+                "slot_index": slot,
+                "starting_probability_rank": 1,
+                "injury_status": None,
+            }
+            for slot in range(1, 12)
+        ]
+
+    def test_repeated_kickbase_alternative_has_more_evidence_than_single_alternative(self) -> None:
+        players = self._kickbase_team_players() + [
+            {"displayed_name": "SINGLE", "formation_row": 1, "slot_index": 1, "starting_probability_rank": 2, "injury_status": None},
+            {"displayed_name": "REPEATED", "formation_row": 1, "slot_index": 2, "starting_probability_rank": 2, "injury_status": None},
+            {"displayed_name": "REPEATED", "formation_row": 1, "slot_index": 3, "starting_probability_rank": 2, "injury_status": None},
+        ]
+        chances = _kickbase_chances(players)
+        self.assertGreater(chances["repeated"]["chance"], chances["single"]["chance"])
+        self.assertLess(chances["repeated"]["chance"], chances["starter1"]["chance"])
+        self.assertEqual(1.0, chances["starter4"]["chance"])
+
+    def test_kickbase_snapshot_parser_keeps_repeated_alternative_evidence(self) -> None:
+        source = next(source for source in LINEUP_SOURCE_REGISTRY if source.key == "kickbase")
+        players = self._kickbase_team_players() + [
+            {"displayed_name": "REPEATED", "formation_row": 1, "slot_index": 1, "starting_probability_rank": 2, "injury_status": None},
+            {"displayed_name": "REPEATED", "formation_row": 1, "slot_index": 2, "starting_probability_rank": 2, "injury_status": None},
+        ]
+        document = {
+            "metadata": {"source": "Kickbase"},
+            "matches": [
+                {
+                    "home": {"team_name": "Bayern München", "players": players},
+                    "away": {"team_name": "VfB Stuttgart", "players": players},
+                }
+            ],
+        }
+        with tempfile.TemporaryDirectory() as temporary_directory:
+            path = Path(temporary_directory) / "kickbase_bundesliga_lineups_20260904_120000.json"
+            path.write_text(json.dumps(document), encoding="utf-8")
+            _, teams = load_lineup_source(replace(source, directory=Path(temporary_directory)))
+        self.assertIn("repeated", teams["bayern"])
+        self.assertGreater(teams["bayern"]["repeated"]["chance"], 0.45)
+        self.assertEqual(1.0, teams["bayern"]["starter3"]["chance"])
 
     def test_kicker_abbreviated_gladbach_team_name_is_canonicalized(self) -> None:
         self.assertEqual("gladbach", canonical_team("Bor. Mönchengladbach"))
 
-    def test_geometric_decay_supports_four_or_more_alternatives(self) -> None:
-        chances = _kickbase_chances(self._kickbase_slot_players(4))
+    def test_kicker_keeps_geometric_slot_normalization(self) -> None:
+        chances = _kicker_chances(self._kickbase_slot_players(4))
         denominator = sum(0.45 ** exponent for exponent in range(4))
         self.assertAlmostEqual(0.45 ** 3 / denominator, chances["display4"]["chance"])
         self.assertAlmostEqual(1.0, sum(entry["chance"] for entry in chances.values()))
@@ -84,16 +163,37 @@ def test_ligainsider_uses_the_same_geometric_slot_decay(self) -> None:
         denominator = 1.0 + 0.45 + 0.2025
         self.assertAlmostEqual(0.45 / denominator, chances["player2"]["chance"])
 
-    def test_questionable_penalty_stays_after_geometric_base_chances(self) -> None:
-        chances = _kickbase_chances(
-            self._kickbase_slot_players(2, questionable_rank=1),
+    def test_primary_kickbase_player_stays_primary_when_repeated_as_an_alternative(self) -> None:
+        players = self._kickbase_team_players() + [
+            {"displayed_name": "STARTER 1", "formation_row": 1, "slot_index": 2, "starting_probability_rank": 2, "injury_status": None},
+            {"displayed_name": "ALTERNATIVE", "formation_row": 1, "slot_index": 3, "starting_probability_rank": 2, "injury_status": None},
+        ]
+        chances = _kickbase_chances(players)
+        self.assertGreater(chances["starter1"]["chance"], chances["alternative"]["chance"])
+        self.assertEqual(1.0, chances["starter1"]["chance"])
+        self.assertLess(chances["starter2"]["chance"], 1.0)
+
+    def test_kickbase_unchallenged_starter_remains_certain(self) -> None:
+        players = self._kickbase_team_players() + [
+            {"displayed_name": "ALTERNATIVE", "formation_row": 1, "slot_index": 2, "starting_probability_rank": 2, "injury_status": None},
+        ]
+        chances = _kickbase_chances(players)
+        self.assertEqual(1.0, chances["starter1"]["chance"])
+        self.assertAlmostEqual(1.0 / 1.45, chances["starter2"]["chance"])
+        self.assertAlmostEqual(0.45 / 1.45, chances["alternative"]["chance"])
+
+    def test_kickbase_questionable_alternative_keeps_penalty_interface(self) -> None:
+        baseline_players = self._kickbase_team_players() + [
+            {"displayed_name": "ALTERNATIVE", "formation_row": 1, "slot_index": 1, "starting_probability_rank": 2, "injury_status": None},
+        ]
+        questionable_players = [dict(player) for player in baseline_players]
+        questionable_players[-1]["injury_status"] = "QUES"
+        baseline = _kickbase_chances(baseline_players)["alternative"]["chance"]
+        penalized = _kickbase_chances(
+            questionable_players,
             questionable_injury_starting_chance_penalty=0.15,
-        )
-        initial_first = 1.0 / 1.45
-        initial_second = 0.45 / 1.45
-        remaining_total = initial_first - 0.15 + initial_second
-        self.assertAlmostEqual((initial_first - 0.15) / remaining_total, chances["display1"]["chance"])
-        self.assertAlmostEqual(initial_second / remaining_total, chances["display2"]["chance"])
+        )["alternative"]["chance"]
+        self.assertLess(penalized, baseline)
 
     def test_decay_and_source_weight_validation(self) -> None:
         self.assertEqual(0.45, DEFAULT_ALTERNATIVE_STARTING_CHANCE_DECAY)
@@ -241,6 +341,68 @@ def test_shared_name_part_remains_unresolved_for_notebook_confirmation(self) ->
         candidates = {"muster": {"name": "MUSTER", "chance": 1.0}}
         self.assertIsNone(resolve_kickbase_display_name(candidates, players.iloc[0], indexes))
 
+    def test_normalized_kickbase_name_beats_a_stale_override_before_fuzzy_matching(self) -> None:
+        players = pd.DataFrame([{"firstName": "Josha", "lastName": "Vagnoman"}])
+        team_keys = pd.Series(["stuttgart"])
+        indexes = build_kickbase_name_indexes(players, team_keys)["stuttgart"]
+        candidates = {"vagnoman": {"name": "VAGNOMAN", "chance": 1.0}}
+        chosen, status = resolve_name_only_lineup_match(
+            candidates,
+            "Josha Vagnoman",
+            players.iloc[0],
+            indexes,
+            override_displayed_name="VAGNONAM",
+        )
+        self.assertEqual("VAGNOMAN", chosen["name"])
+        self.assertEqual("normalized", status)
+
+    def test_kbstats_lineup_resolution_prefers_current_name_over_stale_override(self) -> None:
+        players = pd.DataFrame(
+            [
+                {
+                    "id": "42",
+                    "name": "Josha Vagnoman",
+                    "firstName": "Josha",
+                    "lastName": "Vagnoman",
+                }
+            ]
+        )
+        team_keys = pd.Series(["stuttgart"])
+        lineup_inputs = {
+            source.key: (Path(f"{source.key}.json"), {})
+            for source in LINEUP_SOURCE_REGISTRY
+        }
+        lineup_inputs["kickbase"] = (
+            Path("kickbase.json"),
+            {
+                "stuttgart": {
+                    "vagnoman": {"name": "VAGNOMAN", "chance": 1.0},
+                    "vagnonam": {"name": "VAGNONAM", "chance": 0.5},
+                }
+            },
+        )
+        override = pd.DataFrame(
+            [
+                {
+                    "source": "kickbase",
+                    "canonical_team": "stuttgart",
+                    "kbstats_name": "Josha Vagnoman",
+                    "displayed_name": "VAGNONAM",
+                    "_key": ("kickbase", "stuttgart", "joshavagnoman"),
+                }
+            ]
+        )
+        empty = pd.DataFrame()
+        with patch("kbstats_points_odds_lineup_score._load_lineup_overrides", return_value=empty), patch(
+            "kbstats_points_odds_lineup_score._load_name_only_lineup_overrides", return_value=override
+        ):
+            resolution, _, _ = _resolve_lineups(
+                players, team_keys, {"42"}, lineup_inputs
+            )
+        chosen, status = resolution[(0, "kickbase")]
+        self.assertEqual("VAGNOMAN", chosen["name"])
+        self.assertEqual("normalized", status)
+
     def test_confirmed_name_only_mapping_is_provider_scoped_and_persisted(self) -> None:
         with tempfile.TemporaryDirectory() as temporary_directory:
             path = Path(temporary_directory) / "kickbase_player_name_cross_references.csv"
diff --git a/tests/test_sofascore_rating_recency.py b/tests/test_sofascore_rating_recency.py
new file mode 100644
index 0000000..bb964e8
--- /dev/null
+++ b/tests/test_sofascore_rating_recency.py
@@ -0,0 +1,107 @@
+"""Recency weighting uses team match slots, independent of performance."""
+import json
+import tempfile
+import unittest
+from pathlib import Path
+from unittest.mock import patch
+
+import pandas as pd
+
+import sofascore_rating_odds_lineup_score as scoring
+from sofascore_average_rating_score import load_category_ratings
+
+
+class RatingRecencyTests(unittest.TestCase):
+    def setUp(self):
+        self.temp = tempfile.TemporaryDirectory()
+        self.addCleanup(self.temp.cleanup)
+        self.root = Path(self.temp.name)
+        self.path = self.root / "ratings.csv"
+        self.matches = [{"match_id": i, "timestamp": i * 1000} for i in range(1, 6)]
+        self.trail = [{"match_id": i, "rating": float(i + 4)} for i in range(1, 6)]
+        self.patcher = patch.object(scoring, "SOFASCORE_TEAM_FORM_DIR", self.root)
+        self.patcher.start()
+        self.addCleanup(self.patcher.stop)
+
+    def write_inputs(self):
+        average = round(sum(r["rating"] for r in self.trail) / len(self.trail), 2)
+        player = dict(player_id=10, player_name="Player", rating_count=len(self.trail), average_rating=average, ratings=self.trail)
+        self.document = dict(source_file="form.json", teams={"1": {"overall": {"players": [player]}}})
+        self.path.with_suffix(".json").write_text(json.dumps(self.document), encoding="utf-8")
+        (self.root / "form.json").write_text(json.dumps({"snapshot": {"1": {"overall_matches": self.matches}}}), encoding="utf-8")
+        pd.DataFrame([dict(team_id=1, category=category, **{k: v for k, v in player.items() if k != "ratings"}) for category in ("overall", "bundesliga")]).to_csv(self.path, index=False)
+
+    def value(self):
+        return scoring.load_score_ratings(self.path, "overall").iloc[0]["average_rating"]
+
+    def test_chronology_and_symmetric_performance(self):
+        self.matches.reverse()
+        self.trail.reverse()
+        self.write_inputs()
+        self.assertEqual(self.value(), 7.4)
+        for record in self.trail:
+            record["rating"] = 14 - record["rating"]
+        self.write_inputs()
+        self.assertEqual(self.value(), 6.6)
+
+    def test_missing_matches_keep_slots(self):
+        self.trail = [{"match_id": 1, "rating": 5}, {"match_id": 4, "rating": 9}]
+        self.write_inputs()
+        self.assertEqual(self.value(), 7.67)  # (5*12 + 9*24) / 36
+
+    def test_short_window_single_rating_and_constant_ratings(self):
+        self.matches = self.matches[:2]
+        self.trail = [{"match_id": 1, "rating": 5}, {"match_id": 2, "rating": 9}]
+        self.write_inputs()
+        self.assertEqual(self.value(), 7.15)
+        self.trail = self.trail[:1]
+        self.write_inputs()
+        self.assertEqual(self.value(), 5)
+        self.trail = [{"match_id": i, "rating": 7.125} for i in (1, 2)]
+        self.write_inputs()
+        self.assertEqual(self.value(), 7.13)
+
+    def test_date_fallback_and_match_id_tiebreak(self):
+        self.matches = [{"match_id": i, "date": "2026-09-01T00:00:00Z"} for i in range(1, 6)]
+        self.write_inputs()
+        self.assertEqual(self.value(), 7.4)
+
+    def test_other_calculators_unchanged(self):
+        self.write_inputs()
+        self.assertEqual(load_category_ratings(self.path, "overall").iloc[0]["average_rating"], 7)
+        self.path.with_suffix(".json").unlink()
+        self.assertEqual(scoring.load_score_ratings(self.path, "bundesliga").iloc[0]["average_rating"], 7)
+
+    def test_missing_sources(self):
+        for missing in ("ratings.json", "form.json"):
+            with self.subTest(missing=missing):
+                self.write_inputs()
+                (self.root / missing).unlink()
+                with self.assertRaisesRegex(ValueError, "Cannot apply overall recency"):
+                    self.value()
+
+    def test_inconsistent_trails_and_chronology(self):
+        for issue in ("duplicate", "unknown", "invalid", "count", "csv", "date"):
+            with self.subTest(issue=issue):
+                self.write_inputs()
+                player = self.document["teams"]["1"]["overall"]["players"][0]
+                if issue == "duplicate":
+                    player["ratings"][1]["match_id"] = 1
+                elif issue == "unknown":
+                    player["ratings"][1]["match_id"] = 99
+                elif issue == "invalid":
+                    player["ratings"][1]["rating"] = "bad"
+                elif issue == "count":
+                    player["rating_count"] = 99
+                elif issue == "csv":
+                    player["average_rating"] = 1
+                else:
+                    (self.root / "form.json").write_text(json.dumps({"1": {"overall_matches": [{"match_id": 1}]}}))
+                self.path.with_suffix(".json").write_text(json.dumps(self.document))
+                with self.assertRaisesRegex(ValueError, "Cannot apply overall recency"):
+                    self.value()
+                self.trail = [{"match_id": i, "rating": float(i + 4)} for i in range(1, 6)]
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_sofascore_score_reflection.py b/tests/test_sofascore_score_reflection.py
index cfdb285..87053c5 100644
--- a/tests/test_sofascore_score_reflection.py
+++ b/tests/test_sofascore_score_reflection.py
@@ -3,6 +3,7 @@
 from datetime import datetime, timezone
 
 import pandas as pd
+import pytest
 
 from sofascore_score_reflection import (
     BASELINE_COLUMNS,
@@ -48,6 +49,45 @@ def test_first_run_uses_history_and_zeroes_nonappearance():
     assert bool(outcome["started"]) is False
 
 
+def test_outcomes_use_history_points_when_previous_match_was_rescored(tmp_path):
+    before = _players(games=1, starts=1, points=330, playtime_seconds=5767, history='[]')
+    baseline = baseline_from_snapshot(before, datetime.now(timezone.utc), tmp_path / "before.csv")
+    current = _players(
+        games=2, starts=2, points=557, playtime_seconds=11508,
+        history='[{"hasPlayed": true, "points": 254}, {"hasPlayed": true, "points": 303}]',
+    )
+
+    outcome = build_outcomes(current, baseline).iloc[0]
+
+    assert outcome["actual_points"] == 254
+    assert bool(outcome["played"]) is True
+    assert bool(outcome["started"]) is True
+    assert outcome["minutes_played"] == pytest.approx(5741 / 60)
+    assert outcome["outcome_status"] == "history_points"
+
+
+def test_point_fallback_rejects_incompatible_appearance_history(tmp_path):
+    current = _players(games=1, starts=1, points=330, history='[{"hasPlayed": true, "points": 330}]')
+    baseline = baseline_from_snapshot(current, datetime.now(timezone.utc), tmp_path / "before.csv")
+
+    with pytest.raises(ValueError, match="History and cumulative appearances disagree"):
+        build_outcomes(current, baseline)
+
+
+def test_nonappearance_ignores_corrections_to_previous_match_minutes(tmp_path):
+    before = _players(games=1, starts=0, points=5, playtime_seconds=609, history='[]')
+    baseline = baseline_from_snapshot(before, datetime.now(timezone.utc), tmp_path / "before.csv")
+    current = _players(games=1, starts=0, points=-1, playtime_seconds=611,
+                       history='[{"hasPlayed": false, "points": null}]')
+
+    outcome = build_outcomes(current, baseline).iloc[0]
+
+    assert outcome["actual_points"] == 0
+    assert outcome["minutes_played"] == 0
+    assert not outcome["played"]
+    assert outcome["outcome_status"] == "history_nonappearance"
+
+
 def test_prediction_normalization_starts_at_zero_even_with_negative_actual_points():
     normalized = normalize_to_actual_range([1.0, 3.0, 5.0], [-10.0, 0.0, 20.0])
 
diff --git a/tests/test_sofascore_upcoming_matches.py b/tests/test_sofascore_upcoming_matches.py
new file mode 100644
index 0000000..7663746
--- /dev/null
+++ b/tests/test_sofascore_upcoming_matches.py
@@ -0,0 +1,67 @@
+import ast
+import json
+import unittest
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any
+
+NOTEBOOK = Path(__file__).resolve().parents[1] / 'notebooks/03_team_data/05_sofascore_upcoming_matches.ipynb'
+
+class UpcomingMatchCutoffTests(unittest.TestCase):
+    def setUp(self):
+        notebook = json.loads(NOTEBOOK.read_text(encoding='utf-8'))
+        self.ns = dict(Path=Path, Any=Any, datetime=datetime, timezone=timezone,
+                       MAX_PAGES=10, next_matchday=4,
+                       BUNDESLIGA_UNIQUE_TOURNAMENT_ID=35,
+                       expected_match_ids={20, 30}, analysis_match_ids_by_team={1: 10},
+                       analysis_event_cache={}, print=lambda *args: None)
+        for cell in notebook['cells']:
+            if cell['cell_type'] == 'code':
+                tree = ast.parse(''.join(cell['source']))
+                compile(tree, str(NOTEBOOK), 'exec')
+                definitions = [node for node in tree.body if isinstance(node, (ast.FunctionDef, ast.ClassDef))]
+                exec(compile(ast.Module(body=definitions, type_ignores=[]), str(NOTEBOOK), 'exec'), self.ns)
+        self.ns['fetch_sofascore_payload'] = lambda *args: {'event': self.event(10, 100)}
+
+    def event(self, event_id, timestamp, competition=35):
+        return dict(id=event_id, startTimestamp=timestamp,
+                    homeTeam={'id': 1, 'name': 'Home'}, awayTeam={'id': 2, 'name': 'Away'},
+                    tournament={'uniqueTournament': {'id': competition}})
+
+    def collect(self, pages):
+        calls = []
+        def fetch(driver, team_id, page):
+            calls.append(page)
+            return pages[page], page < len(pages)-1
+        self.ns['fetch_team_events_page'] = fetch
+        return self.ns['collect_team_upcoming_matches'](None, 1, 'Home'), calls
+
+    def test_both_selections_exclude_earlier_and_equal_kickoffs(self):
+        result, calls = self.collect([
+            [self.event(20, 90), self.event(10, 100)],
+            [self.event(30, 200), self.event(40, 150, 7)],
+        ])
+        self.assertEqual(calls, [0, 1])
+        self.assertEqual(result['next_match']['match_id'], 40)
+        self.assertEqual(result['next_bundesliga_match']['match_id'], 30)
+
+    def test_final_matchday_searches_later_pages_for_overall(self):
+        self.ns['next_matchday'] = None
+        result, calls = self.collect([[self.event(10, 100)], [self.event(40, 150, 7)]])
+        self.assertEqual(calls, [0, 1])
+        self.assertEqual(result['next_match']['match_id'], 40)
+        self.assertIsNone(result['next_bundesliga_match'])
+
+    def test_no_later_fixture_returns_none(self):
+        result, _ = self.collect([[self.event(20, 90), self.event(10, 100)]])
+        self.assertIsNone(result['next_match'])
+        self.assertIsNone(result['next_bundesliga_match'])
+
+    def test_missing_cutoff_fails_without_selecting(self):
+        self.ns['fetch_sofascore_payload'] = lambda *args: {'event': {}}
+        with self.assertRaises(self.ns['SofaScorePageError']):
+            self.collect([[self.event(30, 200)]])
+
+if __name__ == '__main__':
+    unittest.main()
+