From ec5a93b99e1c52bc7ca01367e97bcf9e215ca8b7 Mon Sep 17 00:00:00 2001
From: Bryn Pickering <17178478+brynpickering@users.noreply.github.com>
Date: Fri, 20 Feb 2026 14:46:08 +0000
Subject: [PATCH 001/124] Allow overwriting docs URL; select correct default
 config in test (#2087)

* Allow overwriting docs URL; select correct default config in test

* Minor fixes

* Generalise pre-commit config file exclusion
---
 .pre-commit-config.yaml                   |  2 +-
 doc/validation_dev.rst                    |  9 +++++++++
 scripts/lib/validation/config/__init__.py |  6 +++++-
 scripts/lib/validation/config/_base.py    | 12 ++++++++++++
 scripts/lib/validation/config/_schema.py  |  3 +++
 test/test_config_schema.py                | 23 +++++++++++++++++++----
 6 files changed, 49 insertions(+), 6 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 73d2bd72f..83334d47a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 # SPDX-FileCopyrightText: Contributors to PyPSA-Eur <https://github.com/pypsa/pypsa-eur>
 #
 # SPDX-License-Identifier: CC0-1.0
-exclude: "^LICENSES|^config/schema\\.json$|^config/config\\.default\\.yaml$"
+exclude: "^LICENSES|^config/schema\\.default[\\.]*.*\\.json$|^config/config\\.default[\\.]*.*\\.yaml$"
 
 ci:
   autoupdate_schedule: quarterly
diff --git a/doc/validation_dev.rst b/doc/validation_dev.rst
index 81a871beb..ee246d3f3 100644
--- a/doc/validation_dev.rst
+++ b/doc/validation_dev.rst
@@ -195,6 +195,7 @@ In the below example, two updates are made to the default config.
 
     class ClusteringConfigUpdater(ConfigUpdater):
         name: str = "update_clustering"
+        docs_url: str | None = None # no attempt will be made at updating the URL.
 
         def update(self) -> type[ConfigSchema]:
             # To update and existing config item, we need it's most recent state, as defined in `self.base_config`
@@ -222,6 +223,7 @@ In the below example, two updates are made to the default config.
 
     class NewConfigItem(ConfigUpdater):
         name: str = "new_section"
+        docs_url: str | None = "https://my-own-docs.readthedocs.org/config.html#{field_name}"
 
         def update(self) -> type[ConfigSchema]:
             new_schema = self._apply_updates(
@@ -243,6 +245,13 @@ This is sufficient for both updates to be imported.
     you would now generate ``config/config.default.update_clustering.new_section.yaml``.
     To override the base ``config/config.default.yaml``, you can set the ``name`` property of your updater classes to empty strings: ``""``.
 
+.. admonition:: Docs URL
+
+    The generated default config file will reference a documentation URL above every top-level key.
+    When using updating with your own config schema, you may well want to also refer to your own documentation.
+    You can set the ``docs_url`` property to refer to a different URL to the default (which is the PyPSA-Eur documentation).
+    Any reference to ``{field_name}`` in the string will be formatted to the top-level key above which the URL comment is being placed in the config, to allow for fine-grained references.
+
 .. admonition:: Chaining updates
 
     Several separate update scripts can exist and be used to create chained updates of the schema.
diff --git a/scripts/lib/validation/config/__init__.py b/scripts/lib/validation/config/__init__.py
index 4257752a9..39cbde81d 100644
--- a/scripts/lib/validation/config/__init__.py
+++ b/scripts/lib/validation/config/__init__.py
@@ -23,13 +23,17 @@ def validate_config(config: dict) -> ConfigSchema:
     """Validate config dict against schema."""
     config_schema = ConfigSchema
     name = config_schema._name.default
+    docs_url = config_schema._docs_url.default
     for item in _registry:
         updater_config = item(config_schema)
         config_schema = updater_config.update()
+        if updater_config.docs_url is not None:
+            docs_url = updater_config.docs_url
         if updater_config.name:
             name += f".{updater_config.name}"
     validated_config = config_schema(**config)
     validated_config._name = name
+    validated_config._docs_url = docs_url
     return validated_config
 
 
@@ -77,7 +81,7 @@ def str_representer(dumper, data):
         data[key] = value
 
         field_name = convert_to_field_name(key)
-        docs_url = f"https://pypsa-eur.readthedocs.io/en/latest/configuration.html#{field_name}"
+        docs_url = config._docs_url.format(field_name=field_name)
         data.yaml_set_comment_before_after_key(key, before=f"\ndocs in {docs_url}")
 
     # Write to file
diff --git a/scripts/lib/validation/config/_base.py b/scripts/lib/validation/config/_base.py
index fcdad1520..20b3bff94 100644
--- a/scripts/lib/validation/config/_base.py
+++ b/scripts/lib/validation/config/_base.py
@@ -66,6 +66,18 @@ def name(self) -> str:
         `config.default.<prior-update-names>.{self.name}.<post-update-names>.yaml`
         """
 
+    @property
+    @abstractmethod
+    def docs_url(self) -> str | None:
+        """
+        Docs URL for custom config.
+        If not None, this URL will be used in the generated config file to link to documentation for each top-level key in the custom config.
+
+        You can use `{field_name}` as a formatting placeholder in the URL, which will be replaced with the actual field name for each key, e.g.:
+
+        `https://pypsa-eur.readthedocs.io/en/latest/configuration.html#{field_name}`
+        """
+
     @abstractmethod
     def update(self) -> type["ConfigSchema"]:
         """Function in which the custom config schema is created and returned."""
diff --git a/scripts/lib/validation/config/_schema.py b/scripts/lib/validation/config/_schema.py
index 15e354342..5adb8665f 100644
--- a/scripts/lib/validation/config/_schema.py
+++ b/scripts/lib/validation/config/_schema.py
@@ -79,6 +79,9 @@ class ConfigSchema(BaseModel):
 
     _name: str = "default"
     """internal attribute to track the config filename following the application of config updates"""
+    _docs_url: str = (
+        "https://pypsa-eur.readthedocs.io/en/latest/configuration.html#{field_name}"
+    )
 
     # Top-level fields (from TopLevelConfig)
     version: str = Field(
diff --git a/test/test_config_schema.py b/test/test_config_schema.py
index 91f363a2e..4c62420c8 100644
--- a/test/test_config_schema.py
+++ b/test/test_config_schema.py
@@ -13,9 +13,24 @@
 from scripts.lib.validation.config import (
     generate_config_defaults,
     generate_config_schema,
+    validate_config,
 )
 
 
+@pytest.fixture(scope="module")
+def config_file():
+    config = validate_config({})
+    config_filename = Path(f"config/config.{config._name}.yaml")
+    return config_filename
+
+
+@pytest.fixture(scope="module")
+def schema_file():
+    config = validate_config({})
+    schema_filename = Path(f"config/schema.{config._name}.json")
+    return schema_filename
+
+
 def _check_file_in_sync(existing_path: Path, generate_func, file_type: str):
     """Check if a file is in sync with the generated content."""
     assert existing_path.exists(), f"{existing_path} does not exist"
@@ -52,21 +67,21 @@ def _check_file_in_sync(existing_path: Path, generate_func, file_type: str):
         )
 
 
-def test_config_default_yaml_in_sync():
+def test_config_default_yaml_in_sync(config_file):
     """Test that config/config.default.yaml is in sync with Pydantic schema."""
 
     _check_file_in_sync(
-        Path("config/config.default.yaml"),
+        config_file,
         generate_config_defaults,
         "yaml",
     )
 
 
-def test_config_schema_json_in_sync():
+def test_config_schema_json_in_sync(schema_file):
     """Test that config/schema.default.json is in sync with Pydantic schema."""
 
     _check_file_in_sync(
-        Path("config/schema.default.json"),
+        schema_file,
         generate_config_schema,
         "json",
     )

From a1b452fb3a6eed922a455c459d625694cd5a9694 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 20 Feb 2026 16:10:09 +0100
Subject: [PATCH 002/124] Link release badge to documentation (#2089)

* Link release badge to documentation

I already caught myself several times clicking the release badge and expecting to get to the docs of that version. Now it should work

* Link to stable instead of specific relewase

* update release badge link; move docs badge
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e6ae15410..34a8be490 100644
--- a/README.md
+++ b/README.md
@@ -3,9 +3,9 @@ SPDX-FileCopyrightText: Contributors to PyPSA-Eur <https://github.com/pypsa/pyps
 SPDX-License-Identifier: CC-BY-4.0
 -->
 
-![GitHub release (latest by date including pre-releases)](https://img.shields.io/github/v/release/pypsa/pypsa-eur?include_prereleases)
-[![Test workflows](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml/badge.svg)](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml)
+[![GitHub release (latest by date including pre-releases)](https://img.shields.io/github/v/release/pypsa/pypsa-eur?include_prereleases)](https://github.com/PyPSA/pypsa-eur/releases)
 [![Documentation](https://readthedocs.org/projects/pypsa-eur/badge/?version=latest)](https://pypsa-eur.readthedocs.io/en/latest/?badge=latest)
+[![Test workflows](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml/badge.svg)](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml)
 ![Size](https://img.shields.io/github/repo-size/pypsa/pypsa-eur)
 [![Zenodo PyPSA-Eur](https://zenodo.org/badge/DOI/10.5281/zenodo.3520874.svg)](https://doi.org/10.5281/zenodo.3520874)
 [![Zenodo PyPSA-Eur-Sec](https://zenodo.org/badge/DOI/10.5281/zenodo.3938042.svg)](https://doi.org/10.5281/zenodo.3938042)

From 7b973052829d5a48b4abe2fa9889dc7f94231abf Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Tue, 24 Feb 2026 09:50:20 +0100
Subject: [PATCH 003/124] fix: don't mutate config in cluster_network (#2091)

---
 scripts/cluster_network.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/cluster_network.py b/scripts/cluster_network.py
index d4abf9ba0..9eb9bd2fd 100644
--- a/scripts/cluster_network.py
+++ b/scripts/cluster_network.py
@@ -409,9 +409,9 @@ def clustering_for_n_clusters(
     if aggregation_strategies is None:
         aggregation_strategies = dict()
 
-    line_strategies = aggregation_strategies.get("lines", dict())
+    line_strategies = dict(aggregation_strategies.get("lines", {}))
 
-    bus_strategies = aggregation_strategies.get("buses", dict())
+    bus_strategies = dict(aggregation_strategies.get("buses", {}))
     bus_strategies.setdefault("substation_lv", lambda x: bool(x.sum()))
     bus_strategies.setdefault("substation_off", lambda x: bool(x.sum()))
 

From e25007541cc61c28cc01d4598f234c53c28343f2 Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Tue, 24 Feb 2026 12:57:58 +0100
Subject: [PATCH 004/124] build: use /workspace as dev-env container workdir
 (#2095)

---
 .github/workflows/push-images.yaml | 4 ++--
 docker/dev-env/Dockerfile          | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/push-images.yaml b/.github/workflows/push-images.yaml
index 6f1acb095..79d6ea4a1 100644
--- a/.github/workflows/push-images.yaml
+++ b/.github/workflows/push-images.yaml
@@ -18,9 +18,9 @@ jobs:
       with:
         fetch-depth: 0
 
-    - name: 'Get last commit that changed pixi env'
+    - name: 'Get last commit that changed pixi env or Dockerfile'
       run: |
-        hash_last_changed=$(git log -1 --pretty=format:%H -- pixi.toml pixi.lock)
+        hash_last_changed=$(git log -1 --pretty=format:%H -- pixi.toml pixi.lock docker/dev-env/Dockerfile)
         echo "hash_last_changed=$hash_last_changed" >> $GITHUB_ENV
 
     - name: 'Login to GitHub Container Registry'
diff --git a/docker/dev-env/Dockerfile b/docker/dev-env/Dockerfile
index 0f0419943..79d46507e 100644
--- a/docker/dev-env/Dockerfile
+++ b/docker/dev-env/Dockerfile
@@ -12,7 +12,7 @@ RUN apt-get update && \
     apt-get install -y --no-install-recommends bash git && \
     rm -rf /var/lib/apt/lists/*
 
-WORKDIR /pypsa-eur
+WORKDIR /workspace
 
 COPY pixi.toml pixi.lock ./
 

From abb20689641ff83638c3d0c337958cc14fec0fa3 Mon Sep 17 00:00:00 2001
From: Thomas Gilon <thomas.gilon@openenergytransition.org>
Date: Tue, 24 Feb 2026 16:23:57 +0100
Subject: [PATCH 005/124] fix: lower the lower bound for power grouping years
 (#2097)

* fix: lower the lower bound for power grouping years

* doc: add release note
---
 config/config.default.yaml                           | 2 +-
 doc/release_notes.rst                                | 2 ++
 scripts/lib/validation/config/existing_capacities.py | 2 +-
 3 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/config/config.default.yaml b/config/config.default.yaml
index 739cec226..1eee9d014 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -582,7 +582,7 @@ solar_thermal:
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#existing_capacities
 existing_capacities:
   grouping_years_power:
-  - 1920
+  - 1900
   - 1950
   - 1955
   - 1960
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index 28cf11eca..f4deeec72 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -9,6 +9,8 @@ Release Notes
 .. Upcoming Release
 .. =================
 
+* Fix: Lower the lower bound used to group the power plants in ``add_existing_baseyear`` (https://github.com/PyPSA/pypsa-eur/pull/2097). This now includes all power plants built since 1900.
+
 PyPSA-Eur v2026.02.0 (18th February 2026)
 =========================================
 
diff --git a/scripts/lib/validation/config/existing_capacities.py b/scripts/lib/validation/config/existing_capacities.py
index b98419ff3..cc39f8410 100644
--- a/scripts/lib/validation/config/existing_capacities.py
+++ b/scripts/lib/validation/config/existing_capacities.py
@@ -18,7 +18,7 @@ class ExistingCapacitiesConfig(ConfigModel):
 
     grouping_years_power: list[int] = Field(
         default_factory=lambda: [
-            1920,
+            1900,
             1950,
             1955,
             1960,

From 90b464d417eae2319edbc42384a10adfd5aba5d4 Mon Sep 17 00:00:00 2001
From: Thomas Gilon <thomas.gilon@openenergytransition.org>
Date: Tue, 24 Feb 2026 16:24:39 +0100
Subject: [PATCH 006/124] chore: remove duplicated OCGT in test config files
 (#2094)

---
 config/test/config.myopic.yaml    | 2 +-
 config/test/config.overnight.yaml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/config/test/config.myopic.yaml b/config/test/config.myopic.yaml
index 86887bec6..e76df5a39 100644
--- a/config/test/config.myopic.yaml
+++ b/config/test/config.myopic.yaml
@@ -68,7 +68,7 @@ sector:
 
 electricity:
   extendable_carriers:
-    Generator: [OCGT, solar, onwind, OCGT, CCGT, nuclear]
+    Generator: [solar, onwind, OCGT, CCGT, nuclear]
     StorageUnit: [battery]
     Store: [H2]
     Link: [H2 pipeline]
diff --git a/config/test/config.overnight.yaml b/config/test/config.overnight.yaml
index af763f070..f2ba5209e 100644
--- a/config/test/config.overnight.yaml
+++ b/config/test/config.overnight.yaml
@@ -29,7 +29,7 @@ snapshots:
 electricity:
 
   extendable_carriers:
-    Generator: [OCGT, solar, onwind, OCGT, CCGT, nuclear]
+    Generator: [solar, onwind, OCGT, CCGT, nuclear]
     StorageUnit: [battery]
     Store: [H2]
     Link: [H2 pipeline]

From 025c72f1311339a28847a2fc4c0bf980978c182b Mon Sep 17 00:00:00 2001
From: Thomas Gilon <thomas.gilon@openenergytransition.org>
Date: Tue, 24 Feb 2026 17:07:22 +0100
Subject: [PATCH 007/124] chore: remove duplicated OCGT in test config files
 (#2094)


From 18f8c810b63c5b8e3728378d96a47df7299ec9c4 Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Tue, 24 Feb 2026 17:10:56 +0100
Subject: [PATCH 008/124] build: install pixi env persistent with auto-symlink
 entrypoint (#2098)

---
 docker/dev-env/Dockerfile | 21 ++++++++++-----------
 1 file changed, 10 insertions(+), 11 deletions(-)

diff --git a/docker/dev-env/Dockerfile b/docker/dev-env/Dockerfile
index 79d46507e..0dabfd715 100644
--- a/docker/dev-env/Dockerfile
+++ b/docker/dev-env/Dockerfile
@@ -2,7 +2,7 @@
 #
 # SPDX-License-Identifier: CC0-1.0
 
-FROM ghcr.io/prefix-dev/pixi:0.63.2 AS build
+FROM ghcr.io/prefix-dev/pixi:0.63.2
 
 LABEL org.opencontainers.image.source=https://github.com/PyPSA/pypsa-eur
 
@@ -12,17 +12,16 @@ RUN apt-get update && \
     apt-get install -y --no-install-recommends bash git && \
     rm -rf /var/lib/apt/lists/*
 
-WORKDIR /workspace
-
-COPY pixi.toml pixi.lock ./
+# Install pixi env at /opt/pixi-env (allow for bind mounts)
+COPY pixi.toml pixi.lock /opt/pixi-env/
+RUN cd /opt/pixi-env && pixi install -e default && pixi clean cache --yes
 
-RUN pixi install -e default && pixi clean cache --yes
-RUN pixi shell-hook -e default > /shell-hook.sh
+WORKDIR /workspace
 
-# extend the shell-hook script to run the command passed to the container
-RUN echo 'exec "$@"' >> /shell-hook.sh
+# Link pre-installed pixi env into workspace, activate environment and run command
+RUN echo '[ ! -e /workspace/.pixi ] && ln -s /opt/pixi-env/.pixi /workspace/.pixi' > /entrypoint.sh && \
+    pixi shell-hook -e default --manifest-path /opt/pixi-env/pixi.toml >> /entrypoint.sh && \
+    echo 'exec "$@"' >> /entrypoint.sh
 
-# set the entrypoint to the shell-hook script (activate the environment and run the command)
-# no more pixi needed in the prod container
-ENTRYPOINT ["/bin/bash", "/shell-hook.sh"]
+ENTRYPOINT ["/bin/bash", "/entrypoint.sh"]
 CMD ["bash"]

From b01251720161dd35b8bdbe4481c316266e0f8608 Mon Sep 17 00:00:00 2001
From: Thomas Gilon <thomas.gilon@openenergytransition.org>
Date: Wed, 25 Feb 2026 13:42:38 +0100
Subject: [PATCH 009/124] refactor: use scripts path provider consistently
 (#2093)

* refactor: use scripts path provider

* doc: add release note

---------

Co-authored-by: Lukas Trippe <lkstrp@pm.me>
---
 doc/release_notes.rst       | 2 ++
 rules/build_electricity.smk | 8 ++++----
 rules/build_sector.smk      | 2 +-
 rules/development.smk       | 8 ++++----
 4 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index f4deeec72..276c9b147 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -9,6 +9,8 @@ Release Notes
 .. Upcoming Release
 .. =================
 
+* refactor: Use scripts path provider consistently (https://github.com/PyPSA/pypsa-eur/pull/2093).
+
 * Fix: Lower the lower bound used to group the power plants in ``add_existing_baseyear`` (https://github.com/PyPSA/pypsa-eur/pull/2097). This now includes all power plants built since 1900.
 
 PyPSA-Eur v2026.02.0 (18th February 2026)
diff --git a/rules/build_electricity.smk b/rules/build_electricity.smk
index f5b67a340..873997200 100755
--- a/rules/build_electricity.smk
+++ b/rules/build_electricity.smk
@@ -402,7 +402,7 @@ rule build_co2_prices:
     resources:
         mem_mb=5000,
     script:
-        "../scripts/build_co2_prices.py"
+        scripts("build_co2_prices.py")
 
 
 rule build_fossil_fuel_prices:
@@ -922,7 +922,7 @@ rule clean_osm_data:
     resources:
         mem_mb=4000,
     script:
-        "../scripts/clean_osm_data.py"
+        scripts("clean_osm_data.py")
 
 
 rule build_osm_network:
@@ -964,7 +964,7 @@ rule build_osm_network:
     resources:
         mem_mb=4000,
     script:
-        "../scripts/build_osm_network.py"
+        scripts("build_osm_network.py")
 
 
 rule build_tyndp_network:
@@ -997,4 +997,4 @@ rule build_tyndp_network:
     resources:
         mem_mb=4000,
     script:
-        "../scripts/build_tyndp_network.py"
+        scripts("build_tyndp_network.py")
diff --git a/rules/build_sector.smk b/rules/build_sector.smk
index 72c7756aa..45c35281a 100755
--- a/rules/build_sector.smk
+++ b/rules/build_sector.smk
@@ -795,7 +795,7 @@ rule build_eurostat_balances:
     benchmark:
         benchmarks("build_eurostat_balances")
     script:
-        "../scripts/build_eurostat_balances.py"
+        scripts("build_eurostat_balances.py")
 
 
 rule build_swiss_energy_balances:
diff --git a/rules/development.smk b/rules/development.smk
index 5bec30321..a3800c6e3 100644
--- a/rules/development.smk
+++ b/rules/development.smk
@@ -34,7 +34,7 @@ rule base_network_incumbent:
     resources:
         mem_mb=2000,
     script:
-        "../scripts/base_network.py"
+        scripts("base_network.py")
 
 
 rule make_network_comparison:
@@ -62,7 +62,7 @@ rule make_network_comparison:
     resources:
         mem_mb=2000,
     script:
-        "../scripts/make_network_comparison.py"
+        scripts("make_network_comparison.py")
 
 
 rule prepare_osm_network_release:
@@ -92,7 +92,7 @@ rule prepare_osm_network_release:
     resources:
         mem_mb=1000,
     script:
-        "../scripts/prepare_osm_network_release.py"
+        scripts("prepare_osm_network_release.py")
 
 
 rule map_incumbent:
@@ -115,7 +115,7 @@ rule map_incumbent:
     resources:
         mem_mb=1000,
     script:
-        "../scripts/prepare_osm_network_release.py"
+        scripts("prepare_osm_network_release.py")
 
 
 rule osm_release:

From 4a3906e5a259a845cd4ff8ea4d8edaed301402c0 Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Wed, 25 Feb 2026 15:33:27 +0100
Subject: [PATCH 010/124] feat: setup pypsa-bot github app (#2099)

* feat: set up pypsa-bot

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* trigger env change

* another one

* now authorized

* [pypsa-bot] update sync-locks

- `pixi run sync-locks`

* trigger

* [pypsa-bot] update sync-locks

- `pixi run sync-locks`

* test config schema trigger

* [pypsa-bot] update sync-locks & generate-config

- `pixi run sync-locks`
- `pixi run generate-config`

* test full new deps solve

* [pypsa-bot] update sync-locks & generate-config

- `pixi run sync-locks`
- `pixi run generate-config`

* Revert "test config schema trigger"

This reverts commit 7e6eb23fae742ac818f3671e8f9f044ffd3b7694.

* Revert "test full new deps solve"

This reverts commit 11d16bc9b7f7ed60a0a4e79f83974aa8c2ef706e.

* [pypsa-bot] update sync-locks

- `pixi run sync-locks`

* empty trigger after fix

* [pypsa-bot] run `sync-locks` & `generate-config`

- `pixi run sync-locks`
- `pixi run generate-config`

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: pypsa[bot] <994572+pypsa[bot]@users.noreply.github.com>
Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 .github/pypsa-bot.yml                  | 17 ++++++
 .github/workflows/update-lockfile.yaml | 38 +++-----------
 envs/default_osx-64.pin.txt            |  2 +-
 envs/default_osx-arm64.pin.txt         |  2 +-
 envs/default_win-64.pin.txt            |  2 +-
 pixi.lock                              | 71 +++++++++++++++++++++++---
 pixi.toml                              |  7 +++
 7 files changed, 98 insertions(+), 41 deletions(-)
 create mode 100644 .github/pypsa-bot.yml

diff --git a/.github/pypsa-bot.yml b/.github/pypsa-bot.yml
new file mode 100644
index 000000000..6c9cf4fda
--- /dev/null
+++ b/.github/pypsa-bot.yml
@@ -0,0 +1,17 @@
+tasks:
+  sync-locks:
+    triggers:
+    - "pixi.toml"
+    - "pixi.lock"
+    stage:
+    - "pixi.lock"
+    - "envs/"
+
+  generate-config:
+    triggers:
+    - "scripts/lib/validation/config/**"
+    stage:
+    - "config/"
+    - "doc/"
+    - "*.yaml"
+    - "*.yml"
diff --git a/.github/workflows/update-lockfile.yaml b/.github/workflows/update-lockfile.yaml
index 56342220b..0f7b55e8f 100644
--- a/.github/workflows/update-lockfile.yaml
+++ b/.github/workflows/update-lockfile.yaml
@@ -1,14 +1,11 @@
 name: Update locked envs
 on:
-  push:
-    paths:
-    - pixi.toml
   schedule:
   - cron: "0 8 1,16 * *" # Bi-weekly
   workflow_dispatch:
 
 jobs:
-  update-locked-environment:
+  update-lockfiles:
     if: ${{ github.ref == 'refs/heads/master' }}
     name: Update lockfiles
     runs-on: ubuntu-latest
@@ -23,37 +20,14 @@ jobs:
       with:
         pixi-version: v0.59.0
 
-    - name: Update lockfile
+    - name: Full resolve
       run: |
         rm pixi.lock
         pixi install --all
 
-    - name: Create new conda lock files
-      run: |
-        pixi workspace export conda-explicit-spec -e default envs
-        for f in envs/*_conda_spec*; do mv "$f" "${f/_conda_spec/.pin}"; done
-
-    - name: Create new conda environment file
-      run: |
-        pixi workspace export conda-environment -e default envs/environment.yaml -n pypsa-eur
-
-    - name: Upload artifacts
-      uses: actions/upload-artifact@v6
-      with:
-        name: lockfiles
-        path: |
-          pixi.lock
-          envs/
-
-  create-pull-request:
-    needs: update-locked-environment
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v6
-    - name: Download all artifacts
-      uses: actions/download-artifact@v7
-      with:
-        name: lockfiles
+    - name: Export conda environment files
+      if: ${{ !vars.PYPSA_BOT_ID }}
+      run: pixi run sync-locks
 
     - name: Create Pull Request
       uses: peter-evans/create-pull-request@v8
@@ -64,5 +38,5 @@ jobs:
         body: |
           Automatically generated PR to update the pixi lockfile.
 
-          **Note: Do not merge without manual test execution. Either update the branch to trigger tests, or use `workflow_dispatch` to run tests manually. Unlike standard PRs, tests will not run automatically.**
+          **Note: Do not merge without manual test execution, unless pypsa-bot has already exported the environment files and triggered tests.**
         commit-message: "Update locked environment files for all platforms"
diff --git a/envs/default_osx-64.pin.txt b/envs/default_osx-64.pin.txt
index 04c5afde5..7b1f4a314 100644
--- a/envs/default_osx-64.pin.txt
+++ b/envs/default_osx-64.pin.txt
@@ -564,7 +564,7 @@ https://conda.anaconda.org/conda-forge/noarch/bokeh-3.8.2-pyhd8ed1ab_0.conda#0b8
 https://conda.anaconda.org/conda-forge/noarch/dask-2026.1.2-pyhcf101f3_0.conda#f438bd6e7ce6b4d442789f77d3fc7818
 https://conda.anaconda.org/conda-forge/noarch/findlibs-0.1.2-pyhd8ed1ab_0.conda#fa9e9ec7bf26619a8edd3e11155f15d6
 https://conda.anaconda.org/conda-forge/osx-64/jasper-4.2.8-h9ce442b_0.conda#155c61380cc98685f4d6237cb19c5f97
-https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.45.0-hef68630_0.conda#c2d8f6d37131139dbaeba869b036b9cb
+https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.46.0-ha961110_0.conda#57155fbc8bcf8ca83b670f29163639e9
 https://conda.anaconda.org/conda-forge/osx-64/python-eccodes-2.45.0-np2py313h7488b0a_1.conda#c1ad796bc2195d11df1627a51d08e32d
 https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda#0f12f8436a2a238e255d49ea3f8aefe2
 https://conda.anaconda.org/conda-forge/noarch/multiurl-0.3.7-pyhd8ed1ab_0.conda#e585c71c2ed48e4eee1663d627ddcd47
diff --git a/envs/default_osx-arm64.pin.txt b/envs/default_osx-arm64.pin.txt
index 93e5ba836..f2aff92a9 100644
--- a/envs/default_osx-arm64.pin.txt
+++ b/envs/default_osx-arm64.pin.txt
@@ -564,7 +564,7 @@ https://conda.anaconda.org/conda-forge/noarch/bokeh-3.8.2-pyhd8ed1ab_0.conda#0b8
 https://conda.anaconda.org/conda-forge/noarch/dask-2026.1.2-pyhcf101f3_0.conda#f438bd6e7ce6b4d442789f77d3fc7818
 https://conda.anaconda.org/conda-forge/noarch/findlibs-0.1.2-pyhd8ed1ab_0.conda#fa9e9ec7bf26619a8edd3e11155f15d6
 https://conda.anaconda.org/conda-forge/osx-arm64/jasper-4.2.8-hc0e5025_0.conda#54d2328b8db98729ab21f60a4aba9f7c
-https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.45.0-h768f3a7_0.conda#73c9f89679eb90386f2787e7681e95b7
+https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.46.0-h768f3a7_0.conda#a3a6aa5eb19e85c456ad3bc7b98777af
 https://conda.anaconda.org/conda-forge/osx-arm64/python-eccodes-2.45.0-np2py313h2962dae_1.conda#043a00e5b0a49bb00f3431ec1a0941d0
 https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda#0f12f8436a2a238e255d49ea3f8aefe2
 https://conda.anaconda.org/conda-forge/noarch/multiurl-0.3.7-pyhd8ed1ab_0.conda#e585c71c2ed48e4eee1663d627ddcd47
diff --git a/envs/default_win-64.pin.txt b/envs/default_win-64.pin.txt
index 07800879b..69dc5a94d 100644
--- a/envs/default_win-64.pin.txt
+++ b/envs/default_win-64.pin.txt
@@ -558,7 +558,7 @@ https://conda.anaconda.org/conda-forge/noarch/dask-2026.1.2-pyhcf101f3_0.conda#f
 https://conda.anaconda.org/conda-forge/noarch/findlibs-0.1.2-pyhd8ed1ab_0.conda#fa9e9ec7bf26619a8edd3e11155f15d6
 https://conda.anaconda.org/conda-forge/win-64/freeglut-3.2.2-he0c23c2_3.conda#5872031ef7cba8435ff24af056777473
 https://conda.anaconda.org/conda-forge/win-64/jasper-4.2.8-h8ad263b_0.conda#f25a27d9c58ef3a63173f372edef0639
-https://conda.anaconda.org/conda-forge/win-64/eccodes-2.45.0-h2bffdaa_0.conda#d2813976958e0066e083e5e7f8e3480e
+https://conda.anaconda.org/conda-forge/win-64/eccodes-2.46.0-h2bffdaa_0.conda#b67461a22f04b331bffd046bcfa4c7ac
 https://conda.anaconda.org/conda-forge/win-64/python-eccodes-2.45.0-np2py313haacffc7_1.conda#82fe43e13ca2ca5efc8251da86362acf
 https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda#0f12f8436a2a238e255d49ea3f8aefe2
 https://conda.anaconda.org/conda-forge/noarch/multiurl-0.3.7-pyhd8ed1ab_0.conda#e585c71c2ed48e4eee1663d627ddcd47
diff --git a/pixi.lock b/pixi.lock
index 5ccb9a040..54ba24a80 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -5,6 +5,8 @@ environments:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://conda.anaconda.org/bioconda/
     - url: https://conda.anaconda.org/gurobi/
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
@@ -754,7 +756,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/donfig-0.8.1.post1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.45.0-hef68630_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.46.0-ha961110_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
@@ -1325,7 +1327,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/donfig-0.8.1.post1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.45.0-h768f3a7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.46.0-h768f3a7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
@@ -1894,7 +1896,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/donfig-0.8.1.post1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/double-conversion-3.4.0-hac47afa_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.45.0-h2bffdaa_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.46.0-h2bffdaa_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
@@ -2353,6 +2355,8 @@ environments:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://conda.anaconda.org/bioconda/
     - url: https://conda.anaconda.org/gurobi/
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
@@ -3853,6 +3857,8 @@ environments:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://conda.anaconda.org/bioconda/
     - url: https://conda.anaconda.org/gurobi/
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
@@ -4602,7 +4608,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/donfig-0.8.1.post1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.45.0-hef68630_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.46.0-ha961110_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
@@ -5173,7 +5179,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/donfig-0.8.1.post1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.45.0-h768f3a7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.46.0-h768f3a7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
@@ -5742,7 +5748,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/donfig-0.8.1.post1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/double-conversion-3.4.0-hac47afa_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.45.0-h2bffdaa_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.46.0-h2bffdaa_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
@@ -11312,6 +11318,24 @@ packages:
   license_family: Apache
   size: 5266558
   timestamp: 1768916550349
+- conda: https://conda.anaconda.org/conda-forge/osx-64/eccodes-2.46.0-ha961110_0.conda
+  sha256: c076a600b5906d07d0901cd0c81f9d3eb65534ec5d26b99bdfdfd3c86430c97c
+  md5: 57155fbc8bcf8ca83b670f29163639e9
+  depends:
+  - __osx >=11.0
+  - hdf5 >=1.14.6,<1.14.7.0a0
+  - jasper >=4.2.8,<5.0a0
+  - libaec >=1.1.5,<2.0a0
+  - libcxx >=19
+  - libgfortran
+  - libgfortran5 >=14.3.0
+  - libnetcdf >=4.9.3,<4.9.4.0a0
+  - libpng >=1.6.55,<1.7.0a0
+  - libzlib >=1.3.1,<2.0a0
+  license: Apache-2.0
+  license_family: Apache
+  size: 5302605
+  timestamp: 1772015279277
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.45.0-h768f3a7_0.conda
   sha256: 378ed51575fe268f90704663b7fcb5f80f7c77865d46d0643124546225773d00
   md5: 73c9f89679eb90386f2787e7681e95b7
@@ -11330,6 +11354,24 @@ packages:
   license_family: Apache
   size: 5142958
   timestamp: 1768915692443
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/eccodes-2.46.0-h768f3a7_0.conda
+  sha256: 3184ed7ad2647931d398e82ec6f675df027a29fa0f5da8cc33c5924076f97092
+  md5: a3a6aa5eb19e85c456ad3bc7b98777af
+  depends:
+  - __osx >=11.0
+  - hdf5 >=1.14.6,<1.14.7.0a0
+  - jasper >=4.2.8,<5.0a0
+  - libaec >=1.1.5,<2.0a0
+  - libcxx >=19
+  - libgfortran
+  - libgfortran5 >=14.3.0
+  - libnetcdf >=4.9.3,<4.9.4.0a0
+  - libpng >=1.6.55,<1.7.0a0
+  - libzlib >=1.3.1,<2.0a0
+  license: Apache-2.0
+  license_family: Apache
+  size: 5330368
+  timestamp: 1772015392178
 - conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.45.0-h2bffdaa_0.conda
   sha256: 4ae454952c781a542e165fd332f0123da775128b3730130a65601daaa6294969
   md5: d2813976958e0066e083e5e7f8e3480e
@@ -11347,6 +11389,23 @@ packages:
   license_family: Apache
   size: 2325273
   timestamp: 1768914992523
+- conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.46.0-h2bffdaa_0.conda
+  sha256: dfc2b7cc01741eb7575b29e915b760146167fd65ef2f98fad513f60ce6c8cc76
+  md5: b67461a22f04b331bffd046bcfa4c7ac
+  depends:
+  - hdf5 >=1.14.6,<1.14.7.0a0
+  - jasper >=4.2.8,<5.0a0
+  - libaec >=1.1.5,<2.0a0
+  - libnetcdf >=4.9.3,<4.9.4.0a0
+  - libpng >=1.6.55,<1.7.0a0
+  - libzlib >=1.3.1,<2.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Apache-2.0
+  license_family: Apache
+  size: 2293154
+  timestamp: 1772014569543
 - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
   sha256: c9e08781d043ab18ea83d2523a17d0bd763ae01274fb854c3024f2fee27aaecf
   md5: d957f10f516dcdeb9e382c91d771df12
diff --git a/pixi.toml b/pixi.toml
index 626aa79dc..8db09824e 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -35,6 +35,13 @@ update-dags = """
 
 generate-config = "python -c 'from scripts.lib.validation.config import generate_config_defaults, generate_config_schema; generate_config_defaults(); generate_config_schema()'"
 
+sync-locks = """
+    pixi install -e default && \
+    pixi workspace export conda-explicit-spec -e default envs && \
+    bash -c 'for f in envs/*_conda_spec*; do mv "$f" "${f/_conda_spec/.pin}"; done' && \
+    pixi workspace export conda-environment -e default envs/environment.yaml -n pypsa-eur
+"""
+
 [dependencies]
 atlite = ">=0.3"
 bokeh = ">=3.8.0"

From 34204dd9b54c790c331149ab638afb9be9f32421 Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Thu, 26 Feb 2026 11:48:15 +0100
Subject: [PATCH 011/124] fix: validator config (#2102)

---
 config/test/config.validator.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/config/test/config.validator.yaml b/config/test/config.validator.yaml
index 87dfe6377..48c1fc88c 100644
--- a/config/test/config.validator.yaml
+++ b/config/test/config.validator.yaml
@@ -12,5 +12,4 @@ run:
 
 clustering:
   temporal:
-    resolution_elec: 365H
     resolution_sector: 365H

From 5f62639ac889e7b8f7846436eea94c3a6e3b9baf Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 27 Feb 2026 11:12:42 +0100
Subject: [PATCH 012/124] Update industry reference year to 2023 (#2103)

* switch to latest version of nitrogen statistics

* update industry reference year

* add release note

* add to archive

* [pypsa-bot] run `generate-config`

- `pixi run generate-config`

* increment index years

---------

Co-authored-by: lkstrp <lkstrp@pm.me>
Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 config/config.default.yaml                | 2 +-
 config/schema.default.json                | 4 ++--
 data/versions.csv                         | 7 ++++---
 doc/release_notes.rst                     | 1 +
 scripts/build_ammonia_production.py       | 2 +-
 scripts/lib/validation/config/industry.py | 2 +-
 6 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/config/config.default.yaml b/config/config.default.yaml
index 1eee9d014..ea95ad6d5 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -1061,7 +1061,7 @@ industry:
   MWh_CH4_per_tMeOH: 10.25
   MWh_MeOH_per_tMeOH: 5.528
   hotmaps_locate_missing: false
-  reference_year: 2019
+  reference_year: 2023
   oil_refining_emissions: 0.013
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#costs
diff --git a/config/schema.default.json b/config/schema.default.json
index 59fa6d544..220d3874e 100644
--- a/config/schema.default.json
+++ b/config/schema.default.json
@@ -2615,7 +2615,7 @@
           "type": "boolean"
         },
         "reference_year": {
-          "default": 2019,
+          "default": 2023,
           "description": "The year used as the baseline for industrial energy demand and production. Data extracted from `JRC-IDEES 2015 <https://data.jrc.ec.europa.eu/dataset/jrc-10110-10001>`_.",
           "markdownDescription": "The year used as the baseline for industrial energy demand and production. Data extracted from [JRC-IDEES 2015 ](https://data.jrc.ec.europa.eu/dataset/jrc-10110-10001).",
           "type": "integer"
@@ -11589,7 +11589,7 @@
           "type": "boolean"
         },
         "reference_year": {
-          "default": 2019,
+          "default": 2023,
           "description": "The year used as the baseline for industrial energy demand and production. Data extracted from `JRC-IDEES 2015 <https://data.jrc.ec.europa.eu/dataset/jrc-10110-10001>`_.",
           "markdownDescription": "The year used as the baseline for industrial energy demand and production. Data extracted from [JRC-IDEES 2015 ](https://data.jrc.ec.europa.eu/dataset/jrc-10110-10001).",
           "type": "integer"
diff --git a/data/versions.csv b/data/versions.csv
index e4ebd1895..4cf11f88c 100644
--- a/data/versions.csv
+++ b/data/versions.csv
@@ -101,9 +101,10 @@ natura,2025-08-15,primary,latest supported,2025-12-02,,https://zenodo.org/record
 natura,2025-08-15,archive,latest supported,2026-01-13,,https://data.pypsa.org/workflows/eur/natura/2025-08-15/natura.tiff
 neso_electricity_demand,unknown,build,latest supported,2026-02-02,,https://www.neso.energy/data-portal/historic-demand-data
 neso_electricity_demand,2026-02-02,archive,latest supported,2026-02-03,,https://data.pypsa.org/workflows/eur/neso_electricity_demand/2026-02-02/electricity_demand_neso_raw.csv
-nitrogen_statistics,2023,primary,not-tested,2025-12-02,,https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/s3fs-public/media/files/myb1-2023-nitro-ERT.xlsx
-nitrogen_statistics,2022,primary,latest supported,2025-12-02,,https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/s3fs-public/media/files/myb1-2022-nitro-ert.xlsx
-nitrogen_statistics,2022,archive,latest supported,2026-01-13,,https://data.pypsa.org/workflows/eur/nitrogen_statistics/2022/nitro-ert.xlsx
+nitrogen_statistics,2023,primary,latest supported,2025-12-02,,https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/s3fs-public/media/files/myb1-2023-nitro-ERT.xlsx
+nitrogen_statistics,2023,archive,latest supported,2026-02-26,,https://data.pypsa.org/workflows/eur/nitrogen_statistics/2023/myb1-2023-nitro-ERT.xlsx
+nitrogen_statistics,2022,primary,supported,2025-12-02,,https://d9-wret.s3.us-west-2.amazonaws.com/assets/palladium/production/s3fs-public/media/files/myb1-2022-nitro-ert.xlsx
+nitrogen_statistics,2022,archive,supported,2026-01-13,,https://data.pypsa.org/workflows/eur/nitrogen_statistics/2022/nitro-ert.xlsx
 nuts3_population,13-03-2025,primary,latest supported,2025-12-02,,https://ec.europa.eu/eurostat/api/dissemination/sdmx/2.1/data/nama_10r_3popgdp?format=TSV&compressed=true
 nuts3_population,13-03-2025,archive,latest supported,2026-01-13,earlier part of zenodo bundle,https://data.pypsa.org/workflows/eur/nuts3_population/13-03-2025/nama_10r_3popgdp.tsv.gz
 ons_lad,may-2024,primary,latest supported,2026-02-02,API request used,https://services1.arcgis.com/ESMARspQHYMw9BZ9/arcgis/rest/services/Local_Authority_Districts_May_2024_Boundaries__UK_BSC/FeatureServer/0/query
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index 276c9b147..0f5a9325d 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -8,6 +8,7 @@ Release Notes
 
 .. Upcoming Release
 .. =================
+* The industry reference year and the ammonia production data have been updated to 2023 (https://github.com/PyPSA/pypsa-eur/pull/2103) 
 
 * refactor: Use scripts path provider consistently (https://github.com/PyPSA/pypsa-eur/pull/2093).
 
diff --git a/scripts/build_ammonia_production.py b/scripts/build_ammonia_production.py
index 056181b32..b6a50b76f 100644
--- a/scripts/build_ammonia_production.py
+++ b/scripts/build_ammonia_production.py
@@ -44,7 +44,7 @@
 
     ammonia.index = cc.convert(ammonia.index, to="iso2")
 
-    years = [str(i) for i in range(2018, 2023)]
+    years = [str(i) for i in range(2019, 2024)]
 
     ammonia = ammonia.rename(columns=lambda x: str(x))[years]
 
diff --git a/scripts/lib/validation/config/industry.py b/scripts/lib/validation/config/industry.py
index 4919c6b73..a09c9ba81 100644
--- a/scripts/lib/validation/config/industry.py
+++ b/scripts/lib/validation/config/industry.py
@@ -201,7 +201,7 @@ class IndustryConfig(ConfigModel):
         description="Locate industrial sites without valid locations based on city and countries.",
     )
     reference_year: int = Field(
-        2019,
+        2023,
         description="The year used as the baseline for industrial energy demand and production. Data extracted from `JRC-IDEES 2015 <https://data.jrc.ec.europa.eu/dataset/jrc-10110-10001>`_.",
     )
     oil_refining_emissions: float = Field(

From ad107713dffe49b126bf1b5b80c3227fc2f82d23 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Mon, 2 Mar 2026 08:49:25 +0100
Subject: [PATCH 013/124] [github-actions.ci] Update locked envs (#2110)

* Update locked environment files for all platforms

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

---------

Co-authored-by: lkstrp <62255395+lkstrp@users.noreply.github.com>
Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 envs/default_linux-64.pin.txt  |  121 +-
 envs/default_osx-64.pin.txt    |   95 +-
 envs/default_osx-arm64.pin.txt |   91 +-
 envs/default_win-64.pin.txt    |   85 +-
 pixi.lock                      | 2931 +++++++++++++++++---------------
 5 files changed, 1793 insertions(+), 1530 deletions(-)

diff --git a/envs/default_linux-64.pin.txt b/envs/default_linux-64.pin.txt
index 83837e016..237f23e2d 100644
--- a/envs/default_linux-64.pin.txt
+++ b/envs/default_linux-64.pin.txt
@@ -10,7 +10,7 @@ https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.con
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda#47e340acb35de30501a76c7c799c41d7
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda#d7d95fc8287ea7bf33e0e7116d2b95ec
 https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda#94305520c52a4aa3f6c2b1ff6008d9f8
-https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda#bddacf101bb4dd0e51811cb69c7790e2
+https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda#4492fd26db29495f0ba23f146cd5638d
 https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda#f61eb8cd60ff9057122a3d338b99c00f
 https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.3-h5347b49_0.conda#db409b7c1720428638e7c0d509d3e1b5
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda#1b08cd684f34175e4514474793d44bcb
@@ -33,12 +33,15 @@ https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-5_h4a7cf45_openbl
 https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-5_h47877c9_openblas.conda#b38076eb5c8e40d0106beda6f95d7609
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-5_h0358290_openblas.conda#6636a2b6f1a87572df2970d3ebc87cc0
 https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.2-py313hf6604e3_1.conda#ca9c6ba4beac38cb3d0a85afde27f94c
-https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.0-py313h4b8bb8b_1.conda#2b18fe5b4b2d1611ddf8c2f080a46563
+https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.1-py313h4b8bb8b_0.conda#ec81bc03787968decae6765c7f61b7cf
 https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda#1d00d46c634177fc8ede8b99d6089239
 https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda#615de2a4d97af50c350e5cf160149e77
 https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.8.0-np2py313h16d504d_1.conda#d43a148434f123b3e060780d84a05ddc
 https://conda.anaconda.org/conda-forge/noarch/ply-3.11-pyhd8ed1ab_3.conda#fd5062942bfa1b0bd5e0d2a4397b099e
 https://conda.anaconda.org/conda-forge/linux-64/pyomo-6.9.5-py313h7033f15_0.conda#920a5ce9078a275fc0313ee3717fd268
+https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
+https://conda.anaconda.org/conda-forge/noarch/narwhals-2.17.0-pyhcf101f3_0.conda#538f3a813e0805c7e3f037603f12a400
+https://conda.anaconda.org/conda-forge/noarch/plotly-6.5.2-pyhd8ed1ab_0.conda#7702bcd70891dd0154d765a69e1afa94
 https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda#bc8e3267d44011051f2eb14d22fb0960
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda#7ead57407430ba33f681738905278d03
 https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda#3339e3b65d58accf4ca4fb8748ab16b3
@@ -46,7 +49,7 @@ https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01
 https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py313h08cd8bf_2.conda#8a69ea71fdd37bfe42a28f0967dbb75a
 https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda#a2c1eeadae7a309daed9d62c96012a2b
 https://conda.anaconda.org/conda-forge/linux-64/highspy-1.13.1-np2py313h73dcb5b_0.conda#df8affd8e4be7451214b4e5e8c7071a8
-https://conda.anaconda.org/conda-forge/noarch/tsam-2.3.1-pyhd8ed1ab_0.conda#ed5f5e0cbc50f05631813b0d48021de1
+https://conda.anaconda.org/conda-forge/noarch/tsam-3.1.1-pyhd8ed1ab_0.conda#e4621f30f3a3619e3cc7b68e94600acc
 https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda#12c566707c80111f9799308d9e265aef
 https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py313hf46b229_1.conda#d0616e7935acab407d1543b28c446f6f
 https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py313h54dd161_1.conda#710d4663806d0f72b2fb414e936223b5
@@ -54,12 +57,11 @@ https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f
 https://conda.anaconda.org/conda-forge/noarch/tqdm-loggable-0.3-pyhd8ed1ab_0.conda#c97b99b1f4f76708edbe7b5811d95da9
 https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.17.3-py313h07c4f96_1.conda#c2662497e9a9ff2153753682f53989c9
 https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda#6fc48bef3b400c82abaee323a9d4e290
-https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
 https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.1-pyhe01879c_0.conda#18dfeef40f049992f4b46b06e6f3b497
 https://conda.anaconda.org/conda-forge/noarch/argparse-dataclass-2.0.0-pyhd8ed1ab_1.conda#3c0e753fd317fa10d34020a2bc8add8e
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.22.0-pyhd4c3c12_0.conda#e9bb00d8c7d26a5cd220d3d73bee45fb
 https://conda.anaconda.org/conda-forge/noarch/reretry-0.11.8-pyhd8ed1ab_1.conda#b965b0dfdb3c89966a6a25060f73aa67
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.2-pyhd4c3c12_0.conda#b894c6a2d0612da952c9989ac7a22d16
+https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.3-pyh84498cf_0.conda#c4ef3a38917ff6cccf1697a3608d3a23
 https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda#461219d1a5bd61342293efa2c0c90eac
 https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda#8e6923fc12f1fe8f8c4e5c9f343256ac
 https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda#0a802cb9888dd14eeefc611f05c40b6e
@@ -69,7 +71,7 @@ https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py313h18e8e
 https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda#9272daa869e03efe68833e3dc7a02130
 https://conda.anaconda.org/conda-forge/noarch/idna-3.11-pyhd8ed1ab_0.conda#53abe63df7e10a6ba605dc5f9f961d36
 https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.4-pyhd8ed1ab_0.conda#a22d1fd9bf98827e280a02875d9a007a
-https://conda.anaconda.org/conda-forge/noarch/certifi-2026.1.4-pyhd8ed1ab_0.conda#eacc711330cd46939f66cd401ff9c44b
+https://conda.anaconda.org/conda-forge/noarch/certifi-2026.2.25-pyhd8ed1ab_0.conda#765c4d97e877cdbbb88ff33152b86125
 https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhcf101f3_1.conda#c65df89a0b2e321045a9e01d1337b182
 https://conda.anaconda.org/conda-forge/noarch/pyjwt-2.11.0-pyhd8ed1ab_0.conda#f9517d2fe1501919d7a236aba73409bb
 https://conda.anaconda.org/conda-forge/linux-64/cryptography-46.0.5-py313heb322e3_0.conda#964f25e322b16cae073da8f5b7adf123
@@ -94,7 +96,7 @@ https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda#e6fd8cfb23b294da699e395dbc968d11
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2#cbb15afc697a71cc9a0e9bfd75ae59cc
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.3.9-pyhdfd78af_0.tar.bz2#e75b9c422bcc3c9b52679dedb84f3b71
-https://conda.anaconda.org/conda-forge/noarch/smart_open-7.5.0-pyhcf101f3_0.conda#9d1659c8332e9822e347e115e6bb4d0c
+https://conda.anaconda.org/conda-forge/noarch/smart_open-7.5.1-pyhcf101f3_0.conda#bdb3de24557a6b6e6283d2ed5daf8e01
 https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.11.0-5_h6ae95b6_openblas.conda#e487a0e38d89da76410cb92a5db39ec5
 https://conda.anaconda.org/conda-forge/linux-64/coin-or-utils-2.11.12-hc93afbd_7.conda#42539e27d7bf055ea723a66aa381c04b
 https://conda.anaconda.org/conda-forge/linux-64/coin-or-osi-0.108.11-hf4fecb4_8.conda#61fcb2852d3f1d6c120a941f66db032c
@@ -128,9 +130,9 @@ https://conda.anaconda.org/conda-forge/noarch/appdirs-1.4.4-pyhd8ed1ab_1.conda#f
 https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.16.3-pyhdfd78af_0.conda#d5ff394122607ae4b0ee8362f6225959
 https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda#1a318ca1376d0cd58aa85e3857b08520
 https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-slurm-jobstep-0.4.0-pyhdfd78af_0.conda#7d4f2bf739967798eb4d8c02d59cf36c
-https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-slurm-2.2.0-pyhdfd78af_0.conda#4ed1b626504a1b8e9460ccc930d1310e
+https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-slurm-2.3.1-pyhdfd78af_0.conda#2ca31fb5cd301bb4cd28825c74f8cd62
 https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-cluster-generic-1.0.9-pyhdfd78af_0.tar.bz2#9b1db7127119f513696d620eefe7bf67
-https://conda.anaconda.org/conda-forge/linux-64/ruff-0.15.1-h40fa522_0.conda#474808b6894605b04bae59ced8210123
+https://conda.anaconda.org/conda-forge/linux-64/ruff-0.15.2-h40fa522_0.conda#8dec25bd8a94496202f6f3c9085f2ad3
 https://conda.anaconda.org/conda-forge/noarch/xarray-2025.6.1-pyhd8ed1ab_1.conda#145c6f2ac90174d9ad1a2a51b9d7c1dd
 https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-pyhd8ed1ab_2.conda#9aa358575bbd4be126eaa5e0039f835c
 https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.51.2-h04a0ce9_0.conda#bb88d9335d09e54c7e6b5529d1856917
@@ -144,11 +146,10 @@ https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_18.con
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@@ -620,10 +621,10 @@ https://conda.anaconda.org/conda-forge/linux-64/lz4-4.4.5-py313h28739b2_1.conda#
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diff --git a/envs/default_osx-64.pin.txt b/envs/default_osx-64.pin.txt
index 7b1f4a314..c0a354f8c 100644
--- a/envs/default_osx-64.pin.txt
+++ b/envs/default_osx-64.pin.txt
@@ -7,7 +7,7 @@ https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-h7142dee_3.conda#6e6efb7
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@@ -18,7 +18,7 @@ https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h500dc9f_9.conda#4173a
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@@ -26,15 +26,18 @@ https://conda.anaconda.org/conda-forge/osx-64/libgfortran-15.2.0-h7e5c614_18.con
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@@ -51,12 +54,11 @@ https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f
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@@ -66,7 +68,7 @@ https://conda.anaconda.org/conda-forge/osx-64/backports.zstd-1.3.0-py313h591e92b
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@@ -91,7 +93,7 @@ https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins
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diff --git a/envs/default_osx-arm64.pin.txt b/envs/default_osx-arm64.pin.txt
index f2aff92a9..7f5cb051f 100644
--- a/envs/default_osx-arm64.pin.txt
+++ b/envs/default_osx-arm64.pin.txt
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diff --git a/envs/default_win-64.pin.txt b/envs/default_win-64.pin.txt
index 69dc5a94d..a3189f45f 100644
--- a/envs/default_win-64.pin.txt
+++ b/envs/default_win-64.pin.txt
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@@ -551,10 +552,10 @@ https://conda.anaconda.org/conda-forge/win-64/lz4-4.4.5-py313h4bbca4b_1.conda#e8
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diff --git a/pixi.lock b/pixi.lock
index 54ba24a80..445041cac 100644
--- a/pixi.lock
+++ b/pixi.lock
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     - url: https://conda.anaconda.org/bioconda/
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-      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.29.0-pyhd8ed1ab_0.conda
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@@ -206,7 +204,7 @@ environments:
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   size: 28797
   timestamp: 1763410017955
-- conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.1.0-pyhcf101f3_0.conda
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-  md5: 04d2e5fba67e5a1ecec8e25d6c769004
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   - python
   license: MIT
   license_family: MIT
-  size: 19458
-  timestamp: 1768752884184
+  size: 21470
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@@ -6974,6 +6972,22 @@ packages:
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   size: 125616
   timestamp: 1764765271198
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+  md5: 0088d3b4578bfaceccb8795e10eb69a9
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   md5: 91f5637b706492b9e418da1872fd61ce
@@ -32123,20 +32389,17 @@ packages:
   license_family: MIT
   size: 305998
   timestamp: 1763742695201
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h387f397_9.conda
-  sha256: 47cfe31255b91b4a6fa0e9dbaf26baa60ac97e033402dbc8b90ba5fee5ffe184
-  md5: 8035e5b54c08429354d5d64027041cad
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h59595ed_1.conda
+  sha256: 3bec658f5c23abf5e200d98418add7a20ff7b45c928ad4560525bef899496256
+  md5: 7fc9d3288d2420bb3637647621018000
   depends:
-  - libstdcxx >=14
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
+  - libgcc-ng >=12
+  - libsodium >=1.0.18,<1.0.19.0a0
+  - libstdcxx-ng >=12
   license: MPL-2.0
   license_family: MOZILLA
-  size: 310648
-  timestamp: 1757370847287
+  size: 343438
+  timestamp: 1709135220800
 - conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h93d8f39_0.conda
   sha256: 19be553b3cc8352b6e842134b8de66ae39fcae80bc575c203076370faab6009c
   md5: 4c055e46b394be36681fe476c1e2ee6e
@@ -32158,22 +32421,18 @@ packages:
   license_family: MOZILLA
   size: 288572
   timestamp: 1709135728486
-- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
-  sha256: 690cf749692c8ea556646d1a47b5824ad41b2f6dfd949e4cdb6c44a352fcb1aa
-  md5: a6c8f8ee856f7c3c1576e14b86cd8038
+- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-he0c23c2_3.conda
+  sha256: 8aecdcafccb73417d6a8d5c99b2b89644cd1e739e9419b70db2b97ddd344a58a
+  md5: a15710475b7ec416900e60560f6839ee
   depends:
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
+  - libsodium >=1.0.18,<1.0.19.0a0
   - ucrt >=10.0.20348.0
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
   license: MPL-2.0
   license_family: MOZILLA
-  size: 265212
-  timestamp: 1757370864284
+  size: 4196272
+  timestamp: 1714545389805
 - conda: https://conda.anaconda.org/conda-forge/noarch/zict-3.0.0-pyhd8ed1ab_1.conda
   sha256: 5488542dceeb9f2874e726646548ecc5608060934d6f9ceaa7c6a48c61f9cc8d
   md5: e52c2ef711ccf31bb7f70ca87d144b9e

From 21bc4faa0e8720cd5e1d9d4bbd4e78451a774d47 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Mar 2026 08:52:18 +0100
Subject: [PATCH 014/124] chore(deps): bump actions/upload-artifact in the
 github-actions group (#2106)

Bumps the github-actions group with 1 update: [actions/upload-artifact](https://github.com/actions/upload-artifact).


Updates `actions/upload-artifact` from 6 to 7
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v6...v7)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '7'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/test.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 4143e3b62..0a2c67a99 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -132,7 +132,7 @@ jobs:
 
     - name: Upload artifacts
       if: always()
-      uses: actions/upload-artifact@v6
+      uses: actions/upload-artifact@v7
       with:
         name: results-${{ matrix.os }}
         path: |

From 4fe739dbce50c75e56232bf827c19437670e8a1d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 6 Mar 2026 08:36:52 +0100
Subject: [PATCH 015/124] chore(deps): bump docker/login-action in the
 github-actions group (#2114)

Bumps the github-actions group with 1 update: [docker/login-action](https://github.com/docker/login-action).


Updates `docker/login-action` from 3 to 4
- [Release notes](https://github.com/docker/login-action/releases)
- [Commits](https://github.com/docker/login-action/compare/v3...v4)

---
updated-dependencies:
- dependency-name: docker/login-action
  dependency-version: '4'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/push-images.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/push-images.yaml b/.github/workflows/push-images.yaml
index 79d6ea4a1..4e08fa08c 100644
--- a/.github/workflows/push-images.yaml
+++ b/.github/workflows/push-images.yaml
@@ -24,7 +24,7 @@ jobs:
         echo "hash_last_changed=$hash_last_changed" >> $GITHUB_ENV
 
     - name: 'Login to GitHub Container Registry'
-      uses: docker/login-action@v3
+      uses: docker/login-action@v4
       with:
         registry: ghcr.io
         username: ${{ github.repository_owner }}

From 40c8954aab8ee05f45bf7e7c9dc4c1e4b1402e98 Mon Sep 17 00:00:00 2001
From: Jack Gregory <77354448+jack-gregory@users.noreply.github.com>
Date: Fri, 6 Mar 2026 19:34:16 +0100
Subject: [PATCH 016/124] Update installation.rst (#2116)

The current line is trying to install a package with the filename.  So, we need to use --file, not -f parameter.
---
 doc/installation.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/installation.rst b/doc/installation.rst
index ad0d7768d..d68fcbd23 100644
--- a/doc/installation.rst
+++ b/doc/installation.rst
@@ -65,7 +65,7 @@ To do so, we highly recommend you install from one of our platform-specific envi
 
     $ conda update conda
 
-    $ conda create -n pypsa-eur -f envs/default_linux-64.pin.txt # select the appropriate file for your platform
+    $ conda create -n pypsa-eur --file envs/default_linux-64.pin.txt # select the appropriate file for your platform
 
     $ conda activate pypsa-eur
 

From 4d83a9b769991af5de316421dbe2c0133a143340 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:02:08 +0100
Subject: [PATCH 017/124] chore(deps): bump dorny/paths-filter in the
 github-actions group (#2119)

Bumps the github-actions group with 1 update: [dorny/paths-filter](https://github.com/dorny/paths-filter).


Updates `dorny/paths-filter` from 3 to 4
- [Release notes](https://github.com/dorny/paths-filter/releases)
- [Changelog](https://github.com/dorny/paths-filter/blob/master/CHANGELOG.md)
- [Commits](https://github.com/dorny/paths-filter/compare/v3...v4)

---
updated-dependencies:
- dependency-name: dorny/paths-filter
  dependency-version: '4'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/test.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 0a2c67a99..c64fa4bff 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -56,7 +56,7 @@ jobs:
     steps:
     - uses: actions/checkout@v6
 
-    - uses: dorny/paths-filter@v3
+    - uses: dorny/paths-filter@v4
       id: filter
       with:
         filters: |

From 960ff5327eb3f467c60c195ce6245cb6af81690e Mon Sep 17 00:00:00 2001
From: Thomas Gilon <thomas.gilon@openenergytransition.org>
Date: Mon, 16 Mar 2026 09:03:04 +0100
Subject: [PATCH 018/124] doc: update the PR template (#2118)

* doc: update the PR template

* Apply suggestions from code review

Co-authored-by: Lukas Trippe <lkstrp@pm.me>

* Update .github/pull_request_template.md

Co-authored-by: Lukas Trippe <lkstrp@pm.me>

---------

Co-authored-by: Lukas Trippe <lkstrp@pm.me>
---
 .github/pull_request_template.md | 14 ++++++++------
 1 file changed, 8 insertions(+), 6 deletions(-)

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 7771ec10a..0f4e693a7 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -5,10 +5,12 @@ Closes # (if applicable).
 
 ## Checklist
 
-- [ ] I tested my contribution locally and it works as intended.
-- [ ] Code and workflow changes are sufficiently documented.
-- [ ] Changed dependencies are added to `pixi.toml` (using `pixi add <dependency-name>`).
-- [ ] Changes in configuration options are added in `config/config.default.yaml`.
-- [ ] Changes in configuration options are documented in `doc/configtables/*.csv`.
+**Required:**
+- [ ] Changes are tested locally and behave as expected.
+- [ ] Code and workflow changes are documented.
+- [ ] A release note entry is added to `doc/release_notes.rst`.
+
+**If applicable:**
+- [ ] Changes in configuration options are reflected in `scripts/lib/validation`.
 - [ ] For new data sources or versions, [these instructions](https://pypsa-eur.readthedocs.io/en/latest/data_sources.html) have been followed.
-- [ ] A release note `doc/release_notes.rst` is added.
+- [ ] New rules are documented in the appropriate `doc/*.rst` files.
\ No newline at end of file

From 3f7694283cffab9a346471f3be9a26444251b27e Mon Sep 17 00:00:00 2001
From: Toni <153275395+toniseibold@users.noreply.github.com>
Date: Mon, 16 Mar 2026 09:46:07 +0100
Subject: [PATCH 019/124] Update solve_network.py (#2107)

Bugfixing the post discretization.
"enable": True leads to error in `n.optimize.optimize_transmission_expansion_iteratively`

Co-authored-by: Lukas Trippe <lkstrp@pm.me>
---
 scripts/solve_network.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/solve_network.py b/scripts/solve_network.py
index 0fa8e90fc..8a24dda89 100644
--- a/scripts/solve_network.py
+++ b/scripts/solve_network.py
@@ -1367,6 +1367,7 @@ def collect_kwargs(
 
         if cf_solving["post_discretization"].get("enable", False):
             logger.info("Add post-discretization parameters.")
+            cf_solving["post_discretization"].pop("enable", None)
             all_kwargs.update(cf_solving["post_discretization"])
 
         return all_kwargs, {}

From f85d295d90f84991a38b37cfa258441983cd9501 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Mon, 16 Mar 2026 12:37:28 +0100
Subject: [PATCH 020/124] [github-actions.ci] Update locked envs (#2120)

* Update locked environment files for all platforms

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

---------

Co-authored-by: lkstrp <62255395+lkstrp@users.noreply.github.com>
Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 envs/default_linux-64.pin.txt  |  169 +-
 envs/default_osx-64.pin.txt    |  163 +-
 envs/default_osx-arm64.pin.txt |  163 +-
 envs/default_win-64.pin.txt    |  151 +-
 pixi.lock                      | 4217 +++++++++++++++++---------------
 5 files changed, 2527 insertions(+), 2336 deletions(-)

diff --git a/envs/default_linux-64.pin.txt b/envs/default_linux-64.pin.txt
index 237f23e2d..a3bb869ec 100644
--- a/envs/default_linux-64.pin.txt
+++ b/envs/default_linux-64.pin.txt
@@ -15,7 +15,7 @@ https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda#f
 https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.3-h5347b49_0.conda#db409b7c1720428638e7c0d509d3e1b5
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda#1b08cd684f34175e4514474793d44bcb
 https://conda.anaconda.org/conda-forge/linux-64/icu-78.2-h33c6efd_0.conda#186a18e3ba246eccfc7cff00cd19a870
-https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.51.2-hf4e2dac_0.conda#da5be73701eecd0e8454423fd6ffcf30
+https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.52.0-hf4e2dac_0.conda#fd893f6a3002a635b5e50ceb9dd2c0f4
 https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_1.conda#2c21e66f50753a083cbe6b80f38268fa
 https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.2-hb03c661_0.conda#c7c83eecbb72d88b940c249af56c8b17
 https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda#a360c33a5abe61c07959e449fa1453eb
@@ -34,14 +34,13 @@ https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-5_h47877c9_open
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-5_h0358290_openblas.conda#6636a2b6f1a87572df2970d3ebc87cc0
 https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.2-py313hf6604e3_1.conda#ca9c6ba4beac38cb3d0a85afde27f94c
 https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.1-py313h4b8bb8b_0.conda#ec81bc03787968decae6765c7f61b7cf
-https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda#1d00d46c634177fc8ede8b99d6089239
+https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda#8e194e7b992f99a5015edbd4ebd38efd
 https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda#615de2a4d97af50c350e5cf160149e77
 https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.8.0-np2py313h16d504d_1.conda#d43a148434f123b3e060780d84a05ddc
-https://conda.anaconda.org/conda-forge/noarch/ply-3.11-pyhd8ed1ab_3.conda#fd5062942bfa1b0bd5e0d2a4397b099e
-https://conda.anaconda.org/conda-forge/linux-64/pyomo-6.9.5-py313h7033f15_0.conda#920a5ce9078a275fc0313ee3717fd268
+https://conda.anaconda.org/conda-forge/linux-64/pyomo-6.10.0-py313h7033f15_0.conda#26fe2bb1244021a8fa4d0ba0f612eb6c
 https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
-https://conda.anaconda.org/conda-forge/noarch/narwhals-2.17.0-pyhcf101f3_0.conda#538f3a813e0805c7e3f037603f12a400
-https://conda.anaconda.org/conda-forge/noarch/plotly-6.5.2-pyhd8ed1ab_0.conda#7702bcd70891dd0154d765a69e1afa94
+https://conda.anaconda.org/conda-forge/noarch/narwhals-2.18.0-pyhcf101f3_0.conda#bc317f07dd82e410012684d2e3a9c06d
+https://conda.anaconda.org/conda-forge/noarch/plotly-6.6.0-pyhd8ed1ab_0.conda#3e9427ee186846052e81fadde8ebe96a
 https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda#bc8e3267d44011051f2eb14d22fb0960
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda#7ead57407430ba33f681738905278d03
 https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda#3339e3b65d58accf4ca4fb8748ab16b3
@@ -49,7 +48,7 @@ https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01
 https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py313h08cd8bf_2.conda#8a69ea71fdd37bfe42a28f0967dbb75a
 https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda#a2c1eeadae7a309daed9d62c96012a2b
 https://conda.anaconda.org/conda-forge/linux-64/highspy-1.13.1-np2py313h73dcb5b_0.conda#df8affd8e4be7451214b4e5e8c7071a8
-https://conda.anaconda.org/conda-forge/noarch/tsam-3.1.1-pyhd8ed1ab_0.conda#e4621f30f3a3619e3cc7b68e94600acc
+https://conda.anaconda.org/conda-forge/noarch/tsam-3.1.2-pyhc364b38_0.conda#9a6d1f8625abaadb56bcab6b01be3eb3
 https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda#12c566707c80111f9799308d9e265aef
 https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py313hf46b229_1.conda#d0616e7935acab407d1543b28c446f6f
 https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py313h54dd161_1.conda#710d4663806d0f72b2fb414e936223b5
@@ -57,9 +56,10 @@ https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f
 https://conda.anaconda.org/conda-forge/noarch/tqdm-loggable-0.3-pyhd8ed1ab_0.conda#c97b99b1f4f76708edbe7b5811d95da9
 https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.17.3-py313h07c4f96_1.conda#c2662497e9a9ff2153753682f53989c9
 https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda#6fc48bef3b400c82abaee323a9d4e290
-https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.1-pyhe01879c_0.conda#18dfeef40f049992f4b46b06e6f3b497
+https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhcf101f3_3.conda#d0fc809fa4c4d85e959ce4ab6e1de800
+https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.5-pyhcf101f3_0.conda#12389a21e7f69704b0ae77f44355e30b
 https://conda.anaconda.org/conda-forge/noarch/argparse-dataclass-2.0.0-pyhd8ed1ab_1.conda#3c0e753fd317fa10d34020a2bc8add8e
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.22.0-pyhd4c3c12_0.conda#e9bb00d8c7d26a5cd220d3d73bee45fb
+https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.23.0-pyh84498cf_0.conda#9e6c1430992f6fe49bc25030426f5969
 https://conda.anaconda.org/conda-forge/noarch/reretry-0.11.8-pyhd8ed1ab_1.conda#b965b0dfdb3c89966a6a25060f73aa67
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.3-pyh84498cf_0.conda#c4ef3a38917ff6cccf1697a3608d3a23
 https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda#461219d1a5bd61342293efa2c0c90eac
@@ -70,16 +70,16 @@ https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py313hf15971
 https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py313h18e8e13_0.conda#d9e90792551a527200637e23a915dd79
 https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda#9272daa869e03efe68833e3dc7a02130
 https://conda.anaconda.org/conda-forge/noarch/idna-3.11-pyhd8ed1ab_0.conda#53abe63df7e10a6ba605dc5f9f961d36
-https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.4-pyhd8ed1ab_0.conda#a22d1fd9bf98827e280a02875d9a007a
+https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda#beb628209b2b354b98203066f90b3287
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diff --git a/envs/default_osx-64.pin.txt b/envs/default_osx-64.pin.txt
index c0a354f8c..10138fde7 100644
--- a/envs/default_osx-64.pin.txt
+++ b/envs/default_osx-64.pin.txt
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diff --git a/envs/default_osx-arm64.pin.txt b/envs/default_osx-arm64.pin.txt
index 7f5cb051f..93bbb260b 100644
--- a/envs/default_osx-arm64.pin.txt
+++ b/envs/default_osx-arm64.pin.txt
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diff --git a/envs/default_win-64.pin.txt b/envs/default_win-64.pin.txt
index a3189f45f..b85b6fc9b 100644
--- a/envs/default_win-64.pin.txt
+++ b/envs/default_win-64.pin.txt
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@@ -26,14 +26,13 @@ https://conda.anaconda.org/conda-forge/win-64/liblapack-3.11.0-7_h018ca30_netlib
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diff --git a/pixi.lock b/pixi.lock
index 445041cac..09c788926 100644
--- a/pixi.lock
+++ b/pixi.lock
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+- conda: https://conda.anaconda.org/conda-forge/osx-64/ujson-5.12.0-py313h5fe49f0_0.conda
+  sha256: 4030dd8312de4c46269d73d2d73ca0cbbd1f17d8774d0453d5a1e7a0831c7c69
+  md5: b02a60495480dcf035ee37d368cd67d1
   depends:
   - python
   - libcxx >=19
-  - __osx >=10.13
+  - __osx >=11.0
   - python_abi 3.13.* *_cp313
   license: BSD-3-Clause
   license_family: BSD
-  size: 68519
-  timestamp: 1756674089835
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ujson-5.11.0-py313hab38a8b_1.conda
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-  md5: 20402be2af0775ceca6f9178cf9c3428
+  size: 69118
+  timestamp: 1773287136988
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ujson-5.12.0-py313h1188861_0.conda
+  sha256: f607c85abf2f5ebde9928824b92e27315e619f9be4f2790f5062edb89c846dea
+  md5: 6dddc59ece85e54bc5d6b9c59b32516f
   depends:
   - python
   - python 3.13.* *_cp313
-  - libcxx >=19
   - __osx >=11.0
+  - libcxx >=19
   - python_abi 3.13.* *_cp313
   license: BSD-3-Clause
   license_family: BSD
-  size: 66186
-  timestamp: 1756674132941
-- conda: https://conda.anaconda.org/conda-forge/win-64/ujson-5.11.0-py313h927ade5_1.conda
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-  md5: 732c8a251a3ad390f7ea8b5035dd901d
+  size: 67492
+  timestamp: 1773287059241
+- conda: https://conda.anaconda.org/conda-forge/win-64/ujson-5.12.0-py313h927ade5_0.conda
+  sha256: 14014dd64c6639d9d37d9566d8c2780a129bc1f6e9ea2739ce3cdd12c10dfc50
+  md5: 9c214e74272ac575b735074891fb0130
   depends:
   - python
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
   - python_abi 3.13.* *_cp313
   license: BSD-3-Clause
   license_family: BSD
-  size: 51192
-  timestamp: 1756674062039
+  size: 51388
+  timestamp: 1773286950561
 - conda: https://conda.anaconda.org/conda-forge/linux-64/ukkonen-1.1.0-py313h7037e92_0.conda
   sha256: 7f2e4f38e57c17858c644259a1be868d6e98780239fd93bfa057cb5cfc24a928
   md5: cb423e0853b3dde2b3738db4dedf5ba2
@@ -31353,9 +31524,9 @@ packages:
   license_family: Proprietary
   size: 115235
   timestamp: 1767320173250
-- conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-21.0.0-pyhcf101f3_0.conda
-  sha256: b41f6f522c15805fc609ac44fd3ead3288a3b1125fa3d917466fc9f0bc27dcfb
-  md5: 0d574419484a88ee7e753cc0c80ee2c1
+- conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-21.2.0-pyhcf101f3_0.conda
+  sha256: b83246d145ba0e6814d2ed0b616293e56924e6c7d6649101f5a4f97f9e757ed1
+  md5: 704c22301912f7e37d0a92b2e7d5942d
   depends:
   - python >=3.10
   - distlib >=0.3.7,<1
@@ -31367,8 +31538,8 @@ packages:
   - python
   license: MIT
   license_family: MIT
-  size: 4640980
-  timestamp: 1772109615220
+  size: 4647775
+  timestamp: 1773133660203
 - conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.44.35208-h38c0c73_34.conda
   sha256: 63ff4ec6e5833f768d402f5e95e03497ce211ded5b6f492e660e2bfc726ad24d
   md5: f276d1de4553e8fca1dfb6988551ebb4
@@ -32238,9 +32409,9 @@ packages:
   license_family: MIT
   size: 63944
   timestamp: 1753484092156
-- conda: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.22.0-py312h8a5da7c_0.conda
-  sha256: 6e3f2db09387fc982b5400b842745084825cd2d4621e8278e4af8fb0dc2b55d8
-  md5: 6a3fd177315aaafd4366930d440e4430
+- conda: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.23.0-py312h8a5da7c_0.conda
+  sha256: 5d991a8f418675338528ea8097e55143ad833807a110c4251879040351e0d4af
+  md5: 4b403cb52e72211c489a884b29290c2c
   depends:
   - __glibc >=2.17,<3.0.a0
   - idna >=2.0
@@ -32251,11 +32422,11 @@ packages:
   - python_abi 3.12.* *_cp312
   license: Apache-2.0
   license_family: Apache
-  size: 151549
-  timestamp: 1761337128623
-- conda: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.22.0-py313h3dea7bd_0.conda
-  sha256: 8ce0586516e494f1ea231bdb8dda1d3aac759f34dd49419f11d1db6480b38f9e
-  md5: e9415b0f7b43d2e32a3f24fd889c9e70
+  size: 147028
+  timestamp: 1772409590700
+- conda: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.23.0-py313h3dea7bd_0.conda
+  sha256: dface92b02f9d21574ed803a82d311b9def6bf24ca2d9f4894ad661d0f3fd11b
+  md5: 0ae42a10e5bf966668ce85d8e0d56357
   depends:
   - __glibc >=2.17,<3.0.a0
   - idna >=2.0
@@ -32266,13 +32437,13 @@ packages:
   - python_abi 3.13.* *_cp313
   license: Apache-2.0
   license_family: Apache
-  size: 150462
-  timestamp: 1761337228350
-- conda: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.22.0-py312hacf3034_0.conda
-  sha256: c030ea7a6f88a54ded713db44420091e1606a04ea57b2cb2b4e00c5c41594929
-  md5: e441d2fc9a075115c08ec037d78d94d9
+  size: 146227
+  timestamp: 1772409677994
+- conda: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.23.0-py312heb39f77_0.conda
+  sha256: f0b87cd264971f8217b64d1132a4023afcb76395ca78115e96e6ec30c5ff45f7
+  md5: f28a4b575e47fc64d8345fdde16127d6
   depends:
-  - __osx >=10.13
+  - __osx >=11.0
   - idna >=2.0
   - multidict >=4.0
   - propcache >=0.2.1
@@ -32280,13 +32451,13 @@ packages:
   - python_abi 3.12.* *_cp312
   license: Apache-2.0
   license_family: Apache
-  size: 143615
-  timestamp: 1761337116037
-- conda: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.22.0-py313h0f4d31d_0.conda
-  sha256: f7f635d59f5cfa53a64032c29f10c9f637467c6e02b4b0407301de469c77b06b
-  md5: 06dd2b86a96a57edc0f592f909b268ae
+  size: 141168
+  timestamp: 1772409676947
+- conda: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.23.0-py313h035b7d0_0.conda
+  sha256: 5aab7ac9f93b8b5ca87fc4bbd00e3596ded9f87991ae0ddf205ca9753008754e
+  md5: 89e89e8253cb448d833a766ab5a05099
   depends:
-  - __osx >=10.13
+  - __osx >=11.0
   - idna >=2.0
   - multidict >=4.0
   - propcache >=0.2.1
@@ -32294,11 +32465,11 @@ packages:
   - python_abi 3.13.* *_cp313
   license: Apache-2.0
   license_family: Apache
-  size: 145217
-  timestamp: 1761337423989
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.22.0-py312h5748b74_0.conda
-  sha256: 49ee6fcb59e63cceb1f01777ac8b67d44633b6cdad5c47b02bc995f6e96955eb
-  md5: 0a28337559bbd97ff6d99598c7a3ffb4
+  size: 141492
+  timestamp: 1772409672019
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.23.0-py312h04c11ed_0.conda
+  sha256: 2379fd978cfc5598d9ef6f01946da890851f5ed22ecf8596abb328f7ddd640ba
+  md5: c5cce9282c0a099ba55a43a80fc67795
   depends:
   - __osx >=11.0
   - idna >=2.0
@@ -32309,11 +32480,11 @@ packages:
   - python_abi 3.12.* *_cp312
   license: Apache-2.0
   license_family: Apache
-  size: 144046
-  timestamp: 1761337516302
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.22.0-py313h7d74516_0.conda
-  sha256: 34d3912ba9068a6e20dbec361ff308ad27634ca003294dd573d879f7670fcb38
-  md5: e49ee2a431e4f895b52a2c385b61aed5
+  size: 140208
+  timestamp: 1772409657987
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.23.0-py313h65a2061_0.conda
+  sha256: 3c429f435254c7ea3ab1f9d0cea4f9b260f2e480f3b882d6e6be9f109ab09200
+  md5: 1dbe09f9442343be4c108103e274740b
   depends:
   - __osx >=11.0
   - idna >=2.0
@@ -32324,11 +32495,11 @@ packages:
   - python_abi 3.13.* *_cp313
   license: Apache-2.0
   license_family: Apache
-  size: 145632
-  timestamp: 1761337208054
-- conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.22.0-py312h05f76fc_0.conda
-  sha256: b622ef03b033a1c3984cb3e47e198370f23bf239c579a0c04f9179237fbb541b
-  md5: d4975947624e265fa594b86ce148a0c1
+  size: 140823
+  timestamp: 1772409835103
+- conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.23.0-py312h05f76fc_0.conda
+  sha256: 747cbb8b9da725c58ae3800f38b161f96297a557a19211ea39069805042bbe80
+  md5: f724e37e0f0dd67a460d882791adbe5b
   depends:
   - idna >=2.0
   - multidict >=4.0
@@ -32340,11 +32511,11 @@ packages:
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
   license_family: Apache
-  size: 141998
-  timestamp: 1761337573480
-- conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.22.0-py313hd650c13_0.conda
-  sha256: c8aeb8ba2bf017e7da16ff5aaedc87e31d60948d0a67cadd8f796bf82211b7ca
-  md5: a296d7bc284ee121cd14fcc129cafffc
+  size: 143691
+  timestamp: 1772409484963
+- conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.23.0-py313hd650c13_0.conda
+  sha256: 35f7e545786adcfc8e202ade617eeeece47d0df7b6221377361d7acee554e3ca
+  md5: beb407255f9c46aedfb3712a7a5c8554
   depends:
   - idna >=2.0
   - multidict >=4.0
@@ -32356,8 +32527,8 @@ packages:
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
   license_family: Apache
-  size: 142329
-  timestamp: 1761337622076
+  size: 145238
+  timestamp: 1772409478751
 - conda: https://conda.anaconda.org/conda-forge/noarch/yte-1.9.4-pyhd8ed1ab_0.conda
   sha256: 1ad021f32290e72b70a84dfe0c9b278c61aaa1254f1e1c287d68c32ee4f1093f
   md5: 89d5edf5d52d3bc1ed4d7d3feef508ba
@@ -32389,50 +32560,56 @@ packages:
   license_family: MIT
   size: 305998
   timestamp: 1763742695201
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h59595ed_1.conda
-  sha256: 3bec658f5c23abf5e200d98418add7a20ff7b45c928ad4560525bef899496256
-  md5: 7fc9d3288d2420bb3637647621018000
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h41580af_10.conda
+  sha256: 325d370b28e2b9cc1f765c5b4cdb394c91a5d958fbd15da1a14607a28fee09f6
+  md5: 755b096086851e1193f3b10347415d7c
   depends:
-  - libgcc-ng >=12
-  - libsodium >=1.0.18,<1.0.19.0a0
-  - libstdcxx-ng >=12
+  - libgcc >=14
+  - __glibc >=2.17,<3.0.a0
+  - libstdcxx >=14
+  - krb5 >=1.22.2,<1.23.0a0
+  - libsodium >=1.0.21,<1.0.22.0a0
   license: MPL-2.0
   license_family: MOZILLA
-  size: 343438
-  timestamp: 1709135220800
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h93d8f39_0.conda
-  sha256: 19be553b3cc8352b6e842134b8de66ae39fcae80bc575c203076370faab6009c
-  md5: 4c055e46b394be36681fe476c1e2ee6e
+  size: 311150
+  timestamp: 1772476812121
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h27d9b8f_10.conda
+  sha256: c7265cc5184897358af8b87c614288bc79645ef4340e01c2cd8469078dc56007
+  md5: 1a774dcaff94c2dd98451a26a46714b8
   depends:
-  - __osx >=10.9
-  - libcxx >=16.0.6
-  - libsodium >=1.0.18,<1.0.19.0a0
+  - libcxx >=19
+  - __osx >=11.0
+  - libsodium >=1.0.21,<1.0.22.0a0
+  - krb5 >=1.22.2,<1.23.0a0
   license: MPL-2.0
   license_family: MOZILLA
-  size: 294253
-  timestamp: 1697057208271
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-hebf3989_1.conda
-  sha256: caf6df12d793600faec21b7e6025e2e8fb8de26672cce499f9471b99b6776eb1
-  md5: 19cff1c627ff58429701113bf35300c8
+  size: 260841
+  timestamp: 1772476936933
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h4818236_10.conda
+  sha256: 2705360c72d4db8de34291493379ffd13b09fd594d0af20c9eefa8a3f060d868
+  md5: e85dcd3bde2b10081cdcaeae15797506
   depends:
-  - libcxx >=16
-  - libsodium >=1.0.18,<1.0.19.0a0
+  - __osx >=11.0
+  - libcxx >=19
+  - krb5 >=1.22.2,<1.23.0a0
+  - libsodium >=1.0.21,<1.0.22.0a0
   license: MPL-2.0
   license_family: MOZILLA
-  size: 288572
-  timestamp: 1709135728486
-- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-he0c23c2_3.conda
-  sha256: 8aecdcafccb73417d6a8d5c99b2b89644cd1e739e9419b70db2b97ddd344a58a
-  md5: a15710475b7ec416900e60560f6839ee
+  size: 245246
+  timestamp: 1772476886668
+- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h507cc87_10.conda
+  sha256: b8568dfde46edf3455458912ea6ffb760e4456db8230a0cf34ecbc557d3c275f
+  md5: 1ab0237036bfb14e923d6107473b0021
   depends:
-  - libsodium >=1.0.18,<1.0.19.0a0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
   - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  - libsodium >=1.0.21,<1.0.22.0a0
+  - krb5 >=1.22.2,<1.23.0a0
   license: MPL-2.0
   license_family: MOZILLA
-  size: 4196272
-  timestamp: 1714545389805
+  size: 265665
+  timestamp: 1772476832995
 - conda: https://conda.anaconda.org/conda-forge/noarch/zict-3.0.0-pyhd8ed1ab_1.conda
   sha256: 5488542dceeb9f2874e726646548ecc5608060934d6f9ceaa7c6a48c61f9cc8d
   md5: e52c2ef711ccf31bb7f70ca87d144b9e

From db2e5a0fd743fb09291b17ee549ec9f8bdc7e7a1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 18 Mar 2026 09:56:30 +0100
Subject: [PATCH 021/124] chore(deps): bump actions/create-github-app-token
 (#2122)

Bumps the github-actions group with 1 update: [actions/create-github-app-token](https://github.com/actions/create-github-app-token).


Updates `actions/create-github-app-token` from 2 to 3
- [Release notes](https://github.com/actions/create-github-app-token/releases)
- [Commits](https://github.com/actions/create-github-app-token/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/create-github-app-token
  dependency-version: '3'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/release.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 95f105b86..142228abb 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -41,7 +41,7 @@ jobs:
     steps:
     - name: Generate token for PyPSA Bot
       id: generate-token
-      uses: actions/create-github-app-token@v2
+      uses: actions/create-github-app-token@v3
       with:
         app-id: ${{ vars.PYPSA_BOT_ID }}
         private-key: ${{ secrets.PYPSA_BOT_PRIVATE_KEY }}

From 7ab303cd1bedf3def219b2539b5472ee5cbf8cca Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Daniel=20R=C3=BCdt?=
 <117752024+daniel-rdt@users.noreply.github.com>
Date: Wed, 18 Mar 2026 10:09:41 +0100
Subject: [PATCH 022/124] feat: improve load shedding with carrier specific
 options and load sinks (#2105)

* feat: add carrier specific load shedding and costs

* feat: add option for load sinks analogue to load shedding

* doc: add release note

* refactor: rename to all_carriers and default_cost options

* fix: fix reference to cost instead of price
---
 config/config.default.yaml               |  11 +-
 config/examples/config.validation.yaml   |   3 +-
 config/schema.default.json               | 240 +++++++++++++++++++++--
 doc/release_notes.rst                    |   2 +
 scripts/lib/validation/config/solving.py |  74 ++++++-
 scripts/solve_network.py                 |  74 +++++--
 6 files changed, 366 insertions(+), 38 deletions(-)

diff --git a/config/config.default.yaml b/config/config.default.yaml
index ea95ad6d5..c74c15dd6 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -1134,7 +1134,16 @@ adjustments:
 solving:
   options:
     clip_p_max_pu: 0.01
-    load_shedding: false
+    load_shedding:
+      enable: false
+      default_cost: 100000
+      all_carriers: true
+      carriers: {}
+    load_sinks:
+      enable: false
+      default_cost: 100000
+      all_carriers: false
+      carriers: {}
     curtailment_mode: false
     noisy_costs: true
     skip_iterations: true
diff --git a/config/examples/config.validation.yaml b/config/examples/config.validation.yaml
index b43455ae2..d48b5295b 100644
--- a/config/examples/config.validation.yaml
+++ b/config/examples/config.validation.yaml
@@ -81,7 +81,8 @@ clustering:
 
 solving:
   options:
-    load_shedding: true
+    load_shedding:
+      enable: true
     rolling_horizon: false
     horizon: 1000
     overlap: 48
diff --git a/config/schema.default.json b/config/schema.default.json
index 220d3874e..bf9786194 100644
--- a/config/schema.default.json
+++ b/config/schema.default.json
@@ -5206,16 +5206,64 @@
               "type": "number"
             },
             "load_shedding": {
-              "anyOf": [
-                {
+              "description": "Configuration for `solving.options.load_shedding` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
                   "type": "boolean"
                 },
-                {
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
                   "type": "number"
+                },
+                "all_carriers": {
+                  "default": true,
+                  "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
                 }
-              ],
-              "default": false,
-              "description": "Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh."
+              }
+            },
+            "load_sinks": {
+              "description": "Configuration for `solving.options.load_sinks` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+                  "type": "boolean"
+                },
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
+                  "type": "number"
+                },
+                "all_carriers": {
+                  "default": false,
+                  "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
+                }
+              }
             },
             "curtailment_mode": {
               "default": false,
@@ -6722,6 +6770,66 @@
         }
       }
     },
+    "_LoadSheddingConfig": {
+      "description": "Configuration for `solving.options.load_shedding` settings.",
+      "properties": {
+        "enable": {
+          "default": false,
+          "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
+          "type": "boolean"
+        },
+        "default_cost": {
+          "default": 100000,
+          "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+          "exclusiveMinimum": 0,
+          "type": "number"
+        },
+        "all_carriers": {
+          "default": true,
+          "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+          "type": "boolean"
+        },
+        "carriers": {
+          "additionalProperties": {
+            "exclusiveMinimum": 0,
+            "type": "number"
+          },
+          "default": {},
+          "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+          "type": "object"
+        }
+      }
+    },
+    "_LoadSinksConfig": {
+      "description": "Configuration for `solving.options.load_sinks` settings.",
+      "properties": {
+        "enable": {
+          "default": false,
+          "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+          "type": "boolean"
+        },
+        "default_cost": {
+          "default": 100000,
+          "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+          "exclusiveMinimum": 0,
+          "type": "number"
+        },
+        "all_carriers": {
+          "default": false,
+          "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+          "type": "boolean"
+        },
+        "carriers": {
+          "additionalProperties": {
+            "exclusiveMinimum": 0,
+            "type": "number"
+          },
+          "default": {},
+          "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+          "type": "object"
+        }
+      }
+    },
     "_MaxHoursConfig": {
       "description": "Configuration for `electricity.max_hours` settings.",
       "properties": {
@@ -7705,16 +7813,64 @@
           "type": "number"
         },
         "load_shedding": {
-          "anyOf": [
-            {
+          "description": "Configuration for `solving.options.load_shedding` settings.",
+          "properties": {
+            "enable": {
+              "default": false,
+              "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
               "type": "boolean"
             },
-            {
+            "default_cost": {
+              "default": 100000,
+              "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+              "exclusiveMinimum": 0,
               "type": "number"
+            },
+            "all_carriers": {
+              "default": true,
+              "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+              "type": "boolean"
+            },
+            "carriers": {
+              "additionalProperties": {
+                "exclusiveMinimum": 0,
+                "type": "number"
+              },
+              "default": {},
+              "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+              "type": "object"
             }
-          ],
-          "default": false,
-          "description": "Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh."
+          }
+        },
+        "load_sinks": {
+          "description": "Configuration for `solving.options.load_sinks` settings.",
+          "properties": {
+            "enable": {
+              "default": false,
+              "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+              "type": "boolean"
+            },
+            "default_cost": {
+              "default": 100000,
+              "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+              "exclusiveMinimum": 0,
+              "type": "number"
+            },
+            "all_carriers": {
+              "default": false,
+              "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+              "type": "boolean"
+            },
+            "carriers": {
+              "additionalProperties": {
+                "exclusiveMinimum": 0,
+                "type": "number"
+              },
+              "default": {},
+              "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+              "type": "object"
+            }
+          }
         },
         "curtailment_mode": {
           "default": false,
@@ -12095,16 +12251,64 @@
               "type": "number"
             },
             "load_shedding": {
-              "anyOf": [
-                {
+              "description": "Configuration for `solving.options.load_shedding` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
                   "type": "boolean"
                 },
-                {
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
                   "type": "number"
+                },
+                "all_carriers": {
+                  "default": true,
+                  "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
                 }
-              ],
-              "default": false,
-              "description": "Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh."
+              }
+            },
+            "load_sinks": {
+              "description": "Configuration for `solving.options.load_sinks` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+                  "type": "boolean"
+                },
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
+                  "type": "number"
+                },
+                "all_carriers": {
+                  "default": false,
+                  "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
+                }
+              }
             },
             "curtailment_mode": {
               "default": false,
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index 0f5a9325d..20689122e 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -14,6 +14,8 @@ Release Notes
 
 * Fix: Lower the lower bound used to group the power plants in ``add_existing_baseyear`` (https://github.com/PyPSA/pypsa-eur/pull/2097). This now includes all power plants built since 1900.
 
+* feat: Add options for carrier specific load shedding and load sinks configurable via `load_shedding` and `load_sinks` respectively (https://github.com/PyPSA/pypsa-eur/pull/2105).
+
 PyPSA-Eur v2026.02.0 (18th February 2026)
 =========================================
 
diff --git a/scripts/lib/validation/config/solving.py b/scripts/lib/validation/config/solving.py
index 442cb253e..b359063bd 100644
--- a/scripts/lib/validation/config/solving.py
+++ b/scripts/lib/validation/config/solving.py
@@ -10,7 +10,7 @@
 
 from typing import Any
 
-from pydantic import BaseModel, Field, field_validator, model_validator
+from pydantic import BaseModel, Field, PositiveFloat, field_validator, model_validator
 
 from scripts.lib.validation.config._base import ConfigModel
 
@@ -51,6 +51,68 @@ class _ModelKwargsConfig(BaseModel):
     )
 
 
+class _LoadSheddingConfig(ConfigModel):
+    """Configuration for `solving.options.load_shedding` settings."""
+
+    enable: bool = Field(
+        False,
+        description="Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
+    )
+    default_cost: PositiveFloat = Field(
+        100000,
+        description="The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+    )
+    all_carriers: bool = Field(
+        True,
+        description="Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+    )
+    carriers: dict[str, PositiveFloat] = Field(
+        {},
+        description="Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+    )
+
+    @model_validator(mode="after")
+    def check_enabled_has_targets(self):
+        if self.enable and not self.carriers and not self.all_carriers:
+            raise ValueError(
+                "Load shedding is enabled but no carriers are specified and "
+                "'all_carriers' is False. Either specify carriers or "
+                "set 'all_carriers' to True."
+            )
+        return self
+
+
+class _LoadSinksConfig(ConfigModel):
+    """Configuration for `solving.options.load_sinks` settings."""
+
+    enable: bool = Field(
+        False,
+        description="Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+    )
+    default_cost: PositiveFloat = Field(
+        100000,
+        description="The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+    )
+    all_carriers: bool = Field(
+        False,
+        description="Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+    )
+    carriers: dict[str, PositiveFloat] = Field(
+        {},
+        description="Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+    )
+
+    @model_validator(mode="after")
+    def check_enabled_has_targets(self):
+        if self.enable and not self.carriers and not self.all_carriers:
+            raise ValueError(
+                "Load sinks are enabled but no carriers are specified and "
+                "'all_carriers' is False. Either specify carriers or "
+                "set 'all_carriers' to True."
+            )
+        return self
+
+
 class _SolvingOptionsConfig(BaseModel):
     """Configuration for `solving.options` settings."""
 
@@ -58,9 +120,13 @@ class _SolvingOptionsConfig(BaseModel):
         0.01,
         description="To avoid too small values in the renewables` per-unit availability time series values below this threshold are set to zero.",
     )
-    load_shedding: bool | float = Field(
-        False,
-        description="Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh.",
+    load_shedding: _LoadSheddingConfig = Field(
+        default_factory=_LoadSheddingConfig,
+        description="Load shedding settings.",
+    )
+    load_sinks: _LoadSinksConfig = Field(
+        default_factory=_LoadSinksConfig,
+        description="Load sinks settings.",
     )
     curtailment_mode: bool = Field(
         False,
diff --git a/scripts/solve_network.py b/scripts/solve_network.py
index 8a24dda89..c084f19e0 100644
--- a/scripts/solve_network.py
+++ b/scripts/solve_network.py
@@ -420,6 +420,62 @@ def add_retrofit_gas_boiler_constraint(
     n.model.add_constraints(lhs == rhs, name="gas_retrofit")
 
 
+def add_load_balance_components(n, config, sign=1):
+    """
+    Add load shedding or load sinks to the network with carrier 'load'.
+
+    Parameters
+    ----------
+    n : pypsa.Network
+        The PyPSA network to be modified.
+    config : dict
+        The load shedding or load sinks settings.
+    sign : float
+        Direction of the added generators. Positive for load shedding, negative for load sinks.
+
+    Returns
+    -------
+    None
+        Modifies PyPSA network in place.
+    """
+    if "load" not in n.carriers.index:
+        n.add("Carrier", "load")
+
+    carriers = config.get("carriers", {})
+    default_cost = config.get("default_cost")
+    balance_comp = "shedding" if sign > 0 else "sink"
+
+    logger.info(
+        f"Add load {balance_comp} for {'all carriers' if config.get('all_carriers') else ', '.join(carriers)}."
+    )
+
+    for bus_carrier, price in carriers.items():
+        buses_i = n.buses[n.buses.carrier == bus_carrier].index
+        n.add(
+            "Generator",
+            buses_i,
+            f" load {balance_comp}",
+            bus=buses_i,
+            carrier="load",
+            marginal_cost=price,
+            p_nom=np.inf,
+            sign=sign,
+        )
+
+    if config.get("all_carriers", False):
+        buses_rest_i = n.buses[~n.buses.carrier.isin(carriers)].index
+        n.add(
+            "Generator",
+            buses_rest_i,
+            f" load {balance_comp}",
+            bus=buses_rest_i,
+            carrier="load",
+            marginal_cost=default_cost,
+            p_nom=np.inf,
+            sign=sign,
+        )
+
+
 def prepare_network(
     n: pypsa.Network,
     solve_opts: dict,
@@ -460,23 +516,13 @@ def prepare_network(
         ):
             df.where(df.abs() > solve_opts["clip_p_max_pu"], other=0.0, inplace=True)
 
-    if load_shedding := solve_opts.get("load_shedding"):
+    if (load_shedding := solve_opts.get("load_shedding", {})).get("enable", False):
         # intersect between macroeconomic and surveybased willingness to pay
         # http://journal.frontiersin.org/article/10.3389/fenrg.2015.00055/full
-        n.add("Carrier", "load")
-        buses_i = n.buses.index
-        if isinstance(load_shedding, bool):
-            load_shedding = 1e5  # Eur/MWh
+        add_load_balance_components(n, load_shedding)
 
-        n.add(
-            "Generator",
-            buses_i,
-            " load",
-            bus=buses_i,
-            carrier="load",
-            marginal_cost=load_shedding,  # Eur/MWh
-            p_nom=np.inf,
-        )
+    if (load_sinks := solve_opts.get("load_sinks", {})).get("enable", False):
+        add_load_balance_components(n, load_sinks, sign=-1)
 
     if solve_opts.get("curtailment_mode"):
         n.add("Carrier", "curtailment", color="#fedfed", nice_name="Curtailment")

From 25f8ee40b8cc0be6a8840e30dd405cfcbd3aeb53 Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Thu, 19 Mar 2026 19:16:53 +0100
Subject: [PATCH 023/124] ci: validation runs via pypsa-app (#2123)

* ci: validation runs via pypsa-app

* trigger

* chore: add smkmt logger (optional)

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

* trigger

* trigger

* trigger

---------

Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 .github/pypsa-bot.yml          |  11 ++
 envs/default_linux-64.pin.txt  |  41 +++--
 envs/default_osx-64.pin.txt    |  41 +++--
 envs/default_osx-arm64.pin.txt |  41 +++--
 envs/default_win-64.pin.txt    |  43 +++--
 envs/environment.yaml          |   1 +
 pixi.lock                      | 314 ++++++++++++++++++++++++++++++---
 pixi.toml                      |   1 +
 8 files changed, 409 insertions(+), 84 deletions(-)

diff --git a/.github/pypsa-bot.yml b/.github/pypsa-bot.yml
index 6c9cf4fda..79cb3a9e9 100644
--- a/.github/pypsa-bot.yml
+++ b/.github/pypsa-bot.yml
@@ -15,3 +15,14 @@ tasks:
     - "doc/"
     - "*.yaml"
     - "*.yml"
+
+app:
+  runs:
+  - name: "config.validator.yaml"
+    configfile: "config/test/config.validator.yaml"
+    triggers: [main, pr]
+    cache:
+      key: "validator-{YYYY}-{MM}"
+      dirs: ["data"]
+    import_networks:
+    - "results/validation/networks/base_s_50___2050.nc"
diff --git a/envs/default_linux-64.pin.txt b/envs/default_linux-64.pin.txt
index a3bb869ec..d0eaa9ec3 100644
--- a/envs/default_linux-64.pin.txt
+++ b/envs/default_linux-64.pin.txt
@@ -103,7 +103,7 @@ https://conda.anaconda.org/conda-forge/noarch/pydantic-2.12.5-pyhcf101f3_1.conda
 https://conda.anaconda.org/conda-forge/noarch/sqlmodel-0.0.37-pyhcf101f3_0.conda#00e6147bef9a85139099c9861c3b976b
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda#1500fccf5e46c7f91d14925449ff3632
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda#e6fd8cfb23b294da699e395dbc968d11
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2#cbb15afc697a71cc9a0e9bfd75ae59cc
+https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.0-pyhd4c3c12_0.conda#98f75f2ca3a222992e2230d7afc54bb8
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.4.0-pyh84498cf_0.conda#0d8bbf1699b16ac225031ae0c73729f8
 https://conda.anaconda.org/conda-forge/noarch/smart_open-7.5.1-pyhcf101f3_0.conda#bdb3de24557a6b6e6283d2ed5daf8e01
 https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.11.0-5_h6ae95b6_openblas.conda#e487a0e38d89da76410cb92a5db39ec5
@@ -137,7 +137,32 @@ https://conda.anaconda.org/conda-forge/noarch/connection_pool-0.0.3-pyhd3deb0d_0
 https://conda.anaconda.org/conda-forge/noarch/conda-inject-1.3.2-pyhd8ed1ab_0.conda#e52c2a160d6bd0649c9fafdf0c813357
 https://conda.anaconda.org/conda-forge/noarch/appdirs-1.4.4-pyhd8ed1ab_1.conda#f4e90937bbfc3a4a92539545a37bb448
 https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.17.1-pyhdfd78af_0.conda#5f1feb51c9234d879c68f508b7a3402e
-https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda#1a318ca1376d0cd58aa85e3857b08520
+https://conda.anaconda.org/conda-forge/noarch/shellingham-1.5.4-pyhd8ed1ab_2.conda#83ea3a2ddb7a75c1b09cea582aa4f106
+https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda#6b6ece66ebcae2d5f326c77ef2c5a066
+https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda#592132998493b3ff25fd7479396e8351
+https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-4.0.0-pyhd8ed1ab_0.conda#5b5203189eb668f042ac2b0826244964
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diff --git a/envs/default_osx-64.pin.txt b/envs/default_osx-64.pin.txt
index 10138fde7..4267359c1 100644
--- a/envs/default_osx-64.pin.txt
+++ b/envs/default_osx-64.pin.txt
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diff --git a/envs/default_osx-arm64.pin.txt b/envs/default_osx-arm64.pin.txt
index 93bbb260b..5718dc8df 100644
--- a/envs/default_osx-arm64.pin.txt
+++ b/envs/default_osx-arm64.pin.txt
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+https://conda.anaconda.org/conda-forge/noarch/shellingham-1.5.4-pyhd8ed1ab_2.conda#83ea3a2ddb7a75c1b09cea582aa4f106
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@@ -285,8 +309,6 @@ https://conda.anaconda.org/conda-forge/noarch/google-cloud-storage-3.9.0-pyhcf10
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@@ -303,7 +325,6 @@ https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda#a
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@@ -379,18 +400,10 @@ https://conda.anaconda.org/conda-forge/noarch/requests-file-3.0.1-pyhd8ed1ab_0.c
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diff --git a/envs/default_win-64.pin.txt b/envs/default_win-64.pin.txt
index b85b6fc9b..c8ec509af 100644
--- a/envs/default_win-64.pin.txt
+++ b/envs/default_win-64.pin.txt
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 https://conda.anaconda.org/conda-forge/win-64/libiconv-1.18-hc1393d2_2.conda#64571d1dd6cdcfa25d0664a5950fdaa2
@@ -141,7 +141,33 @@ https://conda.anaconda.org/conda-forge/noarch/connection_pool-0.0.3-pyhd3deb0d_0
 https://conda.anaconda.org/conda-forge/noarch/conda-inject-1.3.2-pyhd8ed1ab_0.conda#e52c2a160d6bd0649c9fafdf0c813357
 https://conda.anaconda.org/conda-forge/noarch/appdirs-1.4.4-pyhd8ed1ab_1.conda#f4e90937bbfc3a4a92539545a37bb448
 https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.17.1-pyhdfd78af_0.conda#5f1feb51c9234d879c68f508b7a3402e
-https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda#1a318ca1376d0cd58aa85e3857b08520
+https://conda.anaconda.org/conda-forge/noarch/shellingham-1.5.4-pyhd8ed1ab_2.conda#83ea3a2ddb7a75c1b09cea582aa4f106
+https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda#6b6ece66ebcae2d5f326c77ef2c5a066
+https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda#592132998493b3ff25fd7479396e8351
+https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-4.0.0-pyhd8ed1ab_0.conda#5b5203189eb668f042ac2b0826244964
+https://conda.anaconda.org/conda-forge/noarch/rich-14.3.3-pyhcf101f3_0.conda#7a6289c50631d620652f5045a63eb573
+https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda#90e5571556f7a45db92ee51cb8f97af6
+https://conda.anaconda.org/conda-forge/noarch/annotated-doc-0.0.4-pyhcf101f3_0.conda#52be5139047efadaeeb19c6a5103f92a
+https://conda.anaconda.org/conda-forge/noarch/typer-0.23.1-pyhcf101f3_0.conda#bac7249fa4302ee17e1ae0aa17991732
+https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.5.0-pyhd8ed1ab_0.conda#1997a083ef0b4c9331f9191564be275e
+https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda#4fdd327852ffefc83173a7c029690d0c
+https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda#1005e1f39083adad2384772e8e384e43
+https://conda.anaconda.org/conda-forge/noarch/textual-8.1.1-pyhcf101f3_1.conda#4a666e8fdaa357e0fe397d16ca40bd7c
+https://conda.anaconda.org/conda-forge/noarch/win32_setctime-1.2.0-pyhd8ed1ab_0.conda#e79f83003ee3dba79bf795fcd1bfcc89
+https://conda.anaconda.org/conda-forge/noarch/loguru-0.7.3-pyh7428d3b_0.conda#a6c25c54d8d524735db2e5785aec0a4e
+https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda#7d2e90221b5da6f0577d150cfe6b87ed
+https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda#d408fa8ff9f17887378715dcf024d359
+https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda#31db8c55a8dda3abd4625a2880ea3d34
+https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda#60a4eb57076a995a71832528342ecd9d
+https://conda.anaconda.org/conda-forge/noarch/tomli-2.4.0-pyhcf101f3_0.conda#72e780e9aa2d0a3295f59b1874e3768b
+https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda#30cd29cb87d819caead4d55184c1d115
+https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda#63ccfdc3a3ce25b027b8767eb722fca8
+https://conda.anaconda.org/conda-forge/noarch/mako-1.3.10-pyhcf101f3_1.conda#99f74609a309e434f25f0ede5f50580c
+https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda#c45fa7cf996b766cb63eadf3c3e6408a
+https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda#f3549a4607ecf6f0bdbb4afe9b05f2d2
+https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda#38ba1f1279491d848303cd050dfe56cc
+https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda#8fbd31325e6fbb325e15625471b44dfc
+https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda#99b9953692a58a31aa94c0d127e71c32
 https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-cluster-generic-1.0.9-pyhdfd78af_0.tar.bz2#9b1db7127119f513696d620eefe7bf67
 https://conda.anaconda.org/conda-forge/win-64/ruff-0.15.5-h5739096_0.conda#4b5fef0aa16f91d1286205ff19f2123c
 https://conda.anaconda.org/conda-forge/noarch/xarray-2025.6.1-pyhd8ed1ab_1.conda#145c6f2ac90174d9ad1a2a51b9d7c1dd
@@ -180,7 +206,6 @@ https://conda.anaconda.org/conda-forge/win-64/libarchive-3.8.6-gpl_he24518a_100.
 https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda#3075846de68f942150069d4289aaad63
 https://conda.anaconda.org/conda-forge/win-64/blosc-1.21.6-hfd34d9b_1.conda#357d7be4146d5fec543bfaa96a8a40de
 https://conda.anaconda.org/conda-forge/win-64/libgdal-core-3.12.2-h9774fe2_1.conda#9f22154b122af399b220678d35edcc9d
-https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda#90e5571556f7a45db92ee51cb8f97af6
 https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda#55c7804f428719241a90b152016085a1
 https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda#e9b05deb91c013e5224672a4ba9cf8d1
 https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda#8c4061f499edec6b8ac7000f6d586829
@@ -283,8 +308,6 @@ https://conda.anaconda.org/conda-forge/noarch/google-cloud-storage-3.9.0-pyhcf10
 https://conda.anaconda.org/conda-forge/noarch/deprecation-2.1.0-pyh9f0ad1d_0.tar.bz2#7b6747d7cc2076341029cff659669e8b
 https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2#91e27ef3d05cc772ce627e51cff111c4
 https://conda.anaconda.org/conda-forge/noarch/partd-1.4.2-pyhd8ed1ab_0.conda#0badf9c54e24cecfb0ad2f99d680c163
-https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda#30cd29cb87d819caead4d55184c1d115
-https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda#63ccfdc3a3ce25b027b8767eb722fca8
 https://conda.anaconda.org/conda-forge/noarch/fsspec-2026.2.0-pyhd8ed1ab_0.conda#496c6c9411a6284addf55c898d6ed8d7
 https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda#61b8078a0905b12529abc622406cb62c
 https://conda.anaconda.org/conda-forge/noarch/dask-core-2026.1.2-pyhcf101f3_0.conda#b20e7ce9afd59036ab194f3d1e27edf5
@@ -301,7 +324,6 @@ https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda#a
 https://conda.anaconda.org/conda-forge/noarch/geopandas-1.1.3-pyhd8ed1ab_0.conda#4eb8b870142ca06d2a1d2c74662eac7d
 https://conda.anaconda.org/conda-forge/noarch/pypsa-1.1.2-pyhd8ed1ab_0.conda#658fdb0a50c41f214553706c4d702195
 https://conda.anaconda.org/conda-forge/noarch/tomlkit-0.14.0-pyha770c72_0.conda#385dca77a8b0ec6fa9b92cb62d09b43b
-https://conda.anaconda.org/conda-forge/noarch/tomli-2.4.0-pyhcf101f3_0.conda#72e780e9aa2d0a3295f59b1874e3768b
 https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda#827064ddfe0de2917fb29f1da4f8f533
 https://conda.anaconda.org/conda-forge/noarch/isort-8.0.1-pyhd8ed1ab_0.conda#98cdd8615792e90da1023bc546f806d9
 https://conda.anaconda.org/conda-forge/noarch/dill-0.4.1-pyhcf101f3_0.conda#080a808fce955026bf82107d955d32da
@@ -370,19 +392,10 @@ https://conda.anaconda.org/conda-forge/noarch/requests-file-3.0.1-pyhd8ed1ab_0.c
 https://conda.anaconda.org/conda-forge/noarch/ratelimit-2.2.1-pyhd8ed1ab_0.tar.bz2#3e8565b8c77205fc638ee40f5d2a2dba
 https://conda.anaconda.org/conda-forge/noarch/unidecode-1.4.0-pyhcf101f3_1.conda#53cb4b14ab0841e104e2bd11ee64b840
 https://conda.anaconda.org/conda-forge/noarch/pyphonetics-0.5.3-pyhd8ed1ab_1.conda#0f690c1b906722bf6652bf532e3ee8a5
-https://conda.anaconda.org/conda-forge/noarch/win32_setctime-1.2.0-pyhd8ed1ab_0.conda#e79f83003ee3dba79bf795fcd1bfcc89
-https://conda.anaconda.org/conda-forge/noarch/loguru-0.7.3-pyh7428d3b_0.conda#a6c25c54d8d524735db2e5785aec0a4e
 https://conda.anaconda.org/conda-forge/noarch/jsonlines-4.0.0-pyhd8ed1ab_0.conda#df32eb56c2a48a5ca9465aef29dd46bc
 https://conda.anaconda.org/conda-forge/noarch/ijson-3.5.0-pyhd8ed1ab_0.conda#eac0aa15551be351e07d3b8717b2269f
 https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda#2841eb5bfc75ce15e9a0054b98dcd64d
 https://conda.anaconda.org/conda-forge/noarch/html5lib-1.1-pyhd8ed1ab_2.conda#cf25bfddbd3bc275f3d3f9936cee1dd3
-https://conda.anaconda.org/conda-forge/noarch/shellingham-1.5.4-pyhd8ed1ab_2.conda#83ea3a2ddb7a75c1b09cea582aa4f106
-https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda#6b6ece66ebcae2d5f326c77ef2c5a066
-https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda#592132998493b3ff25fd7479396e8351
-https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-4.0.0-pyhd8ed1ab_0.conda#5b5203189eb668f042ac2b0826244964
-https://conda.anaconda.org/conda-forge/noarch/rich-14.3.3-pyhcf101f3_0.conda#7a6289c50631d620652f5045a63eb573
-https://conda.anaconda.org/conda-forge/noarch/annotated-doc-0.0.4-pyhcf101f3_0.conda#52be5139047efadaeeb19c6a5103f92a
-https://conda.anaconda.org/conda-forge/noarch/typer-0.23.1-pyhcf101f3_0.conda#bac7249fa4302ee17e1ae0aa17991732
 https://conda.anaconda.org/conda-forge/noarch/stringcase-1.2.0-pyhd8ed1ab_2.conda#6c17c5b9a3f8cf44137bfca12e2574d7
 https://conda.anaconda.org/conda-forge/noarch/simpleeval-1.0.3-pyhd8ed1ab_0.conda#00cdd2e3ec6d3be6bc2b7d46470a10a1
 https://conda.anaconda.org/conda-forge/noarch/rfc3986-2.0.0-pyhd8ed1ab_1.conda#43e14f832d7551e5a8910672bfc3d8c6
diff --git a/envs/environment.yaml b/envs/environment.yaml
index 81c87059c..74b1642d4 100644
--- a/envs/environment.yaml
+++ b/envs/environment.yaml
@@ -72,4 +72,5 @@ dependencies:
 - snakemake-logger-plugin-pypsa >=0.1.0
 - pydeflate >=2.3.4
 - grpcio <1.78
+- snakemake-logger-plugin-snkmt ==0.1.6
 - snakemake-executor-plugin-slurm >=1.9.2
diff --git a/pixi.lock b/pixi.lock
index 09c788926..76f171ae9 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -5,6 +5,8 @@ environments:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://conda.anaconda.org/bioconda/
     - url: https://conda.anaconda.org/gurobi/
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
@@ -14,6 +16,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.3-py313hd6074c6_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ampl-asl-1.0.0-h5888daf_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/amply-0.1.6-pyhd8ed1ab_1.conda
@@ -55,6 +59,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.14.0-h52c5a47_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py313h18e8e13_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
@@ -129,6 +134,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.11-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/epoxy-1.5.10-hb03c661_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/et_xmlfile-2.0.0-pyhd8ed1ab_1.conda
@@ -357,6 +363,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxslt-1.1.43-h711ed8c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzip-1.11.2-h6991a6a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.6.5-pyhc364b38_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/loguru-0.7.3-pyh707e725_0.conda
@@ -364,6 +371,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-4.4.5-py313h28739b2_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-h5888daf_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/lzo-2.10-h280c20c_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mako-1.3.10-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-4.0.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/marko-2.2.2-pyhd8ed1ab_0.conda
@@ -372,6 +380,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.10.8-py313h683a580_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/metis-5.1.0-hd0bcaf9_1007.conda
@@ -485,6 +494,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-slugify-8.0.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
@@ -493,6 +503,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
@@ -6091,6 +6196,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py312h343a6d4_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/qhull-2020.2-hc790b64_5.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/qt6-main-6.10.2-h35725d6_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/rapidfuzz-3.14.3-py313hfe59770_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/rasterio-1.5.0-py313h1ced589_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/rasterstats-0.20.0-pyhd8ed1ab_2.conda
@@ -6132,16 +6238,18 @@ environments:
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-cluster-generic-1.0.9-pyhdfd78af_0.tar.bz2
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.23.0-pyh84498cf_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.4.0-pyh84498cf_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.3-pyh84498cf_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.17.1-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-cached-http-0.3-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.0-pyhdfd78af_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sortedcontainers-2.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8.3-pyhd8ed1ab_0.conda
@@ -6158,6 +6266,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh6dadd2b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/textual-8.1.1-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
@@ -6179,6 +6288,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_inspect-0.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ujson-5.12.0-py313h927ade5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ukkonen-1.1.0-py313hf069bd2_0.conda
@@ -6489,6 +6599,17 @@ packages:
   license_family: APACHE
   size: 13688
   timestamp: 1751626573984
+- conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
+  sha256: be1beccd6a6f8e1101894ed2dcdfcaef7f943d7ea26aaf4712e8080fe655212e
+  md5: f3549a4607ecf6f0bdbb4afe9b05f2d2
+  depends:
+  - python >=3.9
+  - typing-extensions >=4.0
+  - typing_extensions >=4.0
+  license: MIT
+  license_family: MIT
+  size: 19715
+  timestamp: 1754034676396
 - conda: https://conda.anaconda.org/conda-forge/noarch/alabaster-1.0.0-pyhd8ed1ab_1.conda
   sha256: 6c4456a138919dae9edd3ac1a74b6fbe5fd66c05675f54df2f8ab8c8d0cc6cea
   md5: 1fd9696649f65fd6611fcdb4ffec738a
@@ -6498,6 +6619,20 @@ packages:
   license_family: BSD
   size: 18684
   timestamp: 1733750512696
+- conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda
+  sha256: 83fc576dbcd59427f55be9623e1b101a1607ed9b4dc8633d86ada30c6ec1cf1d
+  md5: c45fa7cf996b766cb63eadf3c3e6408a
+  depends:
+  - python >=3.10
+  - sqlalchemy >=1.4.23
+  - mako
+  - typing_extensions >=4.12
+  - tomli
+  - python
+  license: MIT
+  license_family: MIT
+  size: 184763
+  timestamp: 1770806831769
 - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
   sha256: d88aa7ae766cf584e180996e92fef2aa7d8e0a0a5ab1d4d49c32390c1b5fff31
   md5: dcdc58c15961dbf17a0621312b01f5cb
@@ -8749,6 +8884,20 @@ packages:
   license: BSD-3-Clause AND MIT AND EPL-2.0
   size: 240406
   timestamp: 1767045016907
+- conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
+  sha256: d94eeda2ca7367947a04a2905990cab1bceb87e57d9629e353bd68836267552f
+  md5: 60a4eb57076a995a71832528342ecd9d
+  depends:
+  - python >=3.10
+  - rich >=12.2.0
+  - emoji >=2.0.0,<3.0.0
+  - questo >=0.4.1,<0.5.0
+  - python-yakh >=0.4.1,<0.5.0
+  - python
+  license: MIT
+  license_family: MIT
+  size: 21514
+  timestamp: 1767903507637
 - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
   sha256: bf1e71c3c0a5b024e44ff928225a0874fc3c3356ec1a0b6fe719108e6d1288f6
   md5: 5267bef8efea4127aacd1f4e1f149b6e
@@ -11572,6 +11721,16 @@ packages:
   license: Unlicense
   size: 7077
   timestamp: 1756221480651
+- conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
+  sha256: 0fd62f7d9f8538b7969b37fbb2907dac8b8ef37d90720edae763d19edd5cc2bd
+  md5: 31db8c55a8dda3abd4625a2880ea3d34
+  depends:
+  - python >=3.10
+  - typing_extensions >=4.7.0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 470154
+  timestamp: 1758471752878
 - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.11-pyhd8ed1ab_0.conda
   sha256: da51a00f83841734b771ffa20a21b64109301809838af6898bc120cc6144cf65
   md5: 261fb5cd17abd153eb407bd169f4c504
@@ -21828,6 +21987,16 @@ packages:
   license_family: Other
   size: 55476
   timestamp: 1727963768015
+- conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
+  sha256: 991a82fbb64aba6d10719a017ce354e28df02ea5df1d9c7b0221da573c168d27
+  md5: 1005e1f39083adad2384772e8e384e43
+  depends:
+  - python >=3.10
+  - uc-micro-py
+  license: MIT
+  license_family: MIT
+  size: 26062
+  timestamp: 1772476821244
 - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.5.7-pyhd8ed1ab_0.conda
   sha256: 7f72acdc54cf9558bccfea6f72adc851e983e4b75b012665b746bba2b2705344
   md5: 1a3c574f48195d3f9cf069d87c4f28fc
@@ -22197,6 +22366,18 @@ packages:
   license_family: GPL
   size: 165589
   timestamp: 1753889311940
+- conda: https://conda.anaconda.org/conda-forge/noarch/mako-1.3.10-pyhcf101f3_1.conda
+  sha256: 6099a13faaaf22afa8daa273929f393d41140fc03509b4ef1e2f6858b511699d
+  md5: 99f74609a309e434f25f0ede5f50580c
+  depends:
+  - python >=3.10
+  - importlib-metadata
+  - markupsafe >=0.9.2
+  - python
+  license: MIT
+  license_family: MIT
+  size: 71947
+  timestamp: 1764678340587
 - conda: https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda
   sha256: 967841d300598b17f76ba812e7dae642176692ed2a6735467b93c2b2debe35c1
   md5: cc293b4cad9909bf66ca117ea90d4631
@@ -27998,6 +28179,15 @@ packages:
   license_family: BSD
   size: 32423
   timestamp: 1734115316868
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
+  sha256: b1ac44a1b43e55e7760388e8f6ba3c1d724c4f84f41720cb752573ce42e7fc7f
+  md5: 7d2e90221b5da6f0577d150cfe6b87ed
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  size: 10987
+  timestamp: 1736892932725
 - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
   build_number: 8
   sha256: 80677180dd3c22deb7426ca89d6203f1c7f1f256f2d5a94dc210f6e758229809
@@ -28469,6 +28659,18 @@ packages:
   license_family: LGPL
   size: 94567291
   timestamp: 1756296858553
+- conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
+  sha256: 9a103f0215e7b32646cdeb91429d60e374060d7d2cb58bb8a7eb54a05dc4d6d0
+  md5: d408fa8ff9f17887378715dcf024d359
+  depends:
+  - python >=3.10
+  - rich >=12.2.0
+  - python-yakh <0.5.0,>=0.4.1
+  - python
+  license: MIT
+  license_family: MIT
+  size: 17079
+  timestamp: 1764617780410
 - conda: https://conda.anaconda.org/conda-forge/linux-64/rapidfuzz-3.14.3-py312h1289d80_1.conda
   sha256: fa7c42b56294b600c1023279ce685a70aacef27a6b3d56e8fbe5a43f90cc3d18
   md5: bce14345fd01c051c51884878cfd053d
@@ -29995,15 +30197,15 @@ packages:
   license_family: MIT
   size: 25394
   timestamp: 1772990565157
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
-  sha256: e582e4e11ced71185992240b07e8bc55aee667c55bc9107529183cebb167476e
-  md5: cbb15afc697a71cc9a0e9bfd75ae59cc
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.0-pyhd4c3c12_0.conda
+  sha256: a6a0bf0393586974b278715df5131cc50e69fba515ecc5d0e974d1825ad0ea21
+  md5: 98f75f2ca3a222992e2230d7afc54bb8
   depends:
   - python >=3.11.0,<4.0.0
   - snakemake-interface-common >=1.17.4,<2.0.0
   license: MIT
-  size: 16076
-  timestamp: 1753366768027
+  size: 18660
+  timestamp: 1759090830197
 - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
   sha256: 7b7be41b59f2d904acb014ee182561610c930bef5f607742011ee23befe73831
   md5: e6fd8cfb23b294da699e395dbc968d11
@@ -30035,15 +30237,27 @@ packages:
   license_family: MIT
   size: 22251
   timestamp: 1771594084558
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda
-  sha256: 03571ed180ee205fbf74e3c5607f1f88cd161016d9ad86eb2036212bc5db7bdd
-  md5: 1a318ca1376d0cd58aa85e3857b08520
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+  sha256: 966d9d97e4595e8a6428a5d0527aeda7757b797b3640e74a30601aaad3955621
+  md5: 99b9953692a58a31aa94c0d127e71c32
   depends:
   - python >=3.11
-  - snakemake-interface-logger-plugins >=1.2.0,<2
+  - snakemake-interface-logger-plugins >=2,<3
+  license: MIT
+  size: 21702
+  timestamp: 1773888550966
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
+  sha256: a14f31c9c3b839e5d13638a596c240801ae38205c49f6dadcfd36ab23ffe65c7
+  md5: 8fbd31325e6fbb325e15625471b44dfc
+  depends:
+  - python
+  - snakemake-interface-logger-plugins >=2.0.0,<3.0.0
+  - snkmt >=0.2.3,<1.0.0
+  - sqlalchemy >=2.0.38,<3.0.0
   license: MIT
-  size: 21016
-  timestamp: 1767973148161
+  license_family: MIT
+  size: 17232
+  timestamp: 1767824224092
 - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.17.1-pyhdfd78af_0.conda
   sha256: 15f852816b2db04300e3114d737dd92c387a7cdaf3bd889c69fc852818b760b6
   md5: 5f1feb51c9234d879c68f508b7a3402e
@@ -30167,6 +30381,23 @@ packages:
   license_family: Apache
   size: 15698
   timestamp: 1762941572482
+- conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
+  sha256: cd84964378bdd54219463d924b84553a127644b0abcca52f45b99b7bc50a66e7
+  md5: 38ba1f1279491d848303cd050dfe56cc
+  depends:
+  - aiosqlite >=0.21.0,<0.22.0
+  - alembic >=1.16.1,<2.0.0
+  - beaupy >=3.0.0,<4.0.0
+  - loguru >=0.7.3,<0.8.0
+  - platformdirs >=4.3.8,<5.0.0
+  - python
+  - sqlalchemy >=2.0.38
+  - textual >=3.1.1
+  - typer >=0.15.3
+  license: MIT
+  license_family: MIT
+  size: 44250
+  timestamp: 1773415752189
 - conda: https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-3.0.1-pyhd8ed1ab_0.conda
   sha256: 17007a4cfbc564dc3e7310dcbe4932c6ecb21593d4fec3c68610720f19e73fb2
   md5: 755cf22df8693aa0d1aec1c123fa5863
@@ -30858,6 +31089,26 @@ packages:
   license_family: OTHER
   size: 65532
   timestamp: 1733750024391
+- conda: https://conda.anaconda.org/conda-forge/noarch/textual-8.1.1-pyhcf101f3_1.conda
+  sha256: c75250e2b34faa52324fc95fce138cded1bdb226547790cc9e437ab0e20c11b1
+  md5: 4a666e8fdaa357e0fe397d16ca40bd7c
+  depends:
+  - pygments >=2.19.2,<3.0.0
+  - typing_extensions >=4.4.0,<5.0.0
+  - platformdirs >=3.6.0,<5
+  - python >=3.10,<4.0.0
+  - markdown-it-py >=2.1.0
+  - linkify-it-py >=1,<3
+  - mdit-py-plugins
+  - rich >=14.2.0
+  - python
+  constrains:
+  - tree_sitter >=0.25.0
+  - tree_sitter_languages 1.10.2.*
+  license: MIT
+  license_family: MIT
+  size: 528806
+  timestamp: 1773220924332
 - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
   sha256: 6016672e0e72c4cf23c0cf7b1986283bd86a9c17e8d319212d78d8e9ae42fdfd
   md5: 9d64911b31d57ca443e9f1e36b04385f
@@ -31221,6 +31472,15 @@ packages:
   license: LicenseRef-Public-Domain
   size: 119135
   timestamp: 1767016325805
+- conda: https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda
+  sha256: 9e5a0e70e876fca50de075b1cc6641cdc009a16c18f4d52ab03edb777729a1bc
+  md5: 4fdd327852ffefc83173a7c029690d0c
+  depends:
+  - python >=3.10
+  license: MIT
+  license_family: MIT
+  size: 13378
+  timestamp: 1772479008776
 - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
   sha256: 3005729dce6f3d3f5ec91dfc49fc75a0095f9cd23bab49efb899657297ac91a5
   md5: 71b24316859acd00bdb8b38f5e2ce328
diff --git a/pixi.toml b/pixi.toml
index 8db09824e..d59fc0e13 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -110,6 +110,7 @@ natsort = ">=8.4.0"
 snakemake-logger-plugin-pypsa = ">=0.1.0"
 pydeflate = ">=2.3.4"
 grpcio = "<1.78"
+snakemake-logger-plugin-snkmt = "==0.1.6" # For better pypsa-app integration
 
 [target.unix.dependencies]
 snakemake-executor-plugin-slurm = ">=1.9.2"

From c5b534d159156c4f07e60fd0f5e8f487315ce596 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Daniel=20R=C3=BCdt?=
 <117752024+daniel-rdt@users.noreply.github.com>
Date: Mon, 23 Mar 2026 10:32:26 +0100
Subject: [PATCH 024/124] test: trusted user (#2125)

---
 .github/pypsa-bot.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/pypsa-bot.yml b/.github/pypsa-bot.yml
index 79cb3a9e9..a835ee0fc 100644
--- a/.github/pypsa-bot.yml
+++ b/.github/pypsa-bot.yml
@@ -17,6 +17,8 @@ tasks:
     - "*.yml"
 
 app:
+  trusted_users:
+  - daniel-rdt
   runs:
   - name: "config.validator.yaml"
     configfile: "config/test/config.validator.yaml"

From 192857b58566334b4aeef600ab709dc274707906 Mon Sep 17 00:00:00 2001
From: Thomas Ginster <4083648+thogin@users.noreply.github.com>
Date: Wed, 25 Mar 2026 15:14:28 +0100
Subject: [PATCH 025/124] fix: clamp s/p_nom_max in brownfield to prevent
 floating-point infeasibility (#2115)

* fix: clamp s/p_nom_max in brownfield to prevent floating-point infeasibility

When brownfield carries forward s_nom_opt from a previous horizon as
s_nom_min, solver floating-point tolerance can make s_nom_min exceed
s_nom_max by a tiny amount (e.g., 0.00013 MW on a 33,585 MW line).
This creates an infeasible constraint that crashes the solver.

Extends the fix from PRs #840 and #952 (which handle global transmission
constraints) to also cover per-line s_nom_max and DC link p_nom_max.

* fix: clip H2/gas retrofit remaining capacity to non-negative

When barrier solutions without crossover produce slightly imprecise
p_nom_opt values, the already-retrofitted H2 pipeline capacity can
marginally exceed the original pipe capacity. This makes
remaining_capacity negative, setting p_nom_max < p_nom_min = 0,
which causes infeasibility at the next planning horizon.

Observed on 115-cluster myopic runs with BarConvTol=1e-4:
  H2 pipeline retrofitted ES2 7 -> FR2 1: p_nom_max = -0.000649 MW
  H2 pipeline retrofitted GB1 3 -> GB1 7: p_nom_max = -0.000169 MW

Apply the same clip(lower=0) pattern used for AC lines and DC links.

---------

Co-authored-by: Fabian Neumann <fabian.neumann@outlook.de>
Co-authored-by: Lukas Trippe <lkstrp@pm.me>
---
 scripts/add_brownfield.py | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/scripts/add_brownfield.py b/scripts/add_brownfield.py
index c8871070f..d1a28bb45 100644
--- a/scripts/add_brownfield.py
+++ b/scripts/add_brownfield.py
@@ -56,8 +56,14 @@ def add_brownfield(
 
     # electric transmission grid set optimised capacities of previous as minimum
     n.lines.s_nom_min = n_p.lines.s_nom_opt
+    # Clamp s_nom_max to be at least s_nom_min to prevent solver infeasibility
+    # from floating-point differences between s_nom_opt and s_nom_max
+    n.lines.s_nom_max = n.lines.s_nom_max.clip(lower=n.lines.s_nom_min)
     dc_i = n.links[n.links.carrier == "DC"].index
     n.links.loc[dc_i, "p_nom_min"] = n_p.links.loc[dc_i, "p_nom_opt"]
+    n.links.loc[dc_i, "p_nom_max"] = n.links.loc[dc_i, "p_nom_max"].clip(
+        lower=n.links.loc[dc_i, "p_nom_min"]
+    )
 
     for c in n_p.components[["Link", "Generator", "Store"]]:
         if c.static.empty:
@@ -142,9 +148,10 @@ def add_brownfield(
             .groupby(level=0)
             .sum()
         )
-        remaining_capacity = pipe_capacity - already_retrofitted.reindex(
-            index=pipe_capacity.index
-        ).fillna(0)
+        remaining_capacity = (
+            pipe_capacity
+            - already_retrofitted.reindex(index=pipe_capacity.index).fillna(0)
+        ).clip(lower=0)
         n.links.loc[h2_retrofitted, "p_nom_max"] = remaining_capacity
 
         # reduce gas network capacity
@@ -160,7 +167,7 @@ def add_brownfield(
                 pipe_capacity
                 - CH4_per_H2
                 * already_retrofitted.reindex(index=pipe_capacity.index).fillna(0)
-            )
+            ).clip(lower=0)
             n.links.loc[gas_pipes_i, "p_nom"] = remaining_capacity
             n.links.loc[gas_pipes_i, "p_nom_max"] = remaining_capacity
 

From e8b2730e0f0085ae5c884a52bfcc449bd20b877c Mon Sep 17 00:00:00 2001
From: Lukas Trippe <lkstrp@pm.me>
Date: Mon, 30 Mar 2026 10:32:57 +0200
Subject: [PATCH 026/124] ci: exclude packages newer than 7 days in lockfile
 update workflow (#2130)

* ci: exclude packages newer than 7 days in lockfile update workflow

* add comment

* docs: add release note
---
 .github/workflows/update-lockfile.yaml | 7 ++++++-
 doc/release_notes.rst                  | 4 +++-
 2 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/update-lockfile.yaml b/.github/workflows/update-lockfile.yaml
index 0f7b55e8f..89d4a1665 100644
--- a/.github/workflows/update-lockfile.yaml
+++ b/.github/workflows/update-lockfile.yaml
@@ -20,10 +20,15 @@ jobs:
       with:
         pixi-version: v0.59.0
 
-    - name: Full resolve
+    - name: Full resolve (exclude packages newer than 7 days)
+      # Exclude recently published packages to avoid pulling in broken or
+      # yanked releases before upstream has had time to react
       run: |
+        EXCLUDE_DATE=$(date -u -d '7 days ago' +%Y-%m-%dT00:00:00Z)
+        sed -i "/^\[workspace\]/a exclude-newer = \"$EXCLUDE_DATE\"" pixi.toml
         rm pixi.lock
         pixi install --all
+        git checkout pixi.toml
 
     - name: Export conda environment files
       if: ${{ !vars.PYPSA_BOT_ID }}
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index 20689122e..c8cc618f4 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -8,7 +8,9 @@ Release Notes
 
 .. Upcoming Release
 .. =================
-* The industry reference year and the ammonia production data have been updated to 2023 (https://github.com/PyPSA/pypsa-eur/pull/2103) 
+* The lockfile update workflow now excludes packages published within the last 7 days to reduce the risk of pulling in broken or yanked releases (https://github.com/PyPSA/pypsa-eur/pull/2130).
+
+* The industry reference year and the ammonia production data have been updated to 2023 (https://github.com/PyPSA/pypsa-eur/pull/2103)
 
 * refactor: Use scripts path provider consistently (https://github.com/PyPSA/pypsa-eur/pull/2093).
 

From e2620cfea261c71159844cd1509910ea532a1d8e Mon Sep 17 00:00:00 2001
From: Thomas Ginster <4083648+thogin@users.noreply.github.com>
Date: Mon, 30 Mar 2026 17:35:10 +0200
Subject: [PATCH 027/124] fix: remove Dask client.shutdown() in
 build_renewable_profiles (#2131)

The explicit client.shutdown() call can fail with a TimeoutError when
Dask worker processes don't exit within the nanny timeout on shared
filesystems (e.g. BeeGFS), converting a completed run into a false
Snakemake failure. Both output files are written before the shutdown
call, so the failure only affects cleanup.

The other Dask-using scripts in the repo (build_hac_features,
build_line_rating, build_daily_heat_demand) rely on process exit for
cleanup and do not call client.shutdown().
---
 scripts/build_renewable_profiles.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/scripts/build_renewable_profiles.py b/scripts/build_renewable_profiles.py
index 724d002e1..1f740f5c3 100644
--- a/scripts/build_renewable_profiles.py
+++ b/scripts/build_renewable_profiles.py
@@ -326,6 +326,3 @@
         ds["profile"] = ds["profile"].where(ds["profile"] >= min_p_max_pu, 0)
 
     ds.to_netcdf(snakemake.output.profile)
-
-    if client is not None:
-        client.shutdown()

From cb9ebde57967596012a5806773d5cd23de6b824a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 1 Apr 2026 10:33:23 +0200
Subject: [PATCH 028/124] chore(deps): bump prefix-dev/setup-pixi in the
 github-actions group (#2132)

Bumps the github-actions group with 1 update: [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi).


Updates `prefix-dev/setup-pixi` from 0.9.4 to 0.9.5
- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)
- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.4...v0.9.5)

---
updated-dependencies:
- dependency-name: prefix-dev/setup-pixi
  dependency-version: 0.9.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/release.yaml         | 2 +-
 .github/workflows/test.yaml            | 4 ++--
 .github/workflows/update-lockfile.yaml | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 142228abb..2aad02ea3 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -63,7 +63,7 @@ jobs:
         token: ${{ steps.generate-token.outputs.token }}
 
     - name: Setup Pixi
-      uses: prefix-dev/setup-pixi@v0.9.4
+      uses: prefix-dev/setup-pixi@v0.9.5
       with:
         pixi-version: v0.59.0
         cache: true
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index c64fa4bff..5dadca287 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -30,7 +30,7 @@ jobs:
     - uses: actions/checkout@v6
 
     - name: Setup Pixi
-      uses: prefix-dev/setup-pixi@v0.9.4
+      uses: prefix-dev/setup-pixi@v0.9.5
       with:
         pixi-version: v0.59.0
         cache: true
@@ -87,7 +87,7 @@ jobs:
 
     - name: Setup Pixi
       if: steps.filter.outputs.src == 'true' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
-      uses: prefix-dev/setup-pixi@v0.9.4
+      uses: prefix-dev/setup-pixi@v0.9.5
       with:
         pixi-version: v0.59.0
         cache: true
diff --git a/.github/workflows/update-lockfile.yaml b/.github/workflows/update-lockfile.yaml
index 89d4a1665..4afb362c6 100644
--- a/.github/workflows/update-lockfile.yaml
+++ b/.github/workflows/update-lockfile.yaml
@@ -16,7 +16,7 @@ jobs:
     - uses: actions/checkout@v6
 
     - name: Setup Pixi
-      uses: prefix-dev/setup-pixi@v0.9.4
+      uses: prefix-dev/setup-pixi@v0.9.5
       with:
         pixi-version: v0.59.0
 

From c8fd89c24f52bc091d834ef58921990ac81d6877 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jonas=20H=C3=B6rsch?=
 <jonas.hoersch@openenergytransition.org>
Date: Wed, 8 Apr 2026 15:49:43 +0100
Subject: [PATCH 029/124] perf: use chunks="auto" in a single thread (#2137)

* perf: use auto chunks and a single dask thread

* Update config.default.yaml

* [pypsa-bot] run `generate-config`

- `pixi run generate-config`

* Update release_notes.rst

---------

Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 config/config.default.yaml              |  2 +-
 config/schema.default.json              |  4 ++--
 doc/release_notes.rst                   |  2 ++
 scripts/_helpers.py                     | 22 +++++++++++++++++++---
 scripts/build_daily_heat_demand.py      |  7 +++----
 scripts/build_hac_features.py           |  9 +++------
 scripts/build_line_rating.py            |  8 ++------
 scripts/build_renewable_profiles.py     | 16 ++++++++--------
 scripts/build_solar_thermal_profiles.py |  7 +++----
 scripts/build_temperature_profiles.py   |  9 ++++-----
 scripts/lib/validation/config/atlite.py |  2 +-
 11 files changed, 48 insertions(+), 40 deletions(-)

diff --git a/config/config.default.yaml b/config/config.default.yaml
index c74c15dd6..146429bbc 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -187,7 +187,7 @@ electricity:
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#atlite
 atlite:
   default_cutout: "europe-2013-sarah3-era5"
-  nprocesses: 16
+  nprocesses: 1
   show_progress: false
   plot_availability_matrix: false
   cutouts:
diff --git a/config/schema.default.json b/config/schema.default.json
index bf9786194..0468c3319 100644
--- a/config/schema.default.json
+++ b/config/schema.default.json
@@ -175,7 +175,7 @@
           "description": "Defines a default cutout. Can refer to a single cutout or a list of cutouts."
         },
         "nprocesses": {
-          "default": 16,
+          "default": 1,
           "description": "Number of parallel processes in cutout preparation.",
           "type": "integer"
         },
@@ -8787,7 +8787,7 @@
           "description": "Defines a default cutout. Can refer to a single cutout or a list of cutouts."
         },
         "nprocesses": {
-          "default": 16,
+          "default": 1,
           "description": "Number of parallel processes in cutout preparation.",
           "type": "integer"
         },
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index c8cc618f4..305e48949 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -18,6 +18,8 @@ Release Notes
 
 * feat: Add options for carrier specific load shedding and load sinks configurable via `load_shedding` and `load_sinks` respectively (https://github.com/PyPSA/pypsa-eur/pull/2105).
 
+* perf: Optimize dask settings for computing weather-dependent profiles (https://github.com/PyPSA/pypsa-eur/pull/2137).
+
 PyPSA-Eur v2026.02.0 (18th February 2026)
 =========================================
 
diff --git a/scripts/_helpers.py b/scripts/_helpers.py
index ad314aab2..4f76c288a 100644
--- a/scripts/_helpers.py
+++ b/scripts/_helpers.py
@@ -2,6 +2,7 @@
 #
 # SPDX-License-Identifier: MIT
 
+import atexit
 import contextlib
 import copy
 import logging
@@ -12,6 +13,7 @@
 from functools import partial, wraps
 from pathlib import Path
 from tempfile import NamedTemporaryFile
+from typing import Literal
 
 import atlite
 import fiona
@@ -21,6 +23,7 @@
 import requests
 import xarray as xr
 import yaml
+from dask.distributed import Client, LocalCluster
 from snakemake.utils import update_config
 from tqdm import tqdm
 
@@ -1025,7 +1028,9 @@ def rename_techs(label: str) -> str:
 
 
 def load_cutout(
-    cutout_files: str | list[str], time: None | pd.DatetimeIndex = None
+    cutout_files: str | list[str],
+    time: None | pd.DatetimeIndex = None,
+    chunks: Literal["auto"] | dict | None = "auto",
 ) -> atlite.Cutout:
     """
     Load and optionally combine multiple cutout files.
@@ -1044,9 +1049,9 @@ def load_cutout(
         Merged cutout with optional time selection applied.
     """
     if isinstance(cutout_files, str):
-        cutout = atlite.Cutout(cutout_files)
+        cutout = atlite.Cutout(cutout_files, chunks=chunks)
     elif isinstance(cutout_files, list):
-        cutout_da = [atlite.Cutout(c).data for c in cutout_files]
+        cutout_da = [atlite.Cutout(c, chunks=chunks).data for c in cutout_files]
         combined_data = xr.concat(cutout_da, dim="time", data_vars="minimal")
         cutout = atlite.Cutout(NamedTemporaryFile().name, data=combined_data)
 
@@ -1056,6 +1061,17 @@ def load_cutout(
     return cutout
 
 
+def setup_dask(nprocesses: int) -> dict:
+    if nprocesses > 1:
+        cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
+        client = Client(cluster, asynchronous=True)
+        atexit.register(client.shutdown)
+    else:
+        client = None
+
+    return dict(scheduler=client)
+
+
 def load_costs(cost_file: str) -> pd.DataFrame:
     """
     Load prepared cost data from CSV.
diff --git a/scripts/build_daily_heat_demand.py b/scripts/build_daily_heat_demand.py
index 2ff6f73d4..21791ab06 100644
--- a/scripts/build_daily_heat_demand.py
+++ b/scripts/build_daily_heat_demand.py
@@ -19,13 +19,13 @@
 import geopandas as gpd
 import numpy as np
 import xarray as xr
-from dask.distributed import Client, LocalCluster
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -43,8 +43,7 @@
     set_scenario_config(snakemake)
 
     nprocesses = int(snakemake.threads)
-    cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-    client = Client(cluster, asynchronous=True)
+    dask_kwargs = setup_dask(nprocesses)
 
     cutout_name = snakemake.input.cutout
 
@@ -71,7 +70,7 @@
     heat_demand = cutout.heat_demand(
         matrix=M.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     ).sel(time=daily)
 
diff --git a/scripts/build_hac_features.py b/scripts/build_hac_features.py
index 82c4d4e57..9d936cfae 100644
--- a/scripts/build_hac_features.py
+++ b/scripts/build_hac_features.py
@@ -9,13 +9,13 @@
 
 import geopandas as gpd
 from atlite.aggregate import aggregate_matrix
-from dask.distributed import Client
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -31,10 +31,7 @@
     params = snakemake.params
     nprocesses = int(snakemake.threads)
 
-    if nprocesses > 1:
-        client = Client(n_workers=nprocesses, threads_per_worker=1)
-    else:
-        client = None
+    dask_kwargs = setup_dask(nprocesses)
 
     time = get_snapshots(params.snapshots, params.drop_leap_day)
 
@@ -47,6 +44,6 @@
         aggregate_matrix, matrix=I, index=regions.index
     )
 
-    ds = ds.load(scheduler=client)
+    ds = ds.load(**dask_kwargs)
 
     ds.to_netcdf(snakemake.output[0])
diff --git a/scripts/build_line_rating.py b/scripts/build_line_rating.py
index 2d15f7113..82b7b1c03 100755
--- a/scripts/build_line_rating.py
+++ b/scripts/build_line_rating.py
@@ -33,7 +33,6 @@
 import numpy as np
 import pypsa
 import xarray as xr
-from dask.distributed import Client
 from shapely.geometry import LineString as Line
 from shapely.geometry import Point
 
@@ -42,6 +41,7 @@
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -144,11 +144,7 @@ def calculate_line_rating(
     nprocesses = int(snakemake.threads)
     show_progress = not snakemake.config["run"].get("disable_progressbar", True)
     show_progress = show_progress and snakemake.config["atlite"]["show_progress"]
-    if nprocesses > 1:
-        client = Client(n_workers=nprocesses, threads_per_worker=1)
-    else:
-        client = None
-    dask_kwargs = {"scheduler": client}
+    dask_kwargs = setup_dask(nprocesses)
 
     n = pypsa.Network(snakemake.input.base_network)
     time = get_snapshots(snakemake.params.snapshots, snakemake.params.drop_leap_day)
diff --git a/scripts/build_renewable_profiles.py b/scripts/build_renewable_profiles.py
index 1f740f5c3..0ea3119dc 100644
--- a/scripts/build_renewable_profiles.py
+++ b/scripts/build_renewable_profiles.py
@@ -97,13 +97,13 @@
 import pandas as pd
 import xarray as xr
 from atlite.gis import ExclusionContainer
-from dask.distributed import Client
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 from scripts.build_shapes import _simplify_polys
 
@@ -140,10 +140,7 @@
     if correction_factor != 1.0:
         logger.info(f"correction_factor is set as {correction_factor}")
 
-    if nprocesses > 1:
-        client = Client(n_workers=nprocesses, threads_per_worker=1)
-    else:
-        client = None
+    dask_kwargs = setup_dask(nprocesses)
 
     sns = get_snapshots(snakemake.params.snapshots, snakemake.params.drop_leap_day)
 
@@ -173,15 +170,17 @@
     )
 
     func = getattr(cutout, resource.pop("method"))
-    if client is not None:
-        resource["dask_kwargs"] = {"scheduler": client}
 
     logger.info(
         f"Calculate average capacity factor per grid cell for technology {technology}..."
     )
     start = time.time()
 
-    capacity_factor = correction_factor * func(capacity_factor=True, **resource)
+    capacity_factor = correction_factor * func(
+        capacity_factor=True,
+        dask_kwargs=dask_kwargs,
+        **resource,
+    )
 
     duration = time.time() - start
     logger.info(
@@ -265,6 +264,7 @@
             index=matrix.indexes["bus_bin"],
             per_unit=True,
             return_capacity=False,
+            dask_kwargs=dask_kwargs,
             **resource,
         )
         profile = profile.unstack("bus_bin")
diff --git a/scripts/build_solar_thermal_profiles.py b/scripts/build_solar_thermal_profiles.py
index 8e0b845ce..5d4fef2b5 100644
--- a/scripts/build_solar_thermal_profiles.py
+++ b/scripts/build_solar_thermal_profiles.py
@@ -16,13 +16,13 @@
 import geopandas as gpd
 import numpy as np
 import xarray as xr
-from dask.distributed import Client, LocalCluster
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -36,8 +36,7 @@
     set_scenario_config(snakemake)
 
     nprocesses = int(snakemake.threads)
-    cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-    client = Client(cluster, asynchronous=True)
+    dask_kwargs = setup_dask(nprocesses)
 
     config = snakemake.params.solar_thermal
     config.pop("cutout", None)
@@ -65,7 +64,7 @@
         **config,
         matrix=M_tilde.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     )
 
diff --git a/scripts/build_temperature_profiles.py b/scripts/build_temperature_profiles.py
index f642578e2..4e351f0e0 100644
--- a/scripts/build_temperature_profiles.py
+++ b/scripts/build_temperature_profiles.py
@@ -18,13 +18,13 @@
 import geopandas as gpd
 import numpy as np
 import xarray as xr
-from dask.distributed import Client, LocalCluster
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -41,8 +41,7 @@
     set_scenario_config(snakemake)
 
     nprocesses = int(snakemake.threads)
-    cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-    client = Client(cluster, asynchronous=True)
+    dask_kwargs = setup_dask(nprocesses)
 
     time = get_snapshots(snakemake.params.snapshots, snakemake.params.drop_leap_day)
 
@@ -66,7 +65,7 @@
     temp_air = cutout.temperature(
         matrix=M_tilde.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     )
 
@@ -75,7 +74,7 @@
     temp_soil = cutout.soil_temperature(
         matrix=M_tilde.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     )
 
diff --git a/scripts/lib/validation/config/atlite.py b/scripts/lib/validation/config/atlite.py
index 61b101e12..0ced91c91 100644
--- a/scripts/lib/validation/config/atlite.py
+++ b/scripts/lib/validation/config/atlite.py
@@ -114,7 +114,7 @@ class AtliteConfig(BaseModel):
         description="Defines a default cutout. Can refer to a single cutout or a list of cutouts.",
     )
     nprocesses: int = Field(
-        16,
+        1,
         description="Number of parallel processes in cutout preparation.",
     )
     show_progress: bool = Field(

From 22c92a8b18f02c62c2128f30d771006c4411a74f Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 13 Apr 2026 17:14:39 +0200
Subject: [PATCH 030/124] [pre-commit.ci] pre-commit autoupdate (#2134)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.14.10 → v0.15.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.10...v0.15.9)
- [github.com/codespell-project/codespell: v2.4.1 → v2.4.2](https://github.com/codespell-project/codespell/compare/v2.4.1...v2.4.2)
- [github.com/macisamuele/language-formatters-pre-commit-hooks: v2.15.0 → v2.16.0](https://github.com/macisamuele/language-formatters-pre-commit-hooks/compare/v2.15.0...v2.16.0)
- [github.com/snakemake/snakefmt: v0.11.2 → v1.0.0](https://github.com/snakemake/snakefmt/compare/v0.11.2...v1.0.0)

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix: pre-commit

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: lkstrp <lkstrp@pm.me>
---
 .pre-commit-config.yaml             |   8 +-
 Snakefile                           |  14 +-
 rules/build_electricity.smk         | 392 ++++++-------
 rules/build_sector.smk              | 872 ++++++++++++++--------------
 rules/collect.smk                   |  32 +-
 rules/development.smk               |  72 +--
 rules/postprocess.smk               | 278 ++++-----
 rules/retrieve.smk                  | 348 +++++------
 rules/solve_electricity.smk         |  42 +-
 rules/solve_myopic.smk              | 104 ++--
 rules/solve_overnight.smk           |  30 +-
 rules/solve_perfect.smk             |  90 +--
 scripts/build_biomass_potentials.py |   8 +-
 scripts/build_gas_network.py        |   6 +-
 scripts/build_retro_cost.py         |   8 +-
 scripts/build_tyndp_network.py      |  12 +-
 scripts/clean_osm_data.py           |  12 +-
 scripts/cluster_gas_network.py      |   6 +-
 scripts/make_network_comparison.py  |   8 +-
 scripts/plot_hydrogen_network.py    |   8 +-
 scripts/solve_network.py            |   6 +-
 test/test_data_versions_layer.py    |  24 +-
 22 files changed, 1201 insertions(+), 1179 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 83334d47a..04e342318 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
 # Run ruff to lint and format
 - repo: https://github.com/astral-sh/ruff-pre-commit
   # Ruff version.
-  rev: v0.14.10
+  rev: v0.15.9
   hooks:
     # Run the linter.
   - id: ruff
@@ -26,7 +26,7 @@ repos:
 
   # Find common spelling mistakes in comments and docstrings
 - repo: https://github.com/codespell-project/codespell
-  rev: v2.4.1
+  rev: v2.4.2
   hooks:
   - id: codespell
     args: ['--ignore-regex="(\b[A-Z]+\b)"', '--ignore-words-list=fom,appartment,bage,ore,setis,tabacco,berfore,vor,pris,bund,ons'] # Ignore capital case words, e.g. country codes
@@ -43,7 +43,7 @@ repos:
 
   # YAML formatting
 - repo: https://github.com/macisamuele/language-formatters-pre-commit-hooks
-  rev: v2.15.0
+  rev: v2.16.0
   hooks:
   - id: pretty-format-yaml
     exclude: (\.lock\.yaml)$
@@ -51,7 +51,7 @@ repos:
 
   # Format Snakemake rule / workflow files
 - repo: https://github.com/snakemake/snakefmt
-  rev: v0.11.2
+  rev: v1.0.0
   hooks:
   - id: snakefmt
 
diff --git a/Snakefile b/Snakefile
index 337f59e8a..bffdc038a 100644
--- a/Snakefile
+++ b/Snakefile
@@ -92,6 +92,7 @@ if config["foresight"] == "perfect":
 
 
 rule all:
+    default_target: True
     input:
         expand(RESULTS + "graphs/costs.pdf", run=config["run"]["name"]),
         expand(resources("maps/power-network.pdf"), run=config["run"]["name"]),
@@ -222,7 +223,6 @@ rule all:
         ),
         lambda w: balance_map_paths("static", w),
         lambda w: balance_map_paths("interactive", w),
-    default_target: True
 
 
 rule create_scenarios:
@@ -273,8 +273,6 @@ rule dump_graph_config:
 
 rule rulegraph:
     """Generates Rule DAG in DOT, PDF, PNG, and SVG formats using the final configuration."""
-    message:
-        "Creating RULEGRAPH dag in multiple formats using the final configuration."
     input:
         config_file=rules.dump_graph_config.output.config_file,
     output:
@@ -282,6 +280,8 @@ rule rulegraph:
         pdf=resources("dag_rulegraph.pdf"),
         png=resources("dag_rulegraph.png"),
         svg=resources("dag_rulegraph.svg"),
+    message:
+        "Creating RULEGRAPH dag in multiple formats using the final configuration."
     shell:
         r"""
         # Generate DOT file using nested snakemake with the dumped final config
@@ -310,8 +310,6 @@ rule rulegraph:
 
 rule filegraph:
     """Generates File DAG in DOT, PDF, PNG, and SVG formats using the final configuration."""
-    message:
-        "Creating FILEGRAPH dag in multiple formats using the final configuration."
     input:
         config_file=rules.dump_graph_config.output.config_file,
     output:
@@ -319,6 +317,8 @@ rule filegraph:
         pdf=resources("dag_filegraph.pdf"),
         png=resources("dag_filegraph.png"),
         svg=resources("dag_filegraph.svg"),
+    message:
+        "Creating FILEGRAPH dag in multiple formats using the final configuration."
     shell:
         r"""
         # Generate DOT file using nested snakemake with the dumped final config
@@ -345,10 +345,10 @@ rule filegraph:
 
 
 rule doc:
-    message:
-        "Build documentation."
     output:
         directory("doc/_build"),
+    message:
+        "Build documentation."
     shell:
         "pixi run build-docs {output} html"
 
diff --git a/rules/build_electricity.smk b/rules/build_electricity.smk
index 873997200..bb6c4d270 100755
--- a/rules/build_electricity.smk
+++ b/rules/build_electricity.smk
@@ -4,13 +4,6 @@
 
 
 rule build_electricity_demand:
-    message:
-        "Building electricity demand time series"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        countries=config_provider("countries"),
-        load=config_provider("load"),
     input:
         opsd=rules.retrieve_electricity_demand_opsd.output["csv"],
         neso=rules.retrieve_electricity_demand_neso.output["csv"],
@@ -28,18 +21,18 @@ rule build_electricity_demand:
         benchmarks("build_electricity_demand")
     resources:
         mem_mb=5000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        countries=config_provider("countries"),
+        load=config_provider("load"),
+    message:
+        "Building electricity demand time series"
     script:
         scripts("build_electricity_demand.py")
 
 
 rule build_powerplants:
-    message:
-        "Building powerplant list for {wildcards.clusters} clusters"
-    params:
-        powerplants_filter=config_provider("electricity", "powerplants_filter"),
-        custom_powerplants=config_provider("electricity", "custom_powerplants"),
-        everywhere_powerplants=config_provider("electricity", "everywhere_powerplants"),
-        countries=config_provider("countries"),
     input:
         network=resources("networks/base_s_{clusters}.nc"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
@@ -55,6 +48,13 @@ rule build_powerplants:
     threads: 1
     resources:
         mem_mb=7000,
+    params:
+        powerplants_filter=config_provider("electricity", "powerplants_filter"),
+        custom_powerplants=config_provider("electricity", "custom_powerplants"),
+        everywhere_powerplants=config_provider("electricity", "everywhere_powerplants"),
+        countries=config_provider("countries"),
+    message:
+        "Building powerplant list for {wildcards.clusters} clusters"
     script:
         scripts("build_powerplants.py")
 
@@ -78,17 +78,6 @@ def input_base_network(w):
 
 
 rule base_network:
-    message:
-        "Building base network"
-    params:
-        countries=config_provider("countries"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        lines=config_provider("lines"),
-        links=config_provider("links"),
-        transformers=config_provider("transformers"),
-        clustering=config_provider("clustering", "mode"),
-        admin_levels=config_provider("clustering", "administrative"),
     input:
         unpack(input_base_network),
         nuts3_shapes=resources("nuts3_shapes.geojson"),
@@ -107,13 +96,22 @@ rule base_network:
     threads: 4
     resources:
         mem_mb=2000,
+    params:
+        countries=config_provider("countries"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        lines=config_provider("lines"),
+        links=config_provider("links"),
+        transformers=config_provider("transformers"),
+        clustering=config_provider("clustering", "mode"),
+        admin_levels=config_provider("clustering", "administrative"),
+    message:
+        "Building base network"
     script:
         scripts("base_network.py")
 
 
 rule build_osm_boundaries:
-    message:
-        "Building OSM boundaries for {wildcards.country}"
     input:
         json=f"{OSM_BOUNDARIES_DATASET['folder']}/{{country}}_adm1.json",
         eez=ancient(rules.retrieve_eez.output["gpkg"]),
@@ -124,21 +122,13 @@ rule build_osm_boundaries:
     threads: 1
     resources:
         mem_mb=1500,
+    message:
+        "Building OSM boundaries for {wildcards.country}"
     script:
         scripts("build_osm_boundaries.py")
 
 
 rule build_bidding_zones:
-    message:
-        "Building bidding zones"
-    params:
-        countries=config_provider("countries"),
-        remove_islands=config_provider(
-            "clustering", "build_bidding_zones", "remove_islands"
-        ),
-        aggregate_to_tyndp=config_provider(
-            "clustering", "build_bidding_zones", "aggregate_to_tyndp"
-        ),
     input:
         bidding_zones_entsoepy=f"{BIDDING_ZONES_ENTSOEPY_DATASET['folder']}/bidding_zones_entsoepy.geojson",
         bidding_zones_electricitymaps=f"{BIDDING_ZONES_ELECTRICITYMAPS_DATASET['folder']}/bidding_zones_electricitymaps.geojson",
@@ -149,16 +139,21 @@ rule build_bidding_zones:
     threads: 1
     resources:
         mem_mb=1500,
+    params:
+        countries=config_provider("countries"),
+        remove_islands=config_provider(
+            "clustering", "build_bidding_zones", "remove_islands"
+        ),
+        aggregate_to_tyndp=config_provider(
+            "clustering", "build_bidding_zones", "aggregate_to_tyndp"
+        ),
+    message:
+        "Building bidding zones"
     script:
         scripts("build_bidding_zones.py")
 
 
 rule build_shapes:
-    message:
-        "Building geographical shapes"
-    params:
-        config_provider("clustering", "mode"),
-        countries=config_provider("countries"),
     input:
         eez=ancient(rules.retrieve_eez.output["gpkg"]),
         nuts3_2021=rules.retrieve_eu_nuts_2021.output["shapes_level_3"],
@@ -187,6 +182,11 @@ rule build_shapes:
     threads: 1
     resources:
         mem_mb=1500,
+    params:
+        config_provider("clustering", "mode"),
+        countries=config_provider("countries"),
+    message:
+        "Building geographical shapes"
     script:
         scripts("build_shapes.py")
 
@@ -194,10 +194,6 @@ rule build_shapes:
 if CUTOUT_DATASET["source"] in ["build"]:
 
     rule build_cutout:
-        message:
-            "Building cutout data for {wildcards.cutout}"
-        params:
-            cutouts=config_provider("atlite", "cutouts"),
         output:
             cutout=CUTOUT_DATASET["folder"] / "{cutout}.nc",
         log:
@@ -207,13 +203,15 @@ if CUTOUT_DATASET["source"] in ["build"]:
         threads: config["atlite"].get("nprocesses", 4)
         resources:
             mem_mb=config["atlite"].get("nprocesses", 4) * 1000,
+        params:
+            cutouts=config_provider("atlite", "cutouts"),
+        message:
+            "Building cutout data for {wildcards.cutout}"
         script:
             scripts("build_cutout.py")
 
 
 rule build_ship_raster:
-    message:
-        "Building ship density raster"
     input:
         ship_density=rules.retrieve_ship_raster.output["zip_file"],
         cutout=lambda w: input_cutout(w),
@@ -221,19 +219,17 @@ rule build_ship_raster:
         resources("shipdensity_raster.tif"),
     log:
         logs("build_ship_raster.log"),
-    resources:
-        mem_mb=5000,
     benchmark:
         benchmarks("build_ship_raster")
+    resources:
+        mem_mb=5000,
+    message:
+        "Building ship density raster"
     script:
         scripts("build_ship_raster.py")
 
 
 rule determine_availability_matrix_MD_UA:
-    message:
-        "Determining availability matrix for {wildcards.clusters} clusters and {wildcards.technology} technology"
-    params:
-        renewable=config_provider("renewable"),
     input:
         copernicus=rules.download_copernicus_land_cover.output["tif"],
         wdpa=lambda w: (
@@ -277,6 +273,10 @@ rule determine_availability_matrix_MD_UA:
     threads: config["atlite"].get("nprocesses", 4)
     resources:
         mem_mb=config["atlite"].get("nprocesses", 4) * 5000,
+    params:
+        renewable=config_provider("renewable"),
+    message:
+        "Determining availability matrix for {wildcards.clusters} clusters and {wildcards.technology} technology"
     script:
         scripts("determine_availability_matrix_MD_UA.py")
 
@@ -294,11 +294,6 @@ def input_ua_md_availability_matrix(w):
 
 
 rule determine_availability_matrix:
-    message:
-        "Determining availability matrix for {wildcards.clusters} clusters and {wildcards.technology} technology"
-    params:
-        renewable=config_provider("renewable"),
-        plot_availability_matrix=config_provider("atlite", "plot_availability_matrix"),
     input:
         unpack(input_ua_md_availability_matrix),
         corine=ancient(rules.retrieve_corine.output["tif_file"]),
@@ -346,17 +341,16 @@ rule determine_availability_matrix:
     threads: config["atlite"].get("nprocesses", 4)
     resources:
         mem_mb=config["atlite"].get("nprocesses", 4) * 5000,
+    params:
+        renewable=config_provider("renewable"),
+        plot_availability_matrix=config_provider("atlite", "plot_availability_matrix"),
+    message:
+        "Determining availability matrix for {wildcards.clusters} clusters and {wildcards.technology} technology"
     script:
         scripts("determine_availability_matrix.py")
 
 
 rule build_renewable_profiles:
-    message:
-        "Building renewable profiles for {wildcards.clusters} clusters and {wildcards.technology} technology"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        renewable=config_provider("renewable"),
     input:
         availability_matrix=resources("availability_matrix_{clusters}_{technology}.nc"),
         offshore_shapes=resources("offshore_shapes.geojson"),
@@ -376,20 +370,22 @@ rule build_renewable_profiles:
         logs("build_renewable_profile_{clusters}_{technology}.log"),
     benchmark:
         benchmarks("build_renewable_profile_{clusters}_{technology}")
+    wildcard_constraints:
+        technology="(?!hydro).*",  # Any technology other than hydro
     threads: config["atlite"].get("nprocesses", 4)
     resources:
         mem_mb=config["atlite"].get("nprocesses", 4) * 5000,
-    wildcard_constraints:
-        technology="(?!hydro).*",  # Any technology other than hydro
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        renewable=config_provider("renewable"),
+    message:
+        "Building renewable profiles for {wildcards.clusters} clusters and {wildcards.technology} technology"
     script:
         scripts("build_renewable_profiles.py")
 
 
 rule build_co2_prices:
-    message:
-        "Building CO2 price time series"
-    params:
-        rolling_window=config_provider("costs", "emission_prices", "rolling_window"),
     input:
         csv=rules.retrieve_co2_prices.output["csv"],
     output:
@@ -401,15 +397,15 @@ rule build_co2_prices:
     threads: 1
     resources:
         mem_mb=5000,
+    params:
+        rolling_window=config_provider("costs", "emission_prices", "rolling_window"),
+    message:
+        "Building CO2 price time series"
     script:
         scripts("build_co2_prices.py")
 
 
 rule build_fossil_fuel_prices:
-    message:
-        "Building fossil fuel price time series"
-    params:
-        rolling_window=config_provider("conventional", "fuel_price_rolling_window"),
     input:
         fuel_price_raw=rules.retrieve_worldbank_commodity_prices.output["xlsx"],
     output:
@@ -421,6 +417,10 @@ rule build_fossil_fuel_prices:
     threads: 1
     resources:
         mem_mb=5000,
+    params:
+        rolling_window=config_provider("conventional", "fuel_price_rolling_window"),
+    message:
+        "Building fossil fuel price time series"
     script:
         scripts("build_monthly_prices.py")
 
@@ -446,13 +446,6 @@ if COUNTRY_RUNOFF_DATASET["source"] == "build":
 
 
 rule build_hydro_profile:
-    message:
-        "Building hydropower profile"
-    params:
-        hydro=config_provider("renewable", "hydro"),
-        countries=config_provider("countries"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         country_shapes=resources("country_shapes.geojson"),
         eia_hydro_generation="data/eia_hydro_annual_generation.csv",
@@ -469,16 +462,18 @@ rule build_hydro_profile:
         benchmarks("build_hydro_profile")
     resources:
         mem_mb=5000,
+    params:
+        hydro=config_provider("renewable", "hydro"),
+        countries=config_provider("countries"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Building hydropower profile"
     script:
         scripts("build_hydro_profile.py")
 
 
 rule build_line_rating:
-    message:
-        "Building dynamic line ratings"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         base_network=resources("networks/base.nc"),
         cutout=lambda w: input_cutout(
@@ -493,17 +488,16 @@ rule build_line_rating:
     threads: config["atlite"].get("nprocesses", 4)
     resources:
         mem_mb=config["atlite"].get("nprocesses", 4) * 1000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Building dynamic line ratings"
     script:
         scripts("build_line_rating.py")
 
 
 rule build_transmission_projects:
-    message:
-        "Building transmission projects"
-    params:
-        transmission_projects=config_provider("transmission_projects"),
-        line_factor=config_provider("lines", "length_factor"),
-        s_max_pu=config_provider("lines", "s_max_pu"),
     input:
         base_network=resources("networks/base.nc"),
         offshore_shapes=resources("offshore_shapes.geojson"),
@@ -525,20 +519,20 @@ rule build_transmission_projects:
         logs("build_transmission_projects.log"),
     benchmark:
         benchmarks("build_transmission_projects")
+    threads: 1
     resources:
         mem_mb=4000,
-    threads: 1
+    params:
+        transmission_projects=config_provider("transmission_projects"),
+        line_factor=config_provider("lines", "length_factor"),
+        s_max_pu=config_provider("lines", "s_max_pu"),
+    message:
+        "Building transmission projects"
     script:
         scripts("build_transmission_projects.py")
 
 
 rule add_transmission_projects_and_dlr:
-    message:
-        "Adding transmission projects and dynamic line ratings"
-    params:
-        transmission_projects=config_provider("transmission_projects"),
-        dlr=config_provider("lines", "dynamic_line_rating"),
-        s_max_pu=config_provider("lines", "s_max_pu"),
     input:
         network=resources("networks/base.nc"),
         dlr=lambda w: (
@@ -566,6 +560,12 @@ rule add_transmission_projects_and_dlr:
     threads: 1
     resources:
         mem_mb=4000,
+    params:
+        transmission_projects=config_provider("transmission_projects"),
+        dlr=config_provider("lines", "dynamic_line_rating"),
+        s_max_pu=config_provider("lines", "s_max_pu"),
+    message:
+        "Adding transmission projects and dynamic line ratings"
     script:
         scripts("add_transmission_projects_and_dlr.py")
 
@@ -581,11 +581,6 @@ def input_class_regions(w):
 
 
 rule build_electricity_demand_base:
-    message:
-        "Building electricity demand time series for base network"
-    params:
-        distribution_key=config_provider("load", "distribution_key"),
-        substation_only=config_provider("load", "substation_only"),
     input:
         base_network=resources("networks/base_s.nc"),
         regions=resources("regions_onshore_base_s.geojson"),
@@ -602,17 +597,16 @@ rule build_electricity_demand_base:
         benchmarks("build_electricity_demand_base_s")
     resources:
         mem_mb=5000,
+    params:
+        distribution_key=config_provider("load", "distribution_key"),
+        substation_only=config_provider("load", "substation_only"),
+    message:
+        "Building electricity demand time series for base network"
     script:
         scripts("build_electricity_demand_base.py")
 
 
 rule build_hac_features:
-    message:
-        "Aggregate all rastered cutout data to base regions Voronoi cells."
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        features=config_provider("clustering", "cluster_network", "hac_features"),
     input:
         cutout=lambda w: input_cutout(w),
         regions=resources("regions_onshore_base_s.geojson"),
@@ -625,14 +619,17 @@ rule build_hac_features:
     threads: config["atlite"].get("nprocesses", 4)
     resources:
         mem_mb=10000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        features=config_provider("clustering", "cluster_network", "hac_features"),
+    message:
+        "Aggregate all rastered cutout data to base regions Voronoi cells."
     script:
         scripts("build_hac_features.py")
 
 
 rule process_cost_data:
-    params:
-        costs=config_provider("costs"),
-        max_hours=config_provider("electricity", "max_hours"),
     input:
         network=resources("networks/base_s.nc"),
         costs=rules.retrieve_cost_data.output["costs"],
@@ -646,24 +643,14 @@ rule process_cost_data:
     threads: 1
     resources:
         mem_mb=4000,
+    params:
+        costs=config_provider("costs"),
+        max_hours=config_provider("electricity", "max_hours"),
     script:
         scripts("process_cost_data.py")
 
 
 rule simplify_network:
-    message:
-        "Simplifying network"
-    params:
-        countries=config_provider("countries"),
-        mode=config_provider("clustering", "mode"),
-        administrative=config_provider("clustering", "administrative"),
-        simplify_network=config_provider("clustering", "simplify_network"),
-        cluster_network=config_provider("clustering", "cluster_network"),
-        aggregation_strategies=config_provider(
-            "clustering", "aggregation_strategies", default={}
-        ),
-        p_max_pu=config_provider("links", "p_max_pu", default=1.0),
-        p_min_pu=config_provider("links", "p_min_pu", default=-1.0),
     input:
         network=resources("networks/base_extended.nc"),
         regions_onshore=resources("regions_onshore.geojson"),
@@ -681,6 +668,19 @@ rule simplify_network:
     threads: 1
     resources:
         mem_mb=12000,
+    params:
+        countries=config_provider("countries"),
+        mode=config_provider("clustering", "mode"),
+        administrative=config_provider("clustering", "administrative"),
+        simplify_network=config_provider("clustering", "simplify_network"),
+        cluster_network=config_provider("clustering", "cluster_network"),
+        aggregation_strategies=config_provider(
+            "clustering", "aggregation_strategies", default={}
+        ),
+        p_max_pu=config_provider("links", "p_max_pu", default=1.0),
+        p_min_pu=config_provider("links", "p_min_pu", default=-1.0),
+    message:
+        "Simplifying network"
     script:
         scripts("simplify_network.py")
 
@@ -708,25 +708,6 @@ def input_custom_busmap(w):
 
 
 rule cluster_network:
-    message:
-        "Clustering network to {wildcards.clusters} clusters"
-    params:
-        countries=config_provider("countries"),
-        mode=config_provider("clustering", "mode"),
-        administrative=config_provider("clustering", "administrative"),
-        cluster_network=config_provider("clustering", "cluster_network"),
-        aggregation_strategies=config_provider(
-            "clustering", "aggregation_strategies", default={}
-        ),
-        focus_weights=config_provider("clustering", "focus_weights", default=None),
-        renewable_carriers=config_provider("electricity", "renewable_carriers"),
-        conventional_carriers=config_provider(
-            "electricity", "conventional_carriers", default=[]
-        ),
-        max_hours=config_provider("electricity", "max_hours"),
-        length_factor=config_provider("lines", "length_factor"),
-        cluster_mode=config_provider("clustering", "mode"),
-        copperplate_regions=config_provider("clustering", "copperplate_regions"),
     input:
         unpack(input_custom_busmap),
         network=resources("networks/base_s.nc"),
@@ -758,6 +739,25 @@ rule cluster_network:
     threads: 1
     resources:
         mem_mb=10000,
+    params:
+        countries=config_provider("countries"),
+        mode=config_provider("clustering", "mode"),
+        administrative=config_provider("clustering", "administrative"),
+        cluster_network=config_provider("clustering", "cluster_network"),
+        aggregation_strategies=config_provider(
+            "clustering", "aggregation_strategies", default={}
+        ),
+        focus_weights=config_provider("clustering", "focus_weights", default=None),
+        renewable_carriers=config_provider("electricity", "renewable_carriers"),
+        conventional_carriers=config_provider(
+            "electricity", "conventional_carriers", default=[]
+        ),
+        max_hours=config_provider("electricity", "max_hours"),
+        length_factor=config_provider("lines", "length_factor"),
+        cluster_mode=config_provider("clustering", "mode"),
+        copperplate_regions=config_provider("clustering", "copperplate_regions"),
+    message:
+        "Clustering network to {wildcards.clusters} clusters"
     script:
         scripts("cluster_network.py")
 
@@ -788,24 +788,6 @@ def input_conventional(w):
 
 
 rule add_electricity:
-    message:
-        "Adding electricity to network with {wildcards.clusters} clusters"
-    params:
-        line_length_factor=config_provider("lines", "length_factor"),
-        link_length_factor=config_provider("links", "length_factor"),
-        scaling_factor=config_provider("load", "scaling_factor"),
-        countries=config_provider("countries"),
-        snapshots=config_provider("snapshots"),
-        renewable=config_provider("renewable"),
-        electricity=config_provider("electricity"),
-        conventional=config_provider("conventional"),
-        foresight=config_provider("foresight"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        consider_efficiency_classes=config_provider(
-            "clustering", "consider_efficiency_classes"
-        ),
-        aggregation_strategies=config_provider("clustering", "aggregation_strategies"),
-        exclude_carriers=config_provider("clustering", "exclude_carriers"),
     input:
         unpack(input_profile_tech),
         unpack(input_class_regions),
@@ -834,27 +816,29 @@ rule add_electricity:
     threads: 1
     resources:
         mem_mb=10000,
+    params:
+        line_length_factor=config_provider("lines", "length_factor"),
+        link_length_factor=config_provider("links", "length_factor"),
+        scaling_factor=config_provider("load", "scaling_factor"),
+        countries=config_provider("countries"),
+        snapshots=config_provider("snapshots"),
+        renewable=config_provider("renewable"),
+        electricity=config_provider("electricity"),
+        conventional=config_provider("conventional"),
+        foresight=config_provider("foresight"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        consider_efficiency_classes=config_provider(
+            "clustering", "consider_efficiency_classes"
+        ),
+        aggregation_strategies=config_provider("clustering", "aggregation_strategies"),
+        exclude_carriers=config_provider("clustering", "exclude_carriers"),
+    message:
+        "Adding electricity to network with {wildcards.clusters} clusters"
     script:
         scripts("add_electricity.py")
 
 
 rule prepare_network:
-    message:
-        "Preparing network for model with {wildcards.clusters} clusters and options {wildcards.opts}"
-    params:
-        time_resolution=config_provider("clustering", "temporal", "resolution_elec"),
-        links=config_provider("links"),
-        lines=config_provider("lines"),
-        co2base=config_provider("electricity", "co2base"),
-        co2limit_enable=config_provider("electricity", "co2limit_enable", default=False),
-        co2limit=config_provider("electricity", "co2limit"),
-        gaslimit_enable=config_provider("electricity", "gaslimit_enable", default=False),
-        gaslimit=config_provider("electricity", "gaslimit"),
-        emission_prices=config_provider("costs", "emission_prices"),
-        adjustments=config_provider("adjustments", "electricity"),
-        autarky=config_provider("electricity", "autarky", default={}),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        transmission_limit=config_provider("electricity", "transmission_limit"),
     input:
         resources("networks/base_s_{clusters}_elec.nc"),
         costs=lambda w: resources(
@@ -874,15 +858,27 @@ rule prepare_network:
     threads: 1
     resources:
         mem_mb=4000,
+    params:
+        time_resolution=config_provider("clustering", "temporal", "resolution_elec"),
+        links=config_provider("links"),
+        lines=config_provider("lines"),
+        co2base=config_provider("electricity", "co2base"),
+        co2limit_enable=config_provider("electricity", "co2limit_enable", default=False),
+        co2limit=config_provider("electricity", "co2limit"),
+        gaslimit_enable=config_provider("electricity", "gaslimit_enable", default=False),
+        gaslimit=config_provider("electricity", "gaslimit"),
+        emission_prices=config_provider("costs", "emission_prices"),
+        adjustments=config_provider("adjustments", "electricity"),
+        autarky=config_provider("electricity", "autarky", default={}),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        transmission_limit=config_provider("electricity", "transmission_limit"),
+    message:
+        "Preparing network for model with {wildcards.clusters} clusters and options {wildcards.opts}"
     script:
         scripts("prepare_network.py")
 
 
 rule clean_osm_data:
-    message:
-        "Cleaning raw OSM data for countries: " + ", ".join(config["countries"])
-    params:
-        voltages=config_provider("electricity", "voltages"),
     input:
         cables_way=expand(
             f"{OSM_DATASET['folder']}/{{country}}/cables_way.json",
@@ -921,19 +917,15 @@ rule clean_osm_data:
     threads: 1
     resources:
         mem_mb=4000,
+    params:
+        voltages=config_provider("electricity", "voltages"),
+    message:
+        "Cleaning raw OSM data for countries: " + ", ".join(config["countries"])
     script:
         scripts("clean_osm_data.py")
 
 
 rule build_osm_network:
-    message:
-        "Building OSM network"
-    params:
-        countries=config_provider("countries"),
-        voltages=config_provider("electricity", "voltages"),
-        line_types=config_provider("lines", "types"),
-        under_construction=config_provider("osm_network_release", "under_construction"),
-        remove_after=config_provider("osm_network_release", "remove_after"),
     input:
         substations=resources(f"osm/clean/substations.geojson"),
         substations_polygon=resources(f"osm/clean/substations_polygon.geojson"),
@@ -963,15 +955,19 @@ rule build_osm_network:
     threads: 1
     resources:
         mem_mb=4000,
+    params:
+        countries=config_provider("countries"),
+        voltages=config_provider("electricity", "voltages"),
+        line_types=config_provider("lines", "types"),
+        under_construction=config_provider("osm_network_release", "under_construction"),
+        remove_after=config_provider("osm_network_release", "remove_after"),
+    message:
+        "Building OSM network"
     script:
         scripts("build_osm_network.py")
 
 
 rule build_tyndp_network:
-    message:
-        "Building TYNDP network"
-    params:
-        countries=config_provider("countries"),
     input:
         reference_grid=rules.retrieve_tyndp.output.reference_grid,
         buses=rules.retrieve_tyndp.output.nodes,
@@ -996,5 +992,9 @@ rule build_tyndp_network:
     threads: 1
     resources:
         mem_mb=4000,
+    params:
+        countries=config_provider("countries"),
+    message:
+        "Building TYNDP network"
     script:
         scripts("build_tyndp_network.py")
diff --git a/rules/build_sector.smk b/rules/build_sector.smk
index 45c35281a..59b6540fe 100755
--- a/rules/build_sector.smk
+++ b/rules/build_sector.smk
@@ -4,8 +4,6 @@
 
 
 rule build_population_layouts:
-    message:
-        "Building population layout data (total, urban, rural) from NUTS3 shapes and World Bank statistics"
     input:
         nuts3_shapes=resources("nuts3_shapes.geojson"),
         urban_percent=rules.retrieve_worldbank_urban_population.output["csv"],
@@ -16,18 +14,18 @@ rule build_population_layouts:
         pop_layout_rural=resources("pop_layout_rural.nc"),
     log:
         logs("build_population_layouts.log"),
-    resources:
-        mem_mb=20000,
     benchmark:
         benchmarks("build_population_layouts")
     threads: 8
+    resources:
+        mem_mb=20000,
+    message:
+        "Building population layout data (total, urban, rural) from NUTS3 shapes and World Bank statistics"
     script:
         scripts("build_population_layouts.py")
 
 
 rule build_clustered_population_layouts:
-    message:
-        "Clustering population layouts for {wildcards.clusters} clusters"
     input:
         pop_layout_total=resources("pop_layout_total.nc"),
         pop_layout_urban=resources("pop_layout_urban.nc"),
@@ -38,17 +36,17 @@ rule build_clustered_population_layouts:
         clustered_pop_layout=resources("pop_layout_base_s_{clusters}.csv"),
     log:
         logs("build_clustered_population_layouts_s_{clusters}.log"),
-    resources:
-        mem_mb=10000,
     benchmark:
         benchmarks("build_clustered_population_layouts/s_{clusters}")
+    resources:
+        mem_mb=10000,
+    message:
+        "Clustering population layouts for {wildcards.clusters} clusters"
     script:
         scripts("build_clustered_population_layouts.py")
 
 
 rule build_clustered_solar_rooftop_potentials:
-    message:
-        "Building solar rooftop potentials for {wildcards.clusters} clusters"
     input:
         pop_layout=resources("pop_layout_total.nc"),
         class_regions=resources("regions_by_class_{clusters}_solar.geojson"),
@@ -57,17 +55,17 @@ rule build_clustered_solar_rooftop_potentials:
         potentials=resources("solar_rooftop_potentials_s_{clusters}.csv"),
     log:
         logs("build_clustered_solar_rooftop_potentials_s_{clusters}.log"),
-    resources:
-        mem_mb=10000,
     benchmark:
         benchmarks("build_clustered_solar_rooftop_potentials/s_{clusters}")
+    resources:
+        mem_mb=10000,
+    message:
+        "Building solar rooftop potentials for {wildcards.clusters} clusters"
     script:
         scripts("build_clustered_solar_rooftop_potentials.py")
 
 
 rule build_simplified_population_layouts:
-    message:
-        "Building simplified population layouts for base scenario"
     input:
         pop_layout_total=resources("pop_layout_total.nc"),
         pop_layout_urban=resources("pop_layout_urban.nc"),
@@ -76,36 +74,36 @@ rule build_simplified_population_layouts:
         cutout=lambda w: input_cutout(w),
     output:
         clustered_pop_layout=resources("pop_layout_base_s.csv"),
-    resources:
-        mem_mb=10000,
     log:
         logs("build_simplified_population_layouts_s"),
     benchmark:
         benchmarks("build_simplified_population_layouts/s")
+    resources:
+        mem_mb=10000,
+    message:
+        "Building simplified population layouts for base scenario"
     script:
         scripts("build_clustered_population_layouts.py")
 
 
 rule build_gas_network:
-    message:
-        "Building cleaned gas network from SciGRID-Gas data"
     input:
         gas_network=rules.retrieve_gas_infrastructure_data.output["gas_network"],
     output:
         cleaned_gas_network=resources("gas_network.csv"),
-    resources:
-        mem_mb=4000,
     log:
         logs("build_gas_network.log"),
     benchmark:
         benchmarks("build_gas_network")
+    resources:
+        mem_mb=4000,
+    message:
+        "Building cleaned gas network from SciGRID-Gas data"
     script:
         scripts("build_gas_network.py")
 
 
 rule build_gas_input_locations:
-    message:
-        "Building gas input locations for {wildcards.clusters} clusters"
     input:
         gem="data/gem/Europe-Gas-Tracker-2024-05.xlsx",
         entry=rules.retrieve_gas_infrastructure_data.output["entry"],
@@ -117,41 +115,38 @@ rule build_gas_input_locations:
         gas_input_nodes_simplified=resources(
             "gas_input_locations_s_{clusters}_simplified.csv"
         ),
-    resources:
-        mem_mb=2000,
     log:
         logs("build_gas_input_locations_s_{clusters}.log"),
     benchmark:
         benchmarks("build_gas_input_locations/s_{clusters}")
+    resources:
+        mem_mb=2000,
+    message:
+        "Building gas input locations for {wildcards.clusters} clusters"
     script:
         scripts("build_gas_input_locations.py")
 
 
 rule cluster_gas_network:
-    message:
-        "Clustering gas network for {wildcards.clusters} clusters"
     input:
         cleaned_gas_network=resources("gas_network.csv"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
         regions_offshore=resources("regions_offshore_base_s_{clusters}.geojson"),
     output:
         clustered_gas_network=resources("gas_network_base_s_{clusters}.csv"),
-    resources:
-        mem_mb=4000,
     log:
         logs("cluster_gas_network_{clusters}.log"),
     benchmark:
         benchmarks("cluster_gas_network/s_{clusters}")
+    resources:
+        mem_mb=4000,
+    message:
+        "Clustering gas network for {wildcards.clusters} clusters"
     script:
         scripts("cluster_gas_network.py")
 
 
 rule build_daily_heat_demand:
-    message:
-        "Building daily heat demand profiles for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         pop_layout=resources("pop_layout_total.nc"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
@@ -160,24 +155,23 @@ rule build_daily_heat_demand:
         ),
     output:
         heat_demand=resources("daily_heat_demand_total_base_s_{clusters}.nc"),
-    resources:
-        mem_mb=20000,
-    threads: 8
     log:
         logs("build_daily_heat_demand_total_s_{clusters}.loc"),
     benchmark:
         benchmarks("build_daily_heat_demand/total_s_{clusters}")
+    threads: 8
+    resources:
+        mem_mb=20000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Building daily heat demand profiles for {wildcards.clusters} clusters"
     script:
         scripts("build_daily_heat_demand.py")
 
 
 rule build_hourly_heat_demand:
-    message:
-        "Building hourly heat demand profiles from daily demand for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        sector=config_provider("sector"),
     input:
         heat_profile="data/heat_load_profile_BDEW.csv",
         heat_demand=resources("daily_heat_demand_total_base_s_{clusters}.nc"),
@@ -186,23 +180,24 @@ rule build_hourly_heat_demand:
         heat_dsm_profile=resources(
             "residential_heat_dsm_profile_total_base_s_{clusters}.csv"
         ),
-    resources:
-        mem_mb=2000,
-    threads: 8
     log:
         logs("build_hourly_heat_demand_total_s_{clusters}.loc"),
     benchmark:
         benchmarks("build_hourly_heat_demand/total_s_{clusters}")
+    threads: 8
+    resources:
+        mem_mb=2000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        sector=config_provider("sector"),
+    message:
+        "Building hourly heat demand profiles from daily demand for {wildcards.clusters} clusters"
     script:
         scripts("build_hourly_heat_demand.py")
 
 
 rule build_temperature_profiles:
-    message:
-        "Building temperature profiles for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         pop_layout=resources("pop_layout_total.nc"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
@@ -212,20 +207,43 @@ rule build_temperature_profiles:
     output:
         temp_soil=resources("temp_soil_total_base_s_{clusters}.nc"),
         temp_air=resources("temp_air_total_base_s_{clusters}.nc"),
-    resources:
-        mem_mb=20000,
-    threads: 8
     log:
         logs("build_temperature_profiles_total_s_{clusters}.log"),
     benchmark:
         benchmarks("build_temperature_profiles/total_{clusters}")
+    threads: 8
+    resources:
+        mem_mb=20000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Building temperature profiles for {wildcards.clusters} clusters"
     script:
         scripts("build_temperature_profiles.py")
 
 
 rule build_central_heating_temperature_profiles:
-    message:
-        "Building central heating temperature profiles for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
+    input:
+        temp_air_total=resources("temp_air_total_base_s_{clusters}.nc"),
+        regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
+    output:
+        central_heating_forward_temperature_profiles=resources(
+            "central_heating_forward_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
+        ),
+        central_heating_return_temperature_profiles=resources(
+            "central_heating_return_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
+        ),
+    log:
+        logs(
+            "build_central_heating_temperature_profiles_s_{clusters}_{planning_horizons}.log"
+        ),
+    benchmark:
+        benchmarks(
+            "build_central_heating_temperature_profiles/s_{clusters}_{planning_horizons}"
+        )
+    resources:
+        mem_mb=20000,
     params:
         max_forward_temperature_central_heating_baseyear=config_provider(
             "sector",
@@ -272,54 +290,50 @@ rule build_central_heating_temperature_profiles:
             "relative_annual_temperature_reduction",
         ),
         energy_totals_year=config_provider("energy", "energy_totals_year"),
-    input:
-        temp_air_total=resources("temp_air_total_base_s_{clusters}.nc"),
-        regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
-    output:
-        central_heating_forward_temperature_profiles=resources(
-            "central_heating_forward_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
-        ),
-        central_heating_return_temperature_profiles=resources(
-            "central_heating_return_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
-        ),
-    resources:
-        mem_mb=20000,
-    log:
-        logs(
-            "build_central_heating_temperature_profiles_s_{clusters}_{planning_horizons}.log"
-        ),
-    benchmark:
-        benchmarks(
-            "build_central_heating_temperature_profiles/s_{clusters}_{planning_horizons}"
-        )
+    message:
+        "Building central heating temperature profiles for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_central_heating_temperature_profiles/run.py")
 
 
 rule build_dh_areas:
-    params:
-        handle_missing_countries=config_provider(
-            "sector", "district_heating", "dh_areas", "handle_missing_countries"
-        ),
-        countries=config_provider("countries"),
     input:
         dh_areas=rules.retrieve_dh_areas.output["dh_areas"],
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
     output:
         dh_areas=resources("dh_areas_base_s_{clusters}.geojson"),
-    resources:
-        mem_mb=2000,
     log:
         logs("build_dh_areas_s_{clusters}.log"),
     benchmark:
         benchmarks("build_dh_areas_s/s_{clusters}")
+    resources:
+        mem_mb=2000,
+    params:
+        handle_missing_countries=config_provider(
+            "sector", "district_heating", "dh_areas", "handle_missing_countries"
+        ),
+        countries=config_provider("countries"),
     script:
         scripts("build_dh_areas.py")
 
 
 rule build_geothermal_heat_potential:
-    message:
-        "Building geothermal heat potential estimates for {wildcards.clusters} clusters"
+    input:
+        isi_heat_potentials=rules.retrieve_geothermal_heat_utilisation_potentials.output[
+            "isi_heat_potentials"
+        ],
+        regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
+        lau_regions=rules.retrieve_lau_regions.output["zip"],
+    output:
+        heat_source_power=resources(
+            "heat_source_power_geothermal_base_s_{clusters}.csv"
+        ),
+    log:
+        logs("build_heat_source_potentials_geothermal_s_{clusters}.log"),
+    benchmark:
+        benchmarks("build_heat_source_potentials/geothermal_s_{clusters}")
+    resources:
+        mem_mb=2000,
     params:
         drop_leap_day=config_provider("enable", "drop_leap_day"),
         countries=config_provider("countries"),
@@ -337,29 +351,33 @@ rule build_geothermal_heat_potential:
             "geothermal",
             "ignore_missing_regions",
         ),
+    message:
+        "Building geothermal heat potential estimates for {wildcards.clusters} clusters"
+    script:
+        scripts("build_geothermal_heat_potential.py")
+
+
+rule build_ates_potentials:
     input:
-        isi_heat_potentials=rules.retrieve_geothermal_heat_utilisation_potentials.output[
-            "isi_heat_potentials"
-        ],
+        aquifer_shapes_shp=rules.retrieve_aquifer_data_bgr.output["aquifer_shapes"][0],
+        dh_areas=resources("dh_areas_base_s_{clusters}.geojson"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
-        lau_regions=rules.retrieve_lau_regions.output["zip"],
+        central_heating_forward_temperature_profiles=resources(
+            "central_heating_forward_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
+        ),
+        central_heating_return_temperature_profiles=resources(
+            "central_heating_return_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
+        ),
     output:
-        heat_source_power=resources(
-            "heat_source_power_geothermal_base_s_{clusters}.csv"
+        ates_potentials=resources(
+            "ates_potentials_base_s_{clusters}_{planning_horizons}.csv"
         ),
-    resources:
-        mem_mb=2000,
     log:
-        logs("build_heat_source_potentials_geothermal_s_{clusters}.log"),
+        logs("build_ates_potentials_s_{clusters}_{planning_horizons}.log"),
     benchmark:
-        benchmarks("build_heat_source_potentials/geothermal_s_{clusters}")
-    script:
-        scripts("build_geothermal_heat_potential.py")
-
-
-rule build_ates_potentials:
-    message:
-        "Building aquifer thermal energy storage (ATES) potentials for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
+        benchmarks("build_ates_potentials_geothermal_s_{clusters}_{planning_horizons}")
+    resources:
+        mem_mb=2000,
     params:
         max_top_temperature=config_provider(
             "sector",
@@ -410,26 +428,8 @@ rule build_ates_potentials:
             "ignore_missing_regions",
         ),
         countries=config_provider("countries"),
-    input:
-        aquifer_shapes_shp=rules.retrieve_aquifer_data_bgr.output["aquifer_shapes"][0],
-        dh_areas=resources("dh_areas_base_s_{clusters}.geojson"),
-        regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
-        central_heating_forward_temperature_profiles=resources(
-            "central_heating_forward_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
-        ),
-        central_heating_return_temperature_profiles=resources(
-            "central_heating_return_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
-        ),
-    output:
-        ates_potentials=resources(
-            "ates_potentials_base_s_{clusters}_{planning_horizons}.csv"
-        ),
-    resources:
-        mem_mb=2000,
-    log:
-        logs("build_ates_potentials_s_{clusters}_{planning_horizons}.log"),
-    benchmark:
-        benchmarks("build_ates_potentials_geothermal_s_{clusters}_{planning_horizons}")
+    message:
+        "Building aquifer thermal energy storage (ATES) potentials for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_ates_potentials.py")
 
@@ -477,13 +477,6 @@ def input_hera_data(w) -> dict[str, str]:
 
 
 rule build_river_heat_potential:
-    params:
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        snapshots=config_provider("snapshots"),
-        dh_area_buffer=config_provider(
-            "sector", "district_heating", "dh_areas", "buffer"
-        ),
-        enable_heat_source_maps=config_provider("plotting", "enable_heat_source_maps"),
     input:
         unpack(input_hera_data),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
@@ -499,18 +492,25 @@ rule build_river_heat_potential:
         heat_source_energy_temporal_aggregate=resources(
             "heat_source_energy_river_water_base_s_{clusters}_temporal_aggregate.nc"
         ),
-    resources:
-        mem_mb=20000,
     log:
         logs("build_river_water_heat_potential_base_s_{clusters}.log"),
     benchmark:
         benchmarks("build_river_water_heat_potential_base_s_{clusters}")
     threads: 1
-    script:
-        scripts(
-            "build_surface_water_heat_potentials/build_river_water_heat_potential.py"
-        )
-
+    resources:
+        mem_mb=20000,
+    params:
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        snapshots=config_provider("snapshots"),
+        dh_area_buffer=config_provider(
+            "sector", "district_heating", "dh_areas", "buffer"
+        ),
+        enable_heat_source_maps=config_provider("plotting", "enable_heat_source_maps"),
+    script:
+        scripts(
+            "build_surface_water_heat_potentials/build_river_water_heat_potential.py"
+        )
+
 
 def input_heat_source_temperature(
     w,
@@ -612,12 +612,6 @@ def input_seawater_temperature(w) -> dict[str, str]:
 
 
 rule build_sea_heat_potential:
-    params:
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        snapshots=config_provider("snapshots"),
-        dh_area_buffer=config_provider(
-            "sector", "district_heating", "dh_areas", "buffer"
-        ),
     input:
         # seawater_temperature=lambda w: input_seawater_temperature(w),
         unpack(input_seawater_temperature),
@@ -628,35 +622,24 @@ rule build_sea_heat_potential:
         heat_source_temperature_temporal_aggregate=resources(
             "temp_sea_water_base_s_{clusters}_temporal_aggregate.nc"
         ),
-    resources:
-        mem_mb=10000,
     log:
         logs("build_sea_water_heat_potential_base_s_{clusters}.log"),
     benchmark:
         benchmarks("build_sea_water_heat_potential_base_s_{clusters}")
     threads: config["atlite"].get("nprocesses", 4)
+    resources:
+        mem_mb=10000,
+    params:
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        snapshots=config_provider("snapshots"),
+        dh_area_buffer=config_provider(
+            "sector", "district_heating", "dh_areas", "buffer"
+        ),
     script:
         scripts("build_surface_water_heat_potentials/build_sea_water_heat_potential.py")
 
 
 rule build_cop_profiles:
-    message:
-        "Building coefficient of performance (COP) profiles for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
-    params:
-        heat_pump_sink_T_decentral_heating=config_provider(
-            "sector", "heat_pump_sink_T_individual_heating"
-        ),
-        heat_source_cooling_central_heating=config_provider(
-            "sector", "district_heating", "heat_source_cooling"
-        ),
-        heat_pump_cop_approximation_central_heating=config_provider(
-            "sector", "district_heating", "heat_pump_cop_approximation"
-        ),
-        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
-        limited_heat_sources=config_provider(
-            "sector", "district_heating", "limited_heat_sources"
-        ),
-        snapshots=config_provider("snapshots"),
     input:
         unpack(input_heat_source_temperature),
         central_heating_forward_temperature_profiles=resources(
@@ -668,33 +651,34 @@ rule build_cop_profiles:
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
     output:
         cop_profiles=resources("cop_profiles_base_s_{clusters}_{planning_horizons}.nc"),
-    resources:
-        mem_mb=20000,
     log:
         logs("build_cop_profiles_s_{clusters}_{planning_horizons}.log"),
     benchmark:
         benchmarks("build_cop_profiles/s_{clusters}_{planning_horizons}")
+    resources:
+        mem_mb=20000,
+    params:
+        heat_pump_sink_T_decentral_heating=config_provider(
+            "sector", "heat_pump_sink_T_individual_heating"
+        ),
+        heat_source_cooling_central_heating=config_provider(
+            "sector", "district_heating", "heat_source_cooling"
+        ),
+        heat_pump_cop_approximation_central_heating=config_provider(
+            "sector", "district_heating", "heat_pump_cop_approximation"
+        ),
+        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
+        limited_heat_sources=config_provider(
+            "sector", "district_heating", "limited_heat_sources"
+        ),
+        snapshots=config_provider("snapshots"),
+    message:
+        "Building coefficient of performance (COP) profiles for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_cop_profiles/run.py")
 
 
 rule build_ptes_operations:
-    message:
-        "Building thermal energy storage operations profiles for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
-    params:
-        max_ptes_top_temperature=config_provider(
-            "sector",
-            "district_heating",
-            "ptes",
-            "max_top_temperature",
-        ),
-        min_ptes_bottom_temperature=config_provider(
-            "sector",
-            "district_heating",
-            "ptes",
-            "min_bottom_temperature",
-        ),
-        snapshots=config_provider("snapshots"),
     input:
         central_heating_forward_temperature_profiles=resources(
             "central_heating_forward_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
@@ -713,27 +697,33 @@ rule build_ptes_operations:
         ptes_e_max_pu_profiles=resources(
             "ptes_e_max_pu_profiles_base_s_{clusters}_{planning_horizons}.nc"
         ),
-    resources:
-        mem_mb=2000,
     log:
         logs("build_ptes_operations_s_{clusters}_{planning_horizons}.log"),
     benchmark:
         benchmarks("build_ptes_operations_s_{clusters}_{planning_horizons}")
+    resources:
+        mem_mb=2000,
+    params:
+        max_ptes_top_temperature=config_provider(
+            "sector",
+            "district_heating",
+            "ptes",
+            "max_top_temperature",
+        ),
+        min_ptes_bottom_temperature=config_provider(
+            "sector",
+            "district_heating",
+            "ptes",
+            "min_bottom_temperature",
+        ),
+        snapshots=config_provider("snapshots"),
+    message:
+        "Building thermal energy storage operations profiles for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_ptes_operations/run.py")
 
 
 rule build_direct_heat_source_utilisation_profiles:
-    message:
-        "Building direct heat source utilization profiles for industrial applications for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
-    params:
-        direct_utilisation_heat_sources=config_provider(
-            "sector", "district_heating", "direct_utilisation_heat_sources"
-        ),
-        limited_heat_sources=config_provider(
-            "sector", "district_heating", "limited_heat_sources"
-        ),
-        snapshots=config_provider("snapshots"),
     input:
         central_heating_forward_temperature_profiles=resources(
             "central_heating_forward_temperature_profiles_base_s_{clusters}_{planning_horizons}.nc"
@@ -742,8 +732,6 @@ rule build_direct_heat_source_utilisation_profiles:
         direct_heat_source_utilisation_profiles=resources(
             "direct_heat_source_utilisation_profiles_base_s_{clusters}_{planning_horizons}.nc"
         ),
-    resources:
-        mem_mb=20000,
     log:
         logs(
             "build_direct_heat_source_utilisation_profiles_s_{clusters}_{planning_horizons}.log"
@@ -752,76 +740,83 @@ rule build_direct_heat_source_utilisation_profiles:
         benchmarks(
             "build_direct_heat_source_utilisation_profiles/s_{clusters}_{planning_horizons}"
         )
+    resources:
+        mem_mb=20000,
+    params:
+        direct_utilisation_heat_sources=config_provider(
+            "sector", "district_heating", "direct_utilisation_heat_sources"
+        ),
+        limited_heat_sources=config_provider(
+            "sector", "district_heating", "limited_heat_sources"
+        ),
+        snapshots=config_provider("snapshots"),
+    message:
+        "Building direct heat source utilization profiles for industrial applications for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_direct_heat_source_utilisation_profiles.py")
 
 
 rule build_solar_thermal_profiles:
-    message:
-        "Building solar thermal generation profiles for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        solar_thermal=config_provider("solar_thermal"),
     input:
         pop_layout=resources("pop_layout_total.nc"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
         cutout=lambda w: input_cutout(w, config_provider("solar_thermal", "cutout")(w)),
     output:
         solar_thermal=resources("solar_thermal_total_base_s_{clusters}.nc"),
-    resources:
-        mem_mb=20000,
-    threads: 16
     log:
         logs("build_solar_thermal_profiles_total_s_{clusters}.log"),
     benchmark:
         benchmarks("build_solar_thermal_profiles/total_{clusters}")
+    threads: 16
+    resources:
+        mem_mb=20000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        solar_thermal=config_provider("solar_thermal"),
+    message:
+        "Building solar thermal generation profiles for {wildcards.clusters} clusters"
     script:
         scripts("build_solar_thermal_profiles.py")
 
 
 rule build_eurostat_balances:
-    message:
-        "Building Eurostat energy balances"
     input:
         tsv_gz=rules.retrieve_eurostat_balances.output["tsv_gz"],
     output:
         csv=resources("eurostat_energy_balances.csv"),
-    threads: 1
-    resources:
-        mem_mb=4000,
     log:
         logs("build_eurostat_balances.log"),
     benchmark:
         benchmarks("build_eurostat_balances")
+    threads: 1
+    resources:
+        mem_mb=4000,
+    message:
+        "Building Eurostat energy balances"
     script:
         scripts("build_eurostat_balances.py")
 
 
 rule build_swiss_energy_balances:
-    message:
-        "Building BFE Swiss energy balances"
     input:
         xlsx=rules.retrieve_swiss_energy_balances.output["xlsx"],
     output:
         csv=resources("switzerland_energy_balances.csv"),
-    threads: 1
-    resources:
-        mem_mb=4000,
     log:
         logs("build_swiss_energy_balances.log"),
     benchmark:
         benchmarks("build_swiss_energy_balances")
+    threads: 1
+    resources:
+        mem_mb=4000,
+    message:
+        "Building BFE Swiss energy balances"
     script:
         scripts("build_swiss_energy_balances.py")
 
 
 rule build_energy_totals:
-    message:
-        "Building energy totals"
-    params:
-        countries=config_provider("countries"),
-        energy=config_provider("energy"),
     input:
         nuts3_shapes=resources("nuts3_shapes.geojson"),
         co2=rules.retrieve_ghg_emissions.output["csv"],
@@ -838,13 +833,18 @@ rule build_energy_totals:
         transport_name=resources("transport_data.csv"),
         district_heat_share=resources("district_heat_share.csv"),
         heating_efficiencies=resources("heating_efficiencies.csv"),
-    threads: 16
-    resources:
-        mem_mb=10000,
     log:
         logs("build_energy_totals.log"),
     benchmark:
         benchmarks("build_energy_totals")
+    threads: 16
+    resources:
+        mem_mb=10000,
+    params:
+        countries=config_provider("countries"),
+        energy=config_provider("energy"),
+    message:
+        "Building energy totals"
     script:
         scripts("build_energy_totals.py")
 
@@ -870,29 +870,25 @@ if (COUNTRY_HDD_DATASET := dataset_version("country_hdd"))["source"] in ["build"
 
 
 rule build_heat_totals:
-    message:
-        "Building heat totals"
     input:
         hdd=f"{COUNTRY_HDD_DATASET['folder']}/era5-HDD-per-country.csv",
         energy_totals=resources("energy_totals.csv"),
     output:
         heat_totals=resources("heat_totals.csv"),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs("build_heat_totals.log"),
     benchmark:
         benchmarks("build_heat_totals")
+    threads: 1
+    resources:
+        mem_mb=2000,
+    message:
+        "Building heat totals"
     script:
         scripts("build_heat_totals.py")
 
 
 rule build_biomass_potentials:
-    message:
-        "Building biomass potential estimates for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
-    params:
-        biomass=config_provider("biomass"),
     input:
         enspreso_biomass=rules.retrieve_enspreso_biomass.output["xlsx"],
         eurostat=resources("eurostat_energy_balances.csv"),
@@ -909,39 +905,41 @@ rule build_biomass_potentials:
         biomass_potentials=resources(
             "biomass_potentials_s_{clusters}_{planning_horizons}.csv"
         ),
-    threads: 8
-    resources:
-        mem_mb=2000,
     log:
         logs("build_biomass_potentials_s_{clusters}_{planning_horizons}.log"),
     benchmark:
         benchmarks("build_biomass_potentials_s_{clusters}_{planning_horizons}")
+    threads: 8
+    resources:
+        mem_mb=2000,
+    params:
+        biomass=config_provider("biomass"),
+    message:
+        "Building biomass potential estimates for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_biomass_potentials.py")
 
 
 rule build_biomass_transport_costs:
-    message:
-        "Building biomass transport cost"
     input:
         sc1="data/biomass_transport_costs_supplychain1.csv",
         sc2="data/biomass_transport_costs_supplychain2.csv",
     output:
         biomass_transport_costs=resources("biomass_transport_costs.csv"),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_biomass_transport_costs.log"),
     benchmark:
         benchmarks("build_biomass_transport_costs")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    message:
+        "Building biomass transport cost"
     script:
         scripts("build_biomass_transport_costs.py")
 
 
 rule build_co2_sequestration_potentials:
-    message:
-        "Building CO2 sequestration potentials"
     input:
         storage_table=rules.retrieve_co2stop.output["storage_table"],
         storage_map=rules.retrieve_co2stop.output["storage_map"],
@@ -951,24 +949,20 @@ rule build_co2_sequestration_potentials:
         traps_map=rules.retrieve_co2stop.output["traps_map"],
     output:
         resources("co2_sequestration_potentials.geojson"),
-    threads: 1
-    resources:
-        mem_mb=4000,
     log:
         logs("build_co2_sequestration_potentials.log"),
     benchmark:
         benchmarks("build_co2_sequestration_potentials")
+    threads: 1
+    resources:
+        mem_mb=4000,
+    message:
+        "Building CO2 sequestration potentials"
     script:
         scripts("build_co2_sequestration_potentials.py")
 
 
 rule build_clustered_co2_sequestration_potentials:
-    message:
-        "Clustering CO2 sequestration potentials for {wildcards.clusters} clusters"
-    params:
-        sequestration_potential=config_provider(
-            "sector", "regional_co2_sequestration_potential"
-        ),
     input:
         sequestration_potential=resources("co2_sequestration_potentials.geojson"),
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
@@ -977,82 +971,84 @@ rule build_clustered_co2_sequestration_potentials:
         sequestration_potential=resources(
             "co2_sequestration_potential_base_s_{clusters}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=4000,
     log:
         logs("build_clustered_co2_sequestration_potentials_{clusters}.log"),
     benchmark:
         benchmarks("build_clustered_co2_sequestration_potentials_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=4000,
+    params:
+        sequestration_potential=config_provider(
+            "sector", "regional_co2_sequestration_potential"
+        ),
+    message:
+        "Clustering CO2 sequestration potentials for {wildcards.clusters} clusters"
     script:
         scripts("build_clustered_co2_sequestration_potentials.py")
 
 
 rule build_salt_cavern_potentials:
-    message:
-        "Building salt cavern potential for hydrogen storage for {wildcards.clusters} clusters"
     input:
         salt_caverns=rules.retrieve_h2_salt_caverns.output["geojson"],
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
         regions_offshore=resources("regions_offshore_base_s_{clusters}.geojson"),
     output:
         h2_cavern_potential=resources("salt_cavern_potentials_s_{clusters}.csv"),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs("build_salt_cavern_potentials_s_{clusters}.log"),
     benchmark:
         benchmarks("build_salt_cavern_potentials_s_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=2000,
+    message:
+        "Building salt cavern potential for hydrogen storage for {wildcards.clusters} clusters"
     script:
         scripts("build_salt_cavern_potentials.py")
 
 
 rule build_ammonia_production:
-    message:
-        "Building ammonia production capacity and location data"
     input:
         usgs=rules.retrieve_nitrogen_statistics.output["xlsx"],
     output:
         ammonia_production=resources("ammonia_production.csv"),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_ammonia_production.log"),
     benchmark:
         benchmarks("build_ammonia_production")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    message:
+        "Building ammonia production capacity and location data"
     script:
         scripts("build_ammonia_production.py")
 
 
 rule build_industry_sector_ratios:
-    message:
-        "Building industry sector energy demand ratios"
-    params:
-        industry=config_provider("industry"),
-        ammonia=config_provider("sector", "ammonia", default=False),
     input:
         ammonia_production=resources("ammonia_production.csv"),
         idees=rules.retrieve_jrc_idees.output["directory"],
     output:
         industry_sector_ratios=resources("industry_sector_ratios.csv"),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_industry_sector_ratios.log"),
     benchmark:
         benchmarks("build_industry_sector_ratios")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    params:
+        industry=config_provider("industry"),
+        ammonia=config_provider("sector", "ammonia", default=False),
+    message:
+        "Building industry sector energy demand ratios"
     script:
         scripts("build_industry_sector_ratios.py")
 
 
 rule build_industry_sector_ratios_intermediate:
-    message:
-        "Building intermediate industry sector ratios for {wildcards.planning_horizons} planning horizon"
-    params:
-        industry=config_provider("industry"),
     input:
         industry_sector_ratios=resources("industry_sector_ratios.csv"),
         industrial_energy_demand_per_country_today=resources(
@@ -1065,23 +1061,22 @@ rule build_industry_sector_ratios_intermediate:
         industry_sector_ratios=resources(
             "industry_sector_ratios_{planning_horizons}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_industry_sector_ratios_{planning_horizons}.log"),
     benchmark:
         benchmarks("build_industry_sector_ratios_{planning_horizons}")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    params:
+        industry=config_provider("industry"),
+    message:
+        "Building intermediate industry sector ratios for {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_industry_sector_ratios_intermediate.py")
 
 
 rule build_industrial_production_per_country:
-    message:
-        "Building industrial production statistics per country"
-    params:
-        industry=config_provider("industry"),
-        countries=config_provider("countries"),
     input:
         ch_industrial_production="data/ch_industrial_production_per_subsector.csv",
         ammonia_production=resources("ammonia_production.csv"),
@@ -1091,22 +1086,23 @@ rule build_industrial_production_per_country:
         industrial_production_per_country=resources(
             "industrial_production_per_country.csv"
         ),
-    threads: 8
-    resources:
-        mem_mb=2000,
     log:
         logs("build_industrial_production_per_country.log"),
     benchmark:
         benchmarks("build_industrial_production_per_country")
+    threads: 8
+    resources:
+        mem_mb=2000,
+    params:
+        industry=config_provider("industry"),
+        countries=config_provider("countries"),
+    message:
+        "Building industrial production statistics per country"
     script:
         scripts("build_industrial_production_per_country.py")
 
 
 rule build_industrial_production_per_country_tomorrow:
-    message:
-        "Building future industrial production projections for {wildcards.planning_horizons} planning horizon"
-    params:
-        industry=config_provider("industry"),
     input:
         industrial_production_per_country=resources(
             "industrial_production_per_country.csv"
@@ -1115,9 +1111,6 @@ rule build_industrial_production_per_country_tomorrow:
         industrial_production_per_country_tomorrow=resources(
             "industrial_production_per_country_tomorrow_{planning_horizons}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_industrial_production_per_country_tomorrow_{planning_horizons}.log"),
     benchmark:
@@ -1126,18 +1119,18 @@ rule build_industrial_production_per_country_tomorrow:
                 "build_industrial_production_per_country_tomorrow_{planning_horizons}"
             )
         )
+    threads: 1
+    resources:
+        mem_mb=1000,
+    params:
+        industry=config_provider("industry"),
+    message:
+        "Building future industrial production projections for {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_industrial_production_per_country_tomorrow.py")
 
 
 rule build_industrial_distribution_key:
-    message:
-        "Building industrial activity distribution mapping key for {wildcards.clusters} clusters"
-    params:
-        hotmaps_locate_missing=config_provider(
-            "industry", "hotmaps_locate_missing", default=False
-        ),
-        countries=config_provider("countries"),
     input:
         regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
         clustered_pop_layout=resources("pop_layout_base_s_{clusters}.csv"),
@@ -1150,20 +1143,25 @@ rule build_industrial_distribution_key:
         industrial_distribution_key=resources(
             "industrial_distribution_key_base_s_{clusters}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_industrial_distribution_key_{clusters}.log"),
     benchmark:
         benchmarks("build_industrial_distribution_key/s_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    params:
+        hotmaps_locate_missing=config_provider(
+            "industry", "hotmaps_locate_missing", default=False
+        ),
+        countries=config_provider("countries"),
+    message:
+        "Building industrial activity distribution mapping key for {wildcards.clusters} clusters"
     script:
         scripts("build_industrial_distribution_key.py")
 
 
 rule build_industrial_production_per_node:
-    message:
-        "Distributing industrial production to network nodes for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     input:
         industrial_distribution_key=resources(
             "industrial_distribution_key_base_s_{clusters}.csv"
@@ -1175,9 +1173,6 @@ rule build_industrial_production_per_node:
         industrial_production_per_node=resources(
             "industrial_production_base_s_{clusters}_{planning_horizons}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_industrial_production_per_node_{clusters}_{planning_horizons}.log"),
     benchmark:
@@ -1186,13 +1181,16 @@ rule build_industrial_production_per_node:
                 "build_industrial_production_per_node/s_{clusters}_{planning_horizons}"
             )
         )
+    threads: 1
+    resources:
+        mem_mb=1000,
+    message:
+        "Distributing industrial production to network nodes for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_industrial_production_per_node.py")
 
 
 rule build_industrial_energy_demand_per_node:
-    message:
-        "Building industrial energy demand per network node for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     input:
         industry_sector_ratios=resources(
             "industry_sector_ratios_{planning_horizons}.csv"
@@ -1206,10 +1204,7 @@ rule build_industrial_energy_demand_per_node:
     output:
         industrial_energy_demand_per_node=resources(
             "industrial_energy_demand_base_s_{clusters}_{planning_horizons}.csv"
-        ),
-    threads: 1
-    resources:
-        mem_mb=1000,
+        ),
     log:
         logs(
             "build_industrial_energy_demand_per_node_{clusters}_{planning_horizons}.log"
@@ -1220,17 +1215,16 @@ rule build_industrial_energy_demand_per_node:
                 "build_industrial_energy_demand_per_node/s_{clusters}_{planning_horizons}"
             )
         )
+    threads: 1
+    resources:
+        mem_mb=1000,
+    message:
+        "Building industrial energy demand per network node for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_industrial_energy_demand_per_node.py")
 
 
 rule build_industrial_energy_demand_per_country_today:
-    message:
-        "Building current industrial energy demand by country"
-    params:
-        countries=config_provider("countries"),
-        industry=config_provider("industry"),
-        ammonia=config_provider("sector", "ammonia", default=False),
     input:
         transformation_output_coke=resources("transformation_output_coke.csv"),
         jrc=rules.retrieve_jrc_idees.output["directory"],
@@ -1241,20 +1235,24 @@ rule build_industrial_energy_demand_per_country_today:
         industrial_energy_demand_per_country_today=resources(
             "industrial_energy_demand_per_country_today.csv"
         ),
-    threads: 8
-    resources:
-        mem_mb=2000,
     log:
         logs("build_industrial_energy_demand_per_country_today.log"),
     benchmark:
         benchmarks("build_industrial_energy_demand_per_country_today")
+    threads: 8
+    resources:
+        mem_mb=2000,
+    params:
+        countries=config_provider("countries"),
+        industry=config_provider("industry"),
+        ammonia=config_provider("sector", "ammonia", default=False),
+    message:
+        "Building current industrial energy demand by country"
     script:
         scripts("build_industrial_energy_demand_per_country_today.py")
 
 
 rule build_industrial_energy_demand_per_node_today:
-    message:
-        "Building current industrial energy demand per network node for {wildcards.clusters} clusters"
     input:
         industrial_distribution_key=resources(
             "industrial_distribution_key_base_s_{clusters}.csv"
@@ -1266,23 +1264,20 @@ rule build_industrial_energy_demand_per_node_today:
         industrial_energy_demand_per_node_today=resources(
             "industrial_energy_demand_today_base_s_{clusters}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_industrial_energy_demand_per_node_today_{clusters}.log"),
     benchmark:
         benchmarks("build_industrial_energy_demand_per_node_today/s_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    message:
+        "Building current industrial energy demand per network node for {wildcards.clusters} clusters"
     script:
         scripts("build_industrial_energy_demand_per_node_today.py")
 
 
 rule build_retro_cost:
-    message:
-        "Building retrofitting cost estimates for building efficiency improvements for {wildcards.clusters} clusters"
-    params:
-        retrofitting=config_provider("sector", "retrofitting"),
-        countries=config_provider("countries"),
     input:
         building_stock="data/retro/data_building_stock.csv",
         data_tabula="data/bundle/retro/tabula-calculator-calcsetbuilding.csv",
@@ -1297,57 +1292,62 @@ rule build_retro_cost:
     output:
         retro_cost=resources("retro_cost_base_s_{clusters}.csv"),
         floor_area=resources("floor_area_base_s_{clusters}.csv"),
-    resources:
-        mem_mb=1000,
     log:
         logs("build_retro_cost_{clusters}.log"),
     benchmark:
         benchmarks("build_retro_cost/s_{clusters}")
+    resources:
+        mem_mb=1000,
+    params:
+        retrofitting=config_provider("sector", "retrofitting"),
+        countries=config_provider("countries"),
+    message:
+        "Building retrofitting cost estimates for building efficiency improvements for {wildcards.clusters} clusters"
     script:
         scripts("build_retro_cost.py")
 
 
 rule build_population_weighted_energy_totals:
-    message:
-        "Building population-weighted energy demand totals for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         energy_totals=resources("{kind}_totals.csv"),
         clustered_pop_layout=resources("pop_layout_base_s_{clusters}.csv"),
     output:
         resources("pop_weighted_{kind}_totals_s_{clusters}.csv"),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs("build_population_weighted_{kind}_totals_{clusters}.log"),
     benchmark:
         benchmarks("build_population_weighted_{kind}_totals_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=2000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Building population-weighted energy demand totals for {wildcards.clusters} clusters"
     script:
         scripts("build_population_weighted_energy_totals.py")
 
 
 rule build_shipping_demand:
-    message:
-        "Building shipping fuel demand projections for {wildcards.clusters} clusters"
     input:
         ports=rules.retrieve_attributed_ports.output["json"],
         scope=resources("europe_shape.geojson"),
         regions=resources("regions_onshore_base_s_{clusters}.geojson"),
         demand=resources("energy_totals.csv"),
-    params:
-        energy_totals_year=config_provider("energy", "energy_totals_year"),
     output:
         resources("shipping_demand_s_{clusters}.csv"),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs("build_shipping_demand_s_{clusters}.log"),
     benchmark:
         benchmarks("build_shipping_demand/s_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=2000,
+    params:
+        energy_totals_year=config_provider("energy", "energy_totals_year"),
+    message:
+        "Building shipping fuel demand projections for {wildcards.clusters} clusters"
     script:
         scripts("build_shipping_demand.py")
 
@@ -1355,8 +1355,6 @@ rule build_shipping_demand:
 if MOBILITY_PROFILES_DATASET["source"] in ["build"]:
 
     rule build_mobility_profiles:
-        params:
-            sector=config_provider("sector"),
         input:
             zip_files=storage(
                 expand(
@@ -1369,25 +1367,20 @@ if MOBILITY_PROFILES_DATASET["source"] in ["build"]:
             raw_files=directory(MOBILITY_PROFILES_DATASET["folder"] / "raw"),
             kfz=MOBILITY_PROFILES_DATASET["folder"] / "kfz.csv",
             pkw=MOBILITY_PROFILES_DATASET["folder"] / "pkw.csv",
-        threads: 1
-        resources:
-            mem_mb=5000,
         log:
             logs("build_mobility_profiles.log"),
         benchmark:
             benchmarks("build_mobility_profiles")
+        threads: 1
+        resources:
+            mem_mb=5000,
+        params:
+            sector=config_provider("sector"),
         script:
             scripts("build_mobility_profiles.py")
 
 
 rule build_transport_demand:
-    message:
-        "Building transport energy demand profiles for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        sector=config_provider("sector"),
-        energy_totals_year=config_provider("energy", "energy_totals_year"),
     input:
         network=resources("networks/base_s.nc"),
         clustered_pop_layout=resources("pop_layout_base_s_{clusters}.csv"),
@@ -1403,23 +1396,25 @@ rule build_transport_demand:
         transport_data=resources("transport_data_s_{clusters}.csv"),
         avail_profile=resources("avail_profile_s_{clusters}.csv"),
         dsm_profile=resources("dsm_profile_s_{clusters}.csv"),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs("build_transport_demand_s_{clusters}.log"),
     benchmark:
         benchmarks("build_transport_demand/s_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=2000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        sector=config_provider("sector"),
+        energy_totals_year=config_provider("energy", "energy_totals_year"),
+    message:
+        "Building transport energy demand profiles for {wildcards.clusters} clusters"
     script:
         scripts("build_transport_demand.py")
 
 
 rule build_district_heat_share:
-    message:
-        "Building district heating penetration share data for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
-    params:
-        sector=config_provider("sector"),
-        energy_totals_year=config_provider("energy", "energy_totals_year"),
     input:
         district_heat_share=resources("district_heat_share.csv"),
         clustered_pop_layout=resources("pop_layout_base_s_{clusters}.csv"),
@@ -1427,24 +1422,23 @@ rule build_district_heat_share:
         district_heat_share=resources(
             "district_heat_share_base_s_{clusters}_{planning_horizons}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=1000,
     log:
         logs("build_district_heat_share_{clusters}_{planning_horizons}.log"),
     benchmark:
         benchmarks("build_district_heat_share_{clusters}_{planning_horizons}")
+    threads: 1
+    resources:
+        mem_mb=1000,
+    params:
+        sector=config_provider("sector"),
+        energy_totals_year=config_provider("energy", "energy_totals_year"),
+    message:
+        "Building district heating penetration share data for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_district_heat_share.py")
 
 
 rule build_existing_heating_distribution:
-    message:
-        "Building existing heating technology distribution data for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
-    params:
-        baseyear=config_provider("scenario", "planning_horizons", 0),
-        sector=config_provider("sector"),
-        existing_capacities=config_provider("existing_capacities"),
     input:
         existing_heating="data/existing_infrastructure/existing_heating_raw.csv",
         clustered_pop_layout=resources("pop_layout_base_s_{clusters}.csv"),
@@ -1458,9 +1452,6 @@ rule build_existing_heating_distribution:
         existing_heating_distribution=resources(
             "existing_heating_distribution_base_s_{clusters}_{planning_horizons}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs(
             "build_existing_heating_distribution_base_s_{clusters}_{planning_horizons}.log"
@@ -1469,17 +1460,20 @@ rule build_existing_heating_distribution:
         benchmarks(
             "build_existing_heating_distribution/base_s_{clusters}_{planning_horizons}"
         )
+    threads: 1
+    resources:
+        mem_mb=2000,
+    params:
+        baseyear=config_provider("scenario", "planning_horizons", 0),
+        sector=config_provider("sector"),
+        existing_capacities=config_provider("existing_capacities"),
+    message:
+        "Building existing heating technology distribution data for {wildcards.clusters} clusters and {wildcards.planning_horizons} planning horizon"
     script:
         scripts("build_existing_heating_distribution.py")
 
 
 rule time_aggregation:
-    message:
-        "Performing time series aggregation for temporal resolution reduction for {wildcards.clusters} clusters and {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        time_resolution=config_provider("clustering", "temporal"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        solver_name=config_provider("solving", "solver", "name"),
     input:
         network=resources("networks/base_s_{clusters}_elec_{opts}.nc"),
         hourly_heat_demand_total=lambda w: (
@@ -1496,13 +1490,19 @@ rule time_aggregation:
         snapshot_weightings=resources(
             "snapshot_weightings_base_s_{clusters}_elec_{opts}_{sector_opts}.csv"
         ),
-    threads: 1
-    resources:
-        mem_mb=5000,
     log:
         logs("time_aggregation_base_s_{clusters}_elec_{opts}_{sector_opts}.log"),
     benchmark:
         benchmarks("time_aggregation_base_s_{clusters}_elec_{opts}_{sector_opts}")
+    threads: 1
+    resources:
+        mem_mb=5000,
+    params:
+        time_resolution=config_provider("clustering", "temporal"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        solver_name=config_provider("solving", "solver", "name"),
+    message:
+        "Performing time series aggregation for temporal resolution reduction for {wildcards.clusters} clusters and {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("time_aggregation.py")
 
@@ -1516,13 +1516,6 @@ def input_profile_offwind(w):
 
 
 rule build_egs_potentials:
-    message:
-        "Building enhanced geothermal system (EGS) potential estimates for {wildcards.clusters} clusters"
-    params:
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        sector=config_provider("sector"),
-        costs=config_provider("costs"),
     input:
         egs_cost="data/egs_costs.json",
         regions=resources("regions_onshore_base_s_{clusters}.geojson"),
@@ -1535,13 +1528,20 @@ rule build_egs_potentials:
         egs_potentials=resources("egs_potentials_{clusters}.csv"),
         egs_overlap=resources("egs_overlap_{clusters}.csv"),
         egs_capacity_factors=resources("egs_capacity_factors_{clusters}.csv"),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs("build_egs_potentials_{clusters}.log"),
     benchmark:
         benchmarks("build_egs_potentials_{clusters}")
+    threads: 1
+    resources:
+        mem_mb=2000,
+    params:
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        sector=config_provider("sector"),
+        costs=config_provider("costs"),
+    message:
+        "Building enhanced geothermal system (EGS) potential estimates for {wildcards.clusters} clusters"
     script:
         scripts("build_egs_potentials.py")
 
@@ -1563,41 +1563,6 @@ def input_heat_source_power(w):
 
 
 rule prepare_sector_network:
-    message:
-        "Preparing integrated sector-coupled energy network for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizon, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        time_resolution=config_provider("clustering", "temporal", "resolution_sector"),
-        co2_budget=config_provider("co2_budget"),
-        conventional_carriers=config_provider(
-            "existing_capacities", "conventional_carriers"
-        ),
-        foresight=config_provider("foresight"),
-        sector=config_provider("sector"),
-        industry=config_provider("industry"),
-        renewable=config_provider("renewable"),
-        lines=config_provider("lines"),
-        pypsa_eur=config_provider("pypsa_eur"),
-        length_factor=config_provider("lines", "length_factor"),
-        planning_horizons=config_provider("scenario", "planning_horizons"),
-        countries=config_provider("countries"),
-        adjustments=config_provider("adjustments", "sector"),
-        emissions_scope=config_provider("energy", "emissions"),
-        emission_prices=config_provider("costs", "emission_prices"),
-        electricity=config_provider("electricity"),
-        biomass=config_provider("biomass"),
-        RDIR=RDIR,
-        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
-        heat_systems=config_provider("sector", "heat_systems"),
-        energy_totals_year=config_provider("energy", "energy_totals_year"),
-        direct_utilisation_heat_sources=config_provider(
-            "sector", "district_heating", "direct_utilisation_heat_sources"
-        ),
-        limited_heat_sources=config_provider(
-            "sector", "district_heating", "limited_heat_sources"
-        ),
-        temperature_limited_stores=config_provider(
-            "sector", "district_heating", "temperature_limited_stores"
-        ),
     input:
         unpack(input_profile_offwind),
         unpack(input_heat_source_power),
@@ -1728,9 +1693,6 @@ rule prepare_sector_network:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc"
         ),
-    threads: 1
-    resources:
-        mem_mb=2000,
     log:
         logs(
             "prepare_sector_network_base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log"
@@ -1739,5 +1701,43 @@ rule prepare_sector_network:
         benchmarks(
             "prepare_sector_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    threads: 1
+    resources:
+        mem_mb=2000,
+    params:
+        time_resolution=config_provider("clustering", "temporal", "resolution_sector"),
+        co2_budget=config_provider("co2_budget"),
+        conventional_carriers=config_provider(
+            "existing_capacities", "conventional_carriers"
+        ),
+        foresight=config_provider("foresight"),
+        sector=config_provider("sector"),
+        industry=config_provider("industry"),
+        renewable=config_provider("renewable"),
+        lines=config_provider("lines"),
+        pypsa_eur=config_provider("pypsa_eur"),
+        length_factor=config_provider("lines", "length_factor"),
+        planning_horizons=config_provider("scenario", "planning_horizons"),
+        countries=config_provider("countries"),
+        adjustments=config_provider("adjustments", "sector"),
+        emissions_scope=config_provider("energy", "emissions"),
+        emission_prices=config_provider("costs", "emission_prices"),
+        electricity=config_provider("electricity"),
+        biomass=config_provider("biomass"),
+        RDIR=RDIR,
+        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
+        heat_systems=config_provider("sector", "heat_systems"),
+        energy_totals_year=config_provider("energy", "energy_totals_year"),
+        direct_utilisation_heat_sources=config_provider(
+            "sector", "district_heating", "direct_utilisation_heat_sources"
+        ),
+        limited_heat_sources=config_provider(
+            "sector", "district_heating", "limited_heat_sources"
+        ),
+        temperature_limited_stores=config_provider(
+            "sector", "district_heating", "temperature_limited_stores"
+        ),
+    message:
+        "Preparing integrated sector-coupled energy network for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizon, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("prepare_sector_network.py")
diff --git a/rules/collect.smk b/rules/collect.smk
index 743407ee9..66ae5fc05 100644
--- a/rules/collect.smk
+++ b/rules/collect.smk
@@ -31,30 +31,28 @@ rule process_costs:
 
 
 rule cluster_networks:
-    message:
-        "Collecting clustered network files"
     input:
         expand(
             resources("networks/base_s_{clusters}.nc"),
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Collecting clustered network files"
 
 
 rule prepare_elec_networks:
-    message:
-        "Collecting prepared electricity network files"
     input:
         expand(
             resources("networks/base_s_{clusters}_elec_{opts}.nc"),
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Collecting prepared electricity network files"
 
 
 rule prepare_sector_networks:
-    message:
-        "Collecting prepared sector-coupled network files"
     input:
         expand(
             resources(
@@ -63,22 +61,22 @@ rule prepare_sector_networks:
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Collecting prepared sector-coupled network files"
 
 
 rule solve_elec_networks:
-    message:
-        "Collecting solved electricity network files"
     input:
         expand(
             RESULTS + "networks/base_s_{clusters}_elec_{opts}.nc",
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Collecting solved electricity network files"
 
 
 rule solve_sector_networks:
-    message:
-        "Collecting solved sector-coupled network files"
     input:
         expand(
             RESULTS
@@ -86,11 +84,11 @@ rule solve_sector_networks:
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Collecting solved sector-coupled network files"
 
 
 rule solve_sector_networks_perfect:
-    message:
-        "Collecting solved sector-coupled network files with perfect foresight"
     input:
         expand(
             RESULTS
@@ -98,6 +96,8 @@ rule solve_sector_networks_perfect:
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Collecting solved sector-coupled network files with perfect foresight"
 
 
 def balance_map_paths(kind, w):
@@ -117,11 +117,11 @@ def balance_map_paths(kind, w):
 
 
 rule plot_balance_maps:
-    message:
-        "Plotting energy balance maps"
     input:
         static=lambda w: balance_map_paths("static", w),
         interactive=lambda w: balance_map_paths("interactive", w),
+    message:
+        "Plotting energy balance maps"
 
 
 rule plot_balance_maps_static:
@@ -135,11 +135,11 @@ rule plot_balance_maps_interactive:
 
 
 rule plot_power_networks_clustered:
-    message:
-        "Plotting clustered power network topology"
     input:
         expand(
             resources("maps/power-network-s-{clusters}.pdf"),
             **config["scenario"],
             run=config["run"]["name"],
         ),
+    message:
+        "Plotting clustered power network topology"
diff --git a/rules/development.smk b/rules/development.smk
index a3800c6e3..88bad702a 100644
--- a/rules/development.smk
+++ b/rules/development.smk
@@ -4,17 +4,6 @@
 
 
 rule base_network_incumbent:
-    message:
-        "Building base network to which to compare against."
-    params:
-        countries=config_provider("countries"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        lines=config_provider("lines"),
-        links=config_provider("links"),
-        transformers=config_provider("transformers"),
-        clustering=config_provider("clustering", "mode"),
-        admin_levels=config_provider("clustering", "administrative"),
     input:
         unpack(input_base_network_incumbent),
         nuts3_shapes=resources("nuts3_shapes.geojson"),
@@ -33,20 +22,22 @@ rule base_network_incumbent:
     threads: 4
     resources:
         mem_mb=2000,
+    params:
+        countries=config_provider("countries"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        lines=config_provider("lines"),
+        links=config_provider("links"),
+        transformers=config_provider("transformers"),
+        clustering=config_provider("clustering", "mode"),
+        admin_levels=config_provider("clustering", "administrative"),
+    message:
+        "Building base network to which to compare against."
     script:
         scripts("base_network.py")
 
 
 rule make_network_comparison:
-    message:
-        "Create network comparison between two PyPSA networks."
-    params:
-        countries=config_provider("countries"),
-        base_network=config_provider("electricity", "base_network"),
-        compare_to_version=config_provider(
-            "osm_network_release", "compare_to", "version"
-        ),
-        voltages=config_provider("electricity", "voltages"),
     input:
         n_release=resources("networks/base.nc"),
         n_incumbent=resources("osm/comparison/incumbent/networks/base.nc"),
@@ -61,18 +52,20 @@ rule make_network_comparison:
     threads: 1
     resources:
         mem_mb=2000,
+    params:
+        countries=config_provider("countries"),
+        base_network=config_provider("electricity", "base_network"),
+        compare_to_version=config_provider(
+            "osm_network_release", "compare_to", "version"
+        ),
+        voltages=config_provider("electricity", "voltages"),
+    message:
+        "Create network comparison between two PyPSA networks."
     script:
         scripts("make_network_comparison.py")
 
 
 rule prepare_osm_network_release:
-    message:
-        "Preparing OSM network release files and map."
-    params:
-        line_types=config["lines"]["types"],
-        release_version=config_provider("osm_network_release", "release_version"),
-        include_polygons=True,
-        export=True,
     input:
         base_network=resources("networks/base.nc"),
         stations_polygon=resources("osm/build/geojson/stations_polygon.geojson"),
@@ -91,18 +84,18 @@ rule prepare_osm_network_release:
     threads: 1
     resources:
         mem_mb=1000,
+    params:
+        line_types=config["lines"]["types"],
+        release_version=config_provider("osm_network_release", "release_version"),
+        include_polygons=True,
+        export=True,
+    message:
+        "Preparing OSM network release files and map."
     script:
         scripts("prepare_osm_network_release.py")
 
 
 rule map_incumbent:
-    message:
-        "Preparing map of incumbent network for comparison with OSM release."
-    params:
-        line_types=config["lines"]["types"],
-        release_version="Incumbent",
-        include_polygons=False,
-        export=False,
     input:
         base_network=resources("osm/comparison/incumbent/networks/base.nc"),
     output:
@@ -114,13 +107,18 @@ rule map_incumbent:
     threads: 1
     resources:
         mem_mb=1000,
+    params:
+        line_types=config["lines"]["types"],
+        release_version="Incumbent",
+        include_polygons=False,
+        export=False,
+    message:
+        "Preparing map of incumbent network for comparison with OSM release."
     script:
         scripts("prepare_osm_network_release.py")
 
 
 rule osm_release:
-    message:
-        "Creating OSM network release files, map and comparison with incumbent network."
     input:
         resources("osm/release/buses.csv"),
         resources("osm/release/converters.csv"),
@@ -130,3 +128,5 @@ rule osm_release:
         resources("osm/release/map.html"),
         resources("osm/comparison/map_incumbent.html"),
         resources("osm/comparison/lengths.pdf"),
+    message:
+        "Creating OSM network release files, map and comparison with incumbent network."
diff --git a/rules/postprocess.smk b/rules/postprocess.smk
index 6fe61cd1a..eeb9e5a26 100644
--- a/rules/postprocess.smk
+++ b/rules/postprocess.smk
@@ -6,47 +6,42 @@
 if config["foresight"] != "perfect":
 
     rule plot_base_network:
-        message:
-            "Plotting base power network"
-        params:
-            plotting=config_provider("plotting"),
         input:
             network=resources("networks/base.nc"),
             regions_onshore=resources("regions_onshore.geojson"),
         output:
             map=resources("maps/power-network.pdf"),
+        benchmark:
+            benchmarks("plot_base_network/base")
         threads: 1
         resources:
             mem_mb=4000,
-        benchmark:
-            benchmarks("plot_base_network/base")
+        params:
+            plotting=config_provider("plotting"),
+        message:
+            "Plotting base power network"
         script:
             scripts("plot_base_network.py")
 
     rule plot_power_network_clustered:
-        message:
-            "Plotting clustered power network for {wildcards.clusters} clusters"
-        params:
-            plotting=config_provider("plotting"),
         input:
             network=resources("networks/base_s_{clusters}.nc"),
             regions_onshore=resources("regions_onshore_base_s_{clusters}.geojson"),
         output:
             map=resources("maps/power-network-s-{clusters}.pdf"),
+        benchmark:
+            benchmarks("plot_power_network_clustered/base_s_{clusters}")
         threads: 1
         resources:
             mem_mb=4000,
-        benchmark:
-            benchmarks("plot_power_network_clustered/base_s_{clusters}")
+        params:
+            plotting=config_provider("plotting"),
+        message:
+            "Plotting clustered power network for {wildcards.clusters} clusters"
         script:
             scripts("plot_power_network_clustered.py")
 
     rule plot_power_network:
-        message:
-            "Plotting power network for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
-        params:
-            plotting=config_provider("plotting"),
-            transmission_limit=config_provider("electricity", "transmission_limit"),
         input:
             network=RESULTS
             + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -54,9 +49,6 @@ if config["foresight"] != "perfect":
         output:
             map=RESULTS
             + "maps/static/base_s_{clusters}_{opts}_{sector_opts}-costs-all_{planning_horizons}.pdf",
-        threads: 2
-        resources:
-            mem_mb=10000,
         log:
             RESULTS
             + "logs/plot_power_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
@@ -65,15 +57,18 @@ if config["foresight"] != "perfect":
                 RESULTS
                 + "benchmarks/plot_power_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
             )
+        threads: 2
+        resources:
+            mem_mb=10000,
+        params:
+            plotting=config_provider("plotting"),
+            transmission_limit=config_provider("electricity", "transmission_limit"),
+        message:
+            "Plotting power network for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
         script:
             scripts("plot_power_network.py")
 
     rule plot_hydrogen_network:
-        message:
-            "Plotting hydrogen network for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
-        params:
-            plotting=config_provider("plotting"),
-            foresight=config_provider("foresight"),
         input:
             network=RESULTS
             + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -81,9 +76,6 @@ if config["foresight"] != "perfect":
         output:
             map=RESULTS
             + "maps/static/base_s_{clusters}_{opts}_{sector_opts}-h2_network_{planning_horizons}.pdf",
-        threads: 2
-        resources:
-            mem_mb=10000,
         log:
             RESULTS
             + "logs/plot_hydrogen_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
@@ -92,14 +84,18 @@ if config["foresight"] != "perfect":
                 RESULTS
                 + "benchmarks/plot_hydrogen_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
             )
+        threads: 2
+        resources:
+            mem_mb=10000,
+        params:
+            plotting=config_provider("plotting"),
+            foresight=config_provider("foresight"),
+        message:
+            "Plotting hydrogen network for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
         script:
             scripts("plot_hydrogen_network.py")
 
     rule plot_gas_network:
-        message:
-            "Plotting methane network for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizon"
-        params:
-            plotting=config_provider("plotting"),
         input:
             network=RESULTS
             + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -107,9 +103,6 @@ if config["foresight"] != "perfect":
         output:
             map=RESULTS
             + "maps/static/base_s_{clusters}_{opts}_{sector_opts}-ch4_network_{planning_horizons}.pdf",
-        threads: 2
-        resources:
-            mem_mb=10000,
         log:
             RESULTS
             + "logs/plot_gas_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
@@ -118,15 +111,17 @@ if config["foresight"] != "perfect":
                 RESULTS
                 + "benchmarks/plot_gas_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
             )
+        threads: 2
+        resources:
+            mem_mb=10000,
+        params:
+            plotting=config_provider("plotting"),
+        message:
+            "Plotting methane network for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizon"
         script:
             scripts("plot_gas_network.py")
 
     rule plot_balance_map:
-        message:
-            "Plotting balance map for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options, {wildcards.planning_horizons} planning horizons and {wildcards.carrier} carrier"
-        params:
-            plotting=config_provider("plotting"),
-            settings=lambda w: config_provider("plotting", "balance_map", w.carrier),
         input:
             network=RESULTS
             + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -134,9 +129,6 @@ if config["foresight"] != "perfect":
         output:
             RESULTS
             + "maps/static/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}-balance_map_{carrier}.pdf",
-        threads: 1
-        resources:
-            mem_mb=8000,
         log:
             RESULTS
             + "logs/plot_balance_map/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_{carrier}.log",
@@ -145,14 +137,18 @@ if config["foresight"] != "perfect":
                 RESULTS
                 + "benchmarks/plot_balance_map/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_{carrier}"
             )
+        threads: 1
+        resources:
+            mem_mb=8000,
+        params:
+            plotting=config_provider("plotting"),
+            settings=lambda w: config_provider("plotting", "balance_map", w.carrier),
+        message:
+            "Plotting balance map for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options, {wildcards.planning_horizons} planning horizons and {wildcards.carrier} carrier"
         script:
             scripts("plot_balance_map.py")
 
     rule plot_balance_map_interactive:
-        params:
-            settings=lambda w: config_provider(
-                "plotting", "balance_map_interactive", w.carrier
-            ),
         input:
             network=RESULTS
             + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -160,9 +156,6 @@ if config["foresight"] != "perfect":
         output:
             RESULTS
             + "maps/interactive/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}-balance_map_{carrier}.html",
-        threads: 1
-        resources:
-            mem_mb=8000,
         log:
             RESULTS
             + "logs/plot_balance_map_interactive/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_{carrier}.log",
@@ -171,13 +164,17 @@ if config["foresight"] != "perfect":
                 RESULTS
                 + "benchmarks/plot_interactive_map/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_{carrier}"
             )
+        threads: 1
+        resources:
+            mem_mb=8000,
+        params:
+            settings=lambda w: config_provider(
+                "plotting", "balance_map_interactive", w.carrier
+            ),
         script:
             scripts("plot_balance_map_interactive.py")
 
     rule plot_heat_source_map:
-        params:
-            plotting=config_provider("plotting"),
-            heat_sources=config_provider("sector", "heat_pump_sources"),
         input:
             regions=resources("regions_onshore_base_s_{clusters}.geojson"),
             heat_source_temperature=lambda w: (
@@ -201,9 +198,6 @@ if config["foresight"] != "perfect":
             + "maps/static/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}-heat_source_temperature_map_{carrier}.html",
             energy_map=RESULTS
             + "maps/static/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}-heat_source_energy_map_{carrier}.html",
-        threads: 1
-        resources:
-            mem_mb=150000,
         log:
             RESULTS
             + "logs/plot_heat_source_map/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_{carrier}.log",
@@ -212,6 +206,12 @@ if config["foresight"] != "perfect":
                 RESULTS
                 + "benchmarks/plot_heat_source_map/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_{carrier}"
             )
+        threads: 1
+        resources:
+            mem_mb=150000,
+        params:
+            plotting=config_provider("plotting"),
+            heat_sources=config_provider("sector", "heat_pump_sources"),
         script:
             scripts("plot_heat_source_map.py")
 
@@ -227,10 +227,6 @@ if config["foresight"] == "perfect":
         }
 
     rule plot_power_network_perfect:
-        message:
-            "Plotting power network with perfect foresight for {wildcards.clusters} clusters, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-        params:
-            plotting=config_provider("plotting"),
         input:
             network=RESULTS
             + "networks/base_s_{clusters}_{opts}_{sector_opts}_brownfield_all_years.nc",
@@ -240,13 +236,15 @@ if config["foresight"] == "perfect":
         threads: 2
         resources:
             mem_mb=10000,
+        params:
+            plotting=config_provider("plotting"),
+        message:
+            "Plotting power network with perfect foresight for {wildcards.clusters} clusters, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
         script:
             scripts("plot_power_network_perfect.py")
 
 
 rule make_summary:
-    message:
-        "Creating optimization results summary statistics"
     input:
         network=RESULTS
         + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -279,9 +277,6 @@ rule make_summary:
         + "csvs/individual/market_values_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.csv",
         metrics=RESULTS
         + "csvs/individual/metrics_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.csv",
-    threads: 1
-    resources:
-        mem_mb=8000,
     log:
         RESULTS
         + "logs/make_summary_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
@@ -290,16 +285,16 @@ rule make_summary:
             RESULTS
             + "benchmarks/make_summary_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    threads: 1
+    resources:
+        mem_mb=8000,
+    message:
+        "Creating optimization results summary statistics"
     script:
         scripts("make_summary.py")
 
 
 rule make_global_summary:
-    message:
-        "Creating global summary of optimization results for all scenarios"
-    params:
-        scenario=config_provider("scenario"),
-        RDIR=RDIR,
     input:
         nodal_costs=expand(
             RESULTS
@@ -400,49 +395,43 @@ rule make_global_summary:
         nodal_capacities=RESULTS + "csvs/nodal_capacities.csv",
         nodal_energy_balance=RESULTS + "csvs/nodal_energy_balance.csv",
         nodal_capacity_factors=RESULTS + "csvs/nodal_capacity_factors.csv",
-    threads: 1
-    resources:
-        mem_mb=8000,
     log:
         RESULTS + "logs/make_global_summary.log",
     benchmark:
         RESULTS + "benchmarks/make_global_summary"
+    threads: 1
+    resources:
+        mem_mb=8000,
+    params:
+        scenario=config_provider("scenario"),
+        RDIR=RDIR,
+    message:
+        "Creating global summary of optimization results for all scenarios"
     script:
         scripts("make_global_summary.py")
 
 
 rule make_cumulative_costs:
-    message:
-        "Calculating cumulative costs over time horizon"
-    params:
-        scenario=config_provider("scenario"),
     input:
         costs=RESULTS + "csvs/costs.csv",
     output:
         cumulative_costs=RESULTS + "csvs/cumulative_costs.csv",
-    threads: 1
-    resources:
-        mem_mb=4000,
     log:
         RESULTS + "logs/make_cumulative_costs.log",
     benchmark:
         RESULTS + "benchmarks/make_cumulative_costs"
+    threads: 1
+    resources:
+        mem_mb=4000,
+    params:
+        scenario=config_provider("scenario"),
+    message:
+        "Calculating cumulative costs over time horizon"
     script:
         scripts("make_cumulative_costs.py")
 
 
 rule plot_summary:
-    message:
-        "Plotting summary statistics and results"
-    params:
-        countries=config_provider("countries"),
-        planning_horizons=config_provider("scenario", "planning_horizons"),
-        emissions_scope=config_provider("energy", "emissions"),
-        plotting=config_provider("plotting"),
-        foresight=config_provider("foresight"),
-        co2_budget=config_provider("co2_budget"),
-        sector=config_provider("sector"),
-        RDIR=RDIR,
     input:
         costs=RESULTS + "csvs/costs.csv",
         energy=RESULTS + "csvs/energy.csv",
@@ -453,69 +442,80 @@ rule plot_summary:
         costs=RESULTS + "graphs/costs.pdf",
         energy=RESULTS + "graphs/energy.pdf",
         balances=RESULTS + "graphs/balances-energy.pdf",
+    log:
+        RESULTS + "logs/plot_summary.log",
     threads: 2
     resources:
         mem_mb=10000,
-    log:
-        RESULTS + "logs/plot_summary.log",
+    params:
+        countries=config_provider("countries"),
+        planning_horizons=config_provider("scenario", "planning_horizons"),
+        emissions_scope=config_provider("energy", "emissions"),
+        plotting=config_provider("plotting"),
+        foresight=config_provider("foresight"),
+        co2_budget=config_provider("co2_budget"),
+        sector=config_provider("sector"),
+        RDIR=RDIR,
+    message:
+        "Plotting summary statistics and results"
     script:
         scripts("plot_summary.py")
 
 
 rule plot_balance_timeseries:
-    message:
-        "Plotting energy balance time series for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
-    params:
-        plotting=config_provider("plotting"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         network=RESULTS
         + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
         rc="matplotlibrc",
-    threads: 16
-    resources:
-        mem_mb=10000,
-    log:
-        RESULTS
-        + "logs/plot_balance_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
-    benchmark:
-        RESULTS
-        +"benchmarks/plot_balance_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
     output:
         directory(
             RESULTS
             + "graphics/balance_timeseries/s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         ),
+    log:
+        RESULTS
+        + "logs/plot_balance_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
+    benchmark:
+        RESULTS
+        + "benchmarks/plot_balance_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
+    threads: 16
+    resources:
+        mem_mb=10000,
+    params:
+        plotting=config_provider("plotting"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Plotting energy balance time series for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
     script:
         scripts("plot_balance_timeseries.py")
 
 
 rule plot_heatmap_timeseries:
-    message:
-        "Plotting heatmap time series visualization for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
-    params:
-        plotting=config_provider("plotting"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
     input:
         network=RESULTS
         + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
         rc="matplotlibrc",
-    threads: 16
-    resources:
-        mem_mb=10000,
-    log:
-        RESULTS
-        + "logs/plot_heatmap_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
-    benchmark:
-        RESULTS
-        +"benchmarks/plot_heatmap_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
     output:
         directory(
             RESULTS
             + "graphics/heatmap_timeseries/s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         ),
+    log:
+        RESULTS
+        + "logs/plot_heatmap_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
+    benchmark:
+        RESULTS
+        + "benchmarks/plot_heatmap_timeseries/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
+    threads: 16
+    resources:
+        mem_mb=10000,
+    params:
+        plotting=config_provider("plotting"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+    message:
+        "Plotting heatmap time series visualization for {wildcards.clusters} clusters, {wildcards.opts} electric options, {wildcards.sector_opts} sector options and {wildcards.planning_horizons} planning horizons"
     script:
         scripts("plot_heatmap_timeseries.py")
 
@@ -534,11 +534,6 @@ STATISTICS_BARPLOTS = [
 
 
 rule plot_base_statistics:
-    message:
-        "Plotting base scenario statistics for {wildcards.clusters} clusters and {wildcards.opts} electric options"
-    params:
-        plotting=config_provider("plotting"),
-        barplots=STATISTICS_BARPLOTS,
     input:
         network=RESULTS + "networks/base_s_{clusters}_elec_{opts}.nc",
     output:
@@ -549,6 +544,11 @@ rule plot_base_statistics:
         },
         barplots_touch=RESULTS
         + "figures/.statistics_plots_base_s_{clusters}_elec_{opts}",
+    params:
+        plotting=config_provider("plotting"),
+        barplots=STATISTICS_BARPLOTS,
+    message:
+        "Plotting base scenario statistics for {wildcards.clusters} clusters and {wildcards.opts} electric options"
     script:
         scripts("plot_statistics.py")
 
@@ -561,9 +561,6 @@ rule build_ambient_air_temperature_yearly_average:
         average_ambient_air_temperature=resources(
             "temp_ambient_air_base_s_{clusters}_temporal_aggregate.nc"
         ),
-    threads: 1
-    resources:
-        mem_mb=5000,
     log:
         RESULTS + "logs/build_ambient_air_temperature_yearly_average/base_s_{clusters}",
     benchmark:
@@ -571,6 +568,9 @@ rule build_ambient_air_temperature_yearly_average:
             RESULTS
             + "benchmarks/build_ambient_air_temperature_yearly_average/base_s_{clusters}"
         )
+    threads: 1
+    resources:
+        mem_mb=5000,
     script:
         scripts("build_ambient_air_temperature_yearly_average.py")
 
@@ -591,13 +591,6 @@ rule plot_cop_profiles:
 
 
 rule plot_interactive_bus_balance:
-    params:
-        plotting=config_provider("plotting"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        bus_name_pattern=config_provider(
-            "plotting", "interactive_bus_balance", "bus_name_pattern"
-        ),
     input:
         network=RESULTS
         + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
@@ -612,8 +605,15 @@ rule plot_interactive_bus_balance:
         + "logs/plot_interactive_bus_balance/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log",
     benchmark:
         RESULTS
-        +"benchmarks/plot_interactive_bus_balance/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
+        + "benchmarks/plot_interactive_bus_balance/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
     resources:
         mem_mb=20000,
+    params:
+        plotting=config_provider("plotting"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        bus_name_pattern=config_provider(
+            "plotting", "interactive_bus_balance", "bus_name_pattern"
+        ),
     script:
         scripts("plot_interactive_bus_balance.py")
diff --git a/rules/retrieve.smk b/rules/retrieve.smk
index dbb9c8662..cde7f3215 100755
--- a/rules/retrieve.smk
+++ b/rules/retrieve.smk
@@ -28,12 +28,12 @@ if (EUROSTAT_BALANCES_DATASET := dataset_version("eurostat_balances"))["source"]
 ]:
 
     rule retrieve_eurostat_balances:
-        message:
-            "Retrieving Eurostat balances data"
         input:
             tsv_gz=storage(EUROSTAT_BALANCES_DATASET["url"]),
         output:
             tsv_gz=f"{EUROSTAT_BALANCES_DATASET['folder']}/estat_nrg_bal_c.tsv.gz",
+        message:
+            "Retrieving Eurostat balances data"
         run:
             copy2(input["tsv_gz"], output["tsv_gz"])
 
@@ -48,12 +48,12 @@ if (
 ]:
 
     rule retrieve_eurostat_household_balances:
-        message:
-            "Retrieving Eurostat household balances data"
         input:
             csv=storage(EUROSTAT_HOUSEHOLD_BALANCES_DATASET["url"]),
         output:
             csv=f"{EUROSTAT_HOUSEHOLD_BALANCES_DATASET['folder']}/nrg_d_hhq.csv",
+        message:
+            "Retrieving Eurostat household balances data"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -66,12 +66,12 @@ if (SWISS_ENERGY_BALANCES_DATASET := dataset_version("swiss_energy_balances"))[
 ]:
 
     rule retrieve_swiss_energy_balances:
-        message:
-            "Retrieving Swiss energy balances data"
         input:
             xlsx=storage(SWISS_ENERGY_BALANCES_DATASET["url"]),
         output:
             xlsx=f"{SWISS_ENERGY_BALANCES_DATASET['folder']}/12361-VWZ_Webtabellen_2024.xlsx",
+        message:
+            "Retrieving Swiss energy balances data"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -82,13 +82,13 @@ if (NUTS3_POPULATION_DATASET := dataset_version("nuts3_population"))["source"] i
 ]:
 
     rule retrieve_nuts3_population:
-        message:
-            "Retrieving NUTS3 population data"
         input:
             gz=storage(NUTS3_POPULATION_DATASET["url"]),
         output:
             gz=f"{NUTS3_POPULATION_DATASET['folder']}/nama_10r_3popgdp.tsv.gz",
         retries: 2
+        message:
+            "Retrieving NUTS3 population data"
         run:
             copy2(input["gz"], output["gz"])
 
@@ -96,13 +96,13 @@ if (NUTS3_POPULATION_DATASET := dataset_version("nuts3_population"))["source"] i
 if (CORINE_DATASET := dataset_version("corine"))["source"] in ["archive"]:
 
     rule retrieve_corine:
-        message:
-            "Retrieving Corine land cover data"
         input:
             zip_file=storage(CORINE_DATASET["url"]),
         output:
             zip_file=f"{CORINE_DATASET['folder']}/corine.zip",
             tif_file=f"{CORINE_DATASET['folder']}/corine.tif",
+        message:
+            "Retrieving Corine land cover data"
         run:
             output_folder = Path(output["zip_file"]).parent
             unpack_archive(input["zip_file"], output_folder)
@@ -114,18 +114,18 @@ if (CORINE_DATASET := dataset_version("corine"))["source"] in ["archive"]:
 elif (CORINE_DATASET := dataset_version("corine"))["source"] in ["primary"]:
 
     rule retrieve_corine:
-        message:
-            "Retrieving Corine land cover data"
-        params:
-            apikey=os.environ.get("CORINE_API_TOKEN", ""),
         output:
             zip=f"{CORINE_DATASET['folder']}/corine.zip",
             tif_file=f"{CORINE_DATASET['folder']}/corine.tif",
         log:
             logs("retrieve_corine_primary.log"),
+        retries: 2
         resources:
             mem_mb=1000,
-        retries: 2
+        params:
+            apikey=os.environ.get("CORINE_API_TOKEN", ""),
+        message:
+            "Retrieving Corine land cover data"
         script:
             scripts("retrieve_corine_dataset_primary.py")
 
@@ -135,13 +135,13 @@ if (H2_SALT_CAVERNS_DATASET := dataset_version("h2_salt_caverns"))["source"] in
 ]:
 
     rule retrieve_h2_salt_caverns:
-        message:
-            "Retrieving H2 salt caverns data"
         input:
             geojson=storage(H2_SALT_CAVERNS_DATASET["url"]),
         output:
             geojson=f"{H2_SALT_CAVERNS_DATASET['folder']}/h2_salt_caverns_GWh_per_sqkm.geojson",
         retries: 2
+        message:
+            "Retrieving H2 salt caverns data"
         run:
             copy2(input["geojson"], output["geojson"])
 
@@ -151,13 +151,13 @@ if (GDP_PER_CAPITA_DATASET := dataset_version("gdp_per_capita"))["source"] in [
 ]:
 
     rule retrieve_gdp_per_capita:
-        message:
-            "Retrieving GDP per capita data"
         input:
             gdp=storage(GDP_PER_CAPITA_DATASET["url"]),
         output:
             gdp=f"{GDP_PER_CAPITA_DATASET['folder']}/GDP_per_capita_PPP_1990_2015_v2.nc",
         retries: 2
+        message:
+            "Retrieving GDP per capita data"
         run:
             copy2(input["gdp"], output["gdp"])
 
@@ -168,13 +168,13 @@ if (POPULATION_COUNT_DATASET := dataset_version("population_count"))["source"] i
 ]:
 
     rule retrieve_population_count:
-        message:
-            "Retrieving population count data"
         input:
             tif=storage(POPULATION_COUNT_DATASET["url"]),
         output:
             tif=f"{POPULATION_COUNT_DATASET['folder']}/ppp_2019_1km_Aggregated.tif",
         retries: 2
+        message:
+            "Retrieving population count data"
         run:
             copy2(input["tif"], output["tif"])
 
@@ -195,8 +195,6 @@ if (GHG_EMISSIONS_DATASET := dataset_version("ghg_emissions"))["source"] in [
 ]:
 
     rule retrieve_ghg_emissions:
-        message:
-            "Retrieving GHG emissions data"
         input:
             ghg=storage(GHG_EMISSIONS_DATASET["url"]),
         output:
@@ -212,6 +210,8 @@ if (GHG_EMISSIONS_DATASET := dataset_version("ghg_emissions"))["source"] in [
                 else []
             ),
         retries: 2
+        message:
+            "Retrieving GHG emissions data"
         run:
             if GHG_EMISSIONS_DATASET["source"] == "primary":
                 copy2(input["ghg"], output["zip"])
@@ -224,8 +224,6 @@ if (GHG_EMISSIONS_DATASET := dataset_version("ghg_emissions"))["source"] in [
 if (GEBCO_DATASET := dataset_version("gebco"))["source"] in ["archive", "primary"]:
 
     rule retrieve_gebco:
-        message:
-            "Retrieving GEBCO bathymetry data"
         input:
             storage(GEBCO_DATASET["url"]),
         output:
@@ -235,6 +233,8 @@ if (GEBCO_DATASET := dataset_version("gebco"))["source"] in ["archive", "primary
                 if GEBCO_DATASET["source"] == "primary"
                 else []
             ),
+        message:
+            "Retrieving GEBCO bathymetry data"
         run:
             if GEBCO_DATASET["source"] == "primary":
                 import xarray as xr
@@ -259,13 +259,13 @@ if (ATTRIBUTED_PORTS_DATASET := dataset_version("attributed_ports"))["source"] i
 ]:
 
     rule retrieve_attributed_ports:
-        message:
-            "Retrieving attributed ports data"
         input:
             json=storage(ATTRIBUTED_PORTS_DATASET["url"]),
         output:
             json=f"{ATTRIBUTED_PORTS_DATASET['folder']}/attributed_ports.json",
         retries: 2
+        message:
+            "Retrieving attributed ports data"
         run:
             copy2(input["json"], output["json"])
 
@@ -276,13 +276,13 @@ if (JRC_IDEES_DATASET := dataset_version("jrc_idees"))["source"] in [
 ]:
 
     rule retrieve_jrc_idees:
-        message:
-            "Retrieving JRC IDEES data"
         input:
             zip_file=storage(JRC_IDEES_DATASET["url"]),
         output:
             zip_file=f"{JRC_IDEES_DATASET['folder']}/jrc_idees.zip",
             directory=directory(JRC_IDEES_DATASET["folder"]),
+        message:
+            "Retrieving JRC IDEES data"
         run:
             copy2(input["zip_file"], output["zip_file"])
             output_folder = Path(output["zip_file"]).parent
@@ -295,8 +295,6 @@ if (EU_NUTS2013_DATASET := dataset_version("eu_nuts2013"))["source"] in [
 ]:
 
     rule retrieve_eu_nuts_2013:
-        message:
-            "Retrieving EU NUTS 2013 data"
         input:
             shapes=storage(EU_NUTS2013_DATASET["url"]),
         output:
@@ -306,6 +304,8 @@ if (EU_NUTS2013_DATASET := dataset_version("eu_nuts2013"))["source"] in [
             ),
             shapes_level_3=f"{EU_NUTS2013_DATASET['folder']}/ref-nuts-2013-03m.geojson/NUTS_RG_03M_2013_4326_LEVL_3.geojson",
             shapes_level_2=f"{EU_NUTS2013_DATASET['folder']}/ref-nuts-2013-03m.geojson/NUTS_RG_03M_2013_4326_LEVL_2.geojson",
+        message:
+            "Retrieving EU NUTS 2013 data"
         run:
             copy2(input["shapes"], output["zip_file"])
             unpack_archive(output["zip_file"], Path(output.shapes_level_3).parent)
@@ -317,8 +317,6 @@ if (EU_NUTS2021_DATASET := dataset_version("eu_nuts2021"))["source"] in [
 ]:
 
     rule retrieve_eu_nuts_2021:
-        message:
-            "Retrieving EU NUTS 2021 data"
         input:
             shapes=storage(EU_NUTS2021_DATASET["url"]),
         output:
@@ -330,6 +328,8 @@ if (EU_NUTS2021_DATASET := dataset_version("eu_nuts2021"))["source"] in [
             shapes_level_2=f"{EU_NUTS2021_DATASET['folder']}/ref-nuts-2021-01m.geojson/NUTS_RG_01M_2021_4326_LEVL_2.geojson",
             shapes_level_1=f"{EU_NUTS2021_DATASET['folder']}/ref-nuts-2021-01m.geojson/NUTS_RG_01M_2021_4326_LEVL_1.geojson",
             shapes_level_0=f"{EU_NUTS2021_DATASET['folder']}/ref-nuts-2021-01m.geojson/NUTS_RG_01M_2021_4326_LEVL_0.geojson",
+        message:
+            "Retrieving EU NUTS 2021 data"
         run:
             copy2(input["shapes"], output["zip_file"])
             unpack_archive(output["zip_file"], Path(output.shapes_level_3).parent)
@@ -348,9 +348,9 @@ if (
             geojson=f"{BIDDING_ZONES_ELECTRICITYMAPS_DATASET['folder']}/bidding_zones_electricitymaps.geojson",
         log:
             "logs/retrieve_bidding_zones_electricitymaps.log",
+        retries: 2
         resources:
             mem_mb=1000,
-        retries: 2
         run:
             copy2(input["geojson"], output["geojson"])
 
@@ -364,9 +364,9 @@ if (BIDDING_ZONES_ENTSOEPY_DATASET := dataset_version("bidding_zones_entsoepy"))
             geojson=f"{BIDDING_ZONES_ENTSOEPY_DATASET['folder']}/bidding_zones_entsoepy.geojson",
         log:
             "logs/retrieve_bidding_zones_entsoepy.log",
+        retries: 2
         resources:
             mem_mb=1000,
-        retries: 2
         run:
             import entsoe
             import geopandas as gpd
@@ -398,17 +398,17 @@ if (CUTOUT_DATASET := dataset_version("cutout"))["source"] in [
 ]:
 
     rule retrieve_cutout:
-        message:
-            "Retrieving cutout data for {wildcards.cutout}"
         input:
             storage(CUTOUT_DATASET["url"] + "/{cutout}.nc"),
         output:
             CUTOUT_DATASET["folder"] + "/{cutout}.nc",
         log:
             "logs/retrieve_cutout/{cutout}.log",
+        retries: 2
         resources:
             mem_mb=5000,
-        retries: 2
+        message:
+            "Retrieving cutout data for {wildcards.cutout}"
         run:
             copy2(input[0], output[0])
 
@@ -418,12 +418,12 @@ if (COUNTRY_RUNOFF_DATASET := dataset_version("country_runoff"))["source"] in [
 ]:
 
     rule retrieve_country_runoff:
-        message:
-            "Retrieving country runoff data"
         input:
             storage(COUNTRY_RUNOFF_DATASET["url"]),
         output:
             era5_runoff=f"{COUNTRY_RUNOFF_DATASET['folder']}/era5-runoff-per-country.csv",
+        message:
+            "Retrieving country runoff data"
         run:
             copy2(input[0], output[0])
 
@@ -431,12 +431,12 @@ if (COUNTRY_RUNOFF_DATASET := dataset_version("country_runoff"))["source"] in [
 if (COUNTRY_HDD_DATASET := dataset_version("country_hdd"))["source"] in ["archive"]:
 
     rule retrieve_country_hdd:
-        message:
-            "Retrieving country heating degree days data"
         input:
             storage(COUNTRY_HDD_DATASET["url"]),
         output:
             era5_runoff=f"{COUNTRY_HDD_DATASET['folder']}/era5-HDD-per-country.csv",
+        message:
+            "Retrieving country heating degree days data"
         run:
             copy2(input[0], output[0])
 
@@ -447,12 +447,12 @@ if (COSTS_DATASET := dataset_version("costs"))["source"] in [
 ]:
 
     rule retrieve_cost_data:
-        message:
-            "Retrieving cost data for {wildcards.planning_horizons}"
         input:
             costs=storage(COSTS_DATASET["url"] + "/costs_{planning_horizons}.csv"),
         output:
             costs=COSTS_DATASET["folder"] + "/costs_{planning_horizons}.csv",
+        message:
+            "Retrieving cost data for {wildcards.planning_horizons}"
         run:
             copy2(input["costs"], output["costs"])
 
@@ -463,12 +463,12 @@ if (POWERPLANTS_DATASET := dataset_version("powerplants"))["source"] in [
 ]:
 
     rule retrieve_powerplants:
-        message:
-            "Retrieving powerplants data"
         input:
             powerplants=storage(POWERPLANTS_DATASET["url"]),
         output:
             powerplants=f"{POWERPLANTS_DATASET['folder']}/powerplants.csv",
+        message:
+            "Retrieving powerplants data"
         run:
             copy2(input["powerplants"], output["powerplants"])
 
@@ -479,8 +479,6 @@ if (SCIGRID_GAS_DATASET := dataset_version("scigrid_gas"))["source"] in [
 ]:
 
     rule retrieve_gas_infrastructure_data:
-        message:
-            "Retrieving SciGRID gas infrastructure data"
         input:
             zip_file=storage(SCIGRID_GAS_DATASET["url"]),
         output:
@@ -488,6 +486,8 @@ if (SCIGRID_GAS_DATASET := dataset_version("scigrid_gas"))["source"] in [
             entry=f"{SCIGRID_GAS_DATASET['folder']}/data/IGGIELGN_BorderPoints.geojson",
             storage=f"{SCIGRID_GAS_DATASET['folder']}/data/IGGIELGN_Storages.geojson",
             gas_network=f"{SCIGRID_GAS_DATASET['folder']}/data/IGGIELGN_PipeSegments.geojson",
+        message:
+            "Retrieving SciGRID gas infrastructure data"
         run:
             copy2(input["zip_file"], output["zip_file"])
             output_folder = Path(output["zip_file"]).parent
@@ -499,17 +499,17 @@ if (OPSD_DEMAND_DATA := dataset_version("opsd_electricity_demand"))["source"] in
 ]:
 
     rule retrieve_electricity_demand_opsd:
-        message:
-            "Retrieving electricity demand data from OPSD from build source"
-        params:
-            versions=["2019-06-05", "2020-10-06"],
         output:
             csv=f"{OPSD_DEMAND_DATA['folder']}/electricity_demand_opsd_raw.csv",
         log:
             "logs/retrieve_electricity_demand_opsd.log",
+        retries: 2
         resources:
             mem_mb=5000,
-        retries: 2
+        params:
+            versions=["2019-06-05", "2020-10-06"],
+        message:
+            "Retrieving electricity demand data from OPSD from build source"
         script:
             scripts("retrieve_electricity_demand_opsd.py")
 
@@ -519,13 +519,13 @@ if (OPSD_DEMAND_DATA := dataset_version("opsd_electricity_demand"))["source"] in
 ]:
 
     rule retrieve_electricity_demand_opsd:
-        message:
-            "Retrieving electricity demand data from OPSD from archive"
         input:
             csv=storage(OPSD_DEMAND_DATA["url"]),
         output:
             csv=f"{OPSD_DEMAND_DATA['folder']}/electricity_demand_opsd_raw.csv",
         retries: 2
+        message:
+            "Retrieving electricity demand data from OPSD from archive"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -575,24 +575,22 @@ if (ENTSOE_DEMAND_DATA := dataset_version("entsoe_electricity_demand"))["source"
     ]
 
     rule retrieve_electricity_demand_entsoe_country:
-        message:
-            "Retrieving electricity demand data from ENTSO-E for {wildcards.country}"
-        params:
-            entsoe_token=os.environ.get("ENTSOE_API_TOKEN", ""),
         output:
             csv=f"{ENTSOE_DEMAND_DATA['folder']}"
             + "/electricity_demand_entsoe_raw_{country}.csv",
         log:
             "logs/retrieve_electricity_demand_entsoe_{country}.log",
+        retries: 2
         resources:
             mem_mb=2000,
-        retries: 2
+        params:
+            entsoe_token=os.environ.get("ENTSOE_API_TOKEN", ""),
+        message:
+            "Retrieving electricity demand data from ENTSO-E for {wildcards.country}"
         script:
             scripts("retrieve_electricity_demand_entsoe.py")
 
     rule retrieve_electricity_demand_entsoe:
-        message:
-            "Retrieving electricity demand data from ENTSO-E from build source"
         input:
             csvs=expand(
                 f"{ENTSOE_DEMAND_DATA['folder']}"
@@ -601,6 +599,8 @@ if (ENTSOE_DEMAND_DATA := dataset_version("entsoe_electricity_demand"))["source"
             ),
         output:
             csv=f"{ENTSOE_DEMAND_DATA['folder']}/electricity_demand_entsoe_raw.csv",
+        message:
+            "Retrieving electricity demand data from ENTSO-E from build source"
         run:
             import pandas as pd
 
@@ -614,13 +614,13 @@ if (ENTSOE_DEMAND_DATA := dataset_version("entsoe_electricity_demand"))["source"
 ]:
 
     rule retrieve_electricity_demand_entsoe:
-        message:
-            "Retrieving electricity demand data from ENTSO-E from archive"
         input:
             csv=storage(ENTSOE_DEMAND_DATA["url"]),
         output:
             csv=f"{ENTSOE_DEMAND_DATA['folder']}/electricity_demand_entsoe_raw.csv",
         retries: 2
+        message:
+            "Retrieving electricity demand data from ENTSO-E from archive"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -630,15 +630,15 @@ if (NESO_DEMAND_DATA := dataset_version("neso_electricity_demand"))["source"] in
 ]:
 
     rule retrieve_electricity_demand_neso:
-        message:
-            "Retrieving electricity demand data from NESO from build source"
         output:
             csv=f"{NESO_DEMAND_DATA['folder']}/electricity_demand_neso_raw.csv",
         log:
             "logs/retrieve_electricity_demand_neso.log",
+        retries: 2
         resources:
             mem_mb=5000,
-        retries: 2
+        message:
+            "Retrieving electricity demand data from NESO from build source"
         script:
             scripts("retrieve_electricity_demand_neso.py")
 
@@ -648,13 +648,13 @@ if (NESO_DEMAND_DATA := dataset_version("neso_electricity_demand"))["source"] in
 ]:
 
     rule retrieve_electricity_demand_neso:
-        message:
-            "Retrieving electricity demand data from NESO from archive"
         input:
             csv=storage(NESO_DEMAND_DATA["url"]),
         output:
             csv=f"{NESO_DEMAND_DATA['folder']}/electricity_demand_neso_raw.csv",
         retries: 2
+        message:
+            "Retrieving electricity demand data from NESO from archive"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -669,13 +669,13 @@ if (
 ]:
 
     rule retrieve_synthetic_electricity_demand:
-        message:
-            "Retrieving synthetic electricity demand data"
         input:
             csv=storage(SYNTHETIC_ELECTRICITY_DEMAND_DATASET["url"]),
         output:
             csv=f"{SYNTHETIC_ELECTRICITY_DEMAND_DATASET['folder']}/load_synthetic_raw.csv",
         retries: 2
+        message:
+            "Retrieving synthetic electricity demand data"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -686,10 +686,10 @@ if (ENERGY_ATLAS_DATASET := dataset_version("jrc_energy_atlas"))["source"] in [
 ]:
 
     rule retrieve_electricity_demand_energy_atlas:
-        message:
-            "Retrieving JRC Energy Atlas electricity demand data raster"
         output:
             tif=f"{ENERGY_ATLAS_DATASET['folder']}/electricity_tot_demand_2019.tif",
+        message:
+            "Retrieving JRC Energy Atlas electricity demand data raster"
         run:
             import requests
 
@@ -708,10 +708,10 @@ if (
 )["source"] in ["primary", "archive"]:
 
     rule retrieve_desnz_electricity_consumption:
-        message:
-            "Retrieving DESNZ subnational electricity consumption data"
         output:
             xlsx=f"{DESNZ_ELECTRICITY_CONSUMPTION_DATASET['folder']}/Subnational_electricity_consumption_statistics_2005-2024.xlsx",
+        message:
+            "Retrieving DESNZ subnational electricity consumption data"
         run:
             import requests
 
@@ -726,22 +726,22 @@ if (
 if (ONS_LAD_DATASET := dataset_version("ons_lad"))["source"] in ["archive"]:
 
     rule retrieve_ons_lad:
-        message:
-            "Retrieving UK ONS Local Authority Districts (LAD) Boundaries data"
         input:
             geojson=storage(ONS_LAD_DATASET["url"]),
         output:
             geojson=f"{ONS_LAD_DATASET['folder']}/Local_Authority_Districts_May_2024_Boundaries__UK_BSC.geojson",
+        message:
+            "Retrieving UK ONS Local Authority Districts (LAD) Boundaries data"
         run:
             copy2(input["geojson"], output["geojson"])
 
 elif ONS_LAD_DATASET["source"] in ["primary"]:
 
     rule retrieve_ons_lad:
-        message:
-            "Retrieving UK ONS Local Authority Districts (LAD) Boundaries data"
         output:
             geojson=f"{ONS_LAD_DATASET['folder']}/Local_Authority_Districts_May_2024_Boundaries__UK_BSC.geojson",
+        message:
+            "Retrieving UK ONS Local Authority Districts (LAD) Boundaries data"
         run:
             import requests
 
@@ -763,17 +763,17 @@ if (SHIP_RASTER_DATASET := dataset_version("ship_raster"))["source"] in [
 ]:
 
     rule retrieve_ship_raster:
-        message:
-            "Retrieving shipping raster data"
         input:
             zip_file=storage(SHIP_RASTER_DATASET["url"]),
         output:
             zip_file=f"{SHIP_RASTER_DATASET['folder']}/shipdensity_global.zip",
         log:
             "logs/retrieve_ship_raster.log",
+        retries: 2
         resources:
             mem_mb=5000,
-        retries: 2
+        message:
+            "Retrieving shipping raster data"
         run:
             copy2(input["zip_file"], output["zip_file"])
 
@@ -784,13 +784,13 @@ if (ENSPRESO_BIOMASS_DATASET := dataset_version("enspreso_biomass"))["source"] i
 ]:
 
     rule retrieve_enspreso_biomass:
-        message:
-            "Retrieving ENSPRESO biomass data"
         input:
             xlsx=storage(ENSPRESO_BIOMASS_DATASET["url"]),
         output:
             xlsx=f"{ENSPRESO_BIOMASS_DATASET['folder']}/ENSPRESO_BIOMASS.xlsx",
         retries: 1
+        message:
+            "Retrieving ENSPRESO biomass data"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -803,13 +803,13 @@ if (HOTMAPS_INDUSTRIAL_SITES := dataset_version("hotmaps_industrial_sites"))[
 ]:
 
     rule retrieve_hotmaps_industrial_sites:
-        message:
-            "Retrieving Hotmaps industrial sites"
         input:
             csv=storage(HOTMAPS_INDUSTRIAL_SITES["url"]),
         output:
             csv=f"{HOTMAPS_INDUSTRIAL_SITES['folder']}/Industrial_Database.csv",
         retries: 1
+        message:
+            "Retrieving Hotmaps industrial sites"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -822,13 +822,13 @@ if (NITROGEN_STATISTICS_DATASET := dataset_version("nitrogen_statistics"))[
 ]:
 
     rule retrieve_nitrogen_statistics:
-        message:
-            "Retrieving nitrogen statistics data"
         input:
             xlsx=storage(NITROGEN_STATISTICS_DATASET["url"]),
         output:
             xlsx=f"{NITROGEN_STATISTICS_DATASET['folder']}/nitro-ert.xlsx",
         retries: 1
+        message:
+            "Retrieving nitrogen statistics data"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -840,12 +840,12 @@ if (COPERNICUS_LAND_COVER_DATASET := dataset_version("copernicus_land_cover"))[
     # Downloading Copernicus Global Land Cover for land cover and land use:
     # Website: https://land.copernicus.eu/global/products/lc
     rule download_copernicus_land_cover:
-        message:
-            "Retrieving Copernicus land cover data"
         input:
             tif=storage(COPERNICUS_LAND_COVER_DATASET["url"]),
         output:
             tif=f"{COPERNICUS_LAND_COVER_DATASET['folder']}/Copernicus_LC100_global_v3.0.1_2019-nrt_Discrete-Classification-map_EPSG-4326.tif",
+        message:
+            "Retrieving Copernicus land cover data"
         run:
             copy2(input["tif"], output["tif"])
 
@@ -858,12 +858,12 @@ if (LUISA_LAND_COVER_DATASET := dataset_version("luisa_land_cover"))["source"] i
     # Downloading LUISA Base Map for land cover and land use:
     # Website: https://ec.europa.eu/jrc/en/luisa
     rule retrieve_luisa_land_cover:
-        message:
-            "Retrieving LUISA land cover data"
         input:
             tif=storage(LUISA_LAND_COVER_DATASET["url"]),
         output:
             tif=f"{LUISA_LAND_COVER_DATASET['folder']}/LUISA_basemap_020321_50m.tif",
+        message:
+            "Retrieving LUISA land cover data"
         run:
             copy2(input["tif"], output["tif"])
 
@@ -871,11 +871,11 @@ if (LUISA_LAND_COVER_DATASET := dataset_version("luisa_land_cover"))["source"] i
 if (EEZ_DATASET := dataset_version("eez"))["source"] in ["primary"]:
 
     rule retrieve_eez:
-        message:
-            "Retrieving EEZ data"
         output:
             zip_file=f"{EEZ_DATASET['folder']}/World_EEZ_{EEZ_DATASET['version']}_LR.zip",
             gpkg=f"{EEZ_DATASET['folder']}/World_EEZ_{EEZ_DATASET['version']}_LR/eez_{EEZ_DATASET['version'].split('_')[0]}_lowres.gpkg",
+        message:
+            "Retrieving EEZ data"
         run:
             from uuid import uuid4
 
@@ -905,8 +905,6 @@ if (EEZ_DATASET := dataset_version("eez"))["source"] in ["primary"]:
 elif (EEZ_DATASET := dataset_version("eez"))["source"] in ["archive"]:
 
     rule retrieve_eez:
-        message:
-            "Retrieving EEZ data"
         input:
             zip_file=storage(
                 EEZ_DATASET["url"],
@@ -914,6 +912,8 @@ elif (EEZ_DATASET := dataset_version("eez"))["source"] in ["archive"]:
         output:
             zip_file=f"{EEZ_DATASET['folder']}/World_EEZ_{EEZ_DATASET['version']}_LR.zip",
             gpkg=f"{EEZ_DATASET['folder']}/World_EEZ_{EEZ_DATASET['version']}_LR/eez_{EEZ_DATASET['version'].split('_')[0]}_lowres.gpkg",
+        message:
+            "Retrieving EEZ data"
         run:
             output_folder = Path(output["zip_file"]).parent
             copy2(input["zip_file"], output["zip_file"])
@@ -926,13 +926,13 @@ if (WB_URB_POP_DATASET := dataset_version("worldbank_urban_population"))["source
 ]:
 
     rule retrieve_worldbank_urban_population:
-        message:
-            "Retrieving World Bank urban population data"
         input:
             zip=storage(WB_URB_POP_DATASET["url"]),
         output:
             zip=f"{WB_URB_POP_DATASET['folder']}/API_SP.URB.TOTL.IN.ZS_DS2_en_csv_v2.zip",
             csv=f"{WB_URB_POP_DATASET['folder']}/API_SP.URB.TOTL.IN.ZS_DS2_en_csv_v2.csv",
+        message:
+            "Retrieving World Bank urban population data"
         run:
             copy2(input["zip"], output["zip"])
             unpack_archive(output["zip"], WB_URB_POP_DATASET["folder"])
@@ -954,8 +954,6 @@ if (CO2STOP_DATASET := dataset_version("co2stop"))["source"] in [
 ]:
 
     rule retrieve_co2stop:
-        message:
-            "Retrieving CO2STOP data"
         input:
             zip_file=storage(CO2STOP_DATASET["url"]),
         output:
@@ -966,6 +964,8 @@ if (CO2STOP_DATASET := dataset_version("co2stop"))["source"] in [
             traps_table2=f"{CO2STOP_DATASET['folder']}/CO2JRC_OpenFormats/CO2Stop_DataInterrogationSystem/Hydrocarbon_Traps_Temp.csv",
             traps_table3=f"{CO2STOP_DATASET['folder']}/CO2JRC_OpenFormats/CO2Stop_DataInterrogationSystem/Hydrocarbon_Traps1.csv",
             traps_map=f"{CO2STOP_DATASET['folder']}/CO2JRC_OpenFormats/CO2Stop_Polygons Data/DaughterUnits_March13.kml",
+        message:
+            "Retrieving CO2STOP data"
         run:
             output_folder = Path(output["zip_file"]).parent
             output_folder.mkdir(parents=True, exist_ok=True)
@@ -981,12 +981,12 @@ if (GEM_EUROPE_GAS_TRACKER_DATASET := dataset_version("gem_europe_gas_tracker"))
 ]:
 
     rule retrieve_gem_europe_gas_tracker:
-        message:
-            "Retrieving GEM Europe Gas Tracker data"
         input:
             xlsx=storage(GEM_EUROPE_GAS_TRACKER_DATASET["url"]),
         output:
             xlsx="data/gem/Europe-Gas-Tracker-2024-05.xlsx",
+        message:
+            "Retrieving GEM Europe Gas Tracker data"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -997,12 +997,12 @@ if (GEM_GSPT_DATASET := dataset_version("gem_gspt"))["source"] in [
 ]:
 
     rule retrieve_gem_steel_plant_tracker:
-        message:
-            "Retrieving GEM Global Steel Plant Tracker data"
         input:
             xlsx=storage(GEM_GSPT_DATASET["url"]),
         output:
             xlsx=f"{GEM_GSPT_DATASET['folder']}/Global-Steel-Plant-Tracker.xlsx",
+        message:
+            "Retrieving GEM Global Steel Plant Tracker data"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -1029,12 +1029,12 @@ if (BFS_ROAD_VEHICLE_STOCK_DATASET := dataset_version("bfs_road_vehicle_stock"))
 ]:
 
     rule retrieve_bfs_road_vehicle_stock:
-        message:
-            "Retrieving BFS road vehicle stock data"
         input:
             csv=storage(BFS_ROAD_VEHICLE_STOCK_DATASET["url"]),
         output:
             csv=f"{BFS_ROAD_VEHICLE_STOCK_DATASET['folder']}/vehicle_stock.csv",
+        message:
+            "Retrieving BFS road vehicle stock data"
         run:
             copy2(input["csv"], output["csv"])
 
@@ -1047,12 +1047,12 @@ if (BFS_GDP_AND_POPULATION_DATASET := dataset_version("bfs_gdp_and_population"))
 ]:
 
     rule retrieve_bfs_gdp_and_population:
-        message:
-            "Retrieving BFS GDP and population data"
         input:
             xlsx=storage(BFS_GDP_AND_POPULATION_DATASET["url"]),
         output:
             xlsx=f"{BFS_GDP_AND_POPULATION_DATASET['folder']}/gdp_and_population.xlsx",
+        message:
+            "Retrieving BFS GDP and population data"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -1104,13 +1104,13 @@ if (WDPA_DATASET := dataset_version("wdpa"))["source"] in [
     # extract the main zip and then merge the contained 3 zipped shapefiles
     # Website: https://www.protectedplanet.net/en/thematic-areas/wdpa
     rule retrieve_wdpa:
-        message:
-            "Downloading protected area database from WDPA"
         input:
             zip_file=storage(get_wdpa_url(WDPA_DATASET)),
         output:
             zip_file=f"{WDPA_DATASET['folder']}/WDPA_shp.zip",
             gpkg=f"{WDPA_DATASET['folder']}/WDPA.gpkg",
+        message:
+            "Downloading protected area database from WDPA"
         run:
             output_folder = Path(output["zip_file"]).parent
             copy2(input["zip_file"], output["zip_file"])
@@ -1138,16 +1138,16 @@ if (WDPA_MARINE_DATASET := dataset_version("wdpa_marine"))["source"] in [
 ]:
 
     rule retrieve_wdpa_marine:
-        # Downloading Marine protected area database from WDPA
-        # extract the main zip and then merge the contained 3 zipped shapefiles
-        # Website: https://www.protectedplanet.net/en/thematic-areas/marine-protected-areas
-        message:
-            "Downloading Marine protected area database from WDPA"
         input:
             zip_file=storage(get_wdpa_url(WDPA_MARINE_DATASET)),
         output:
             zip_file=f"{WDPA_MARINE_DATASET['folder']}/WDPA_WDOECM_marine.zip",
             gpkg=f"{WDPA_MARINE_DATASET['folder']}/WDPA_WDOECM_marine.gpkg",
+        # Downloading Marine protected area database from WDPA
+        # extract the main zip and then merge the contained 3 zipped shapefiles
+        # Website: https://www.protectedplanet.net/en/thematic-areas/marine-protected-areas
+        message:
+            "Downloading Marine protected area database from WDPA"
         run:
             output_folder = Path(output["zip_file"]).parent
             copy2(input["zip_file"], output["zip_file"])
@@ -1172,15 +1172,15 @@ if (INSTRAT_CO2_PRICES_DATASET := dataset_version("instrat_co2_prices"))["source
 ]:
 
     rule retrieve_co2_prices:
-        message:
-            "Retrieving CO2 emission allowances price in EU ETS system"
         output:
             csv=f"{INSTRAT_CO2_PRICES_DATASET['folder']}/prices_eu_ets_all.csv",
         log:
             "logs/retrieve_co2_prices.log",
+        retries: 2
         resources:
             mem_mb=5000,
-        retries: 2
+        message:
+            "Retrieving CO2 emission allowances price in EU ETS system"
         run:
             import pandas as pd
 
@@ -1203,12 +1203,12 @@ if (
 )["source"] in ["primary", "archive"]:
 
     rule retrieve_worldbank_commodity_prices:
-        message:
-            "Retrieving monthly commodity price time series (including fossil fuels)"
         input:
             xlsx=storage(WORLD_BANK_COMMODITY_PRICES_DATASET["url"]),
         output:
             xlsx=f"{WORLD_BANK_COMMODITY_PRICES_DATASET['folder']}/CMO-Historical-Data-Monthly.xlsx",
+        message:
+            "Retrieving monthly commodity price time series (including fossil fuels)"
         run:
             copy2(input["xlsx"], output["xlsx"])
 
@@ -1216,8 +1216,6 @@ if (
 if (TYDNP_DATASET := dataset_version("tyndp"))["source"] in ["primary", "archive"]:
 
     rule retrieve_tyndp:
-        message:
-            "Retrieving TYNDP network topology data"
         input:
             line_data=storage(TYDNP_DATASET["url"] + "/Line-data.zip"),
             nodes=storage(TYDNP_DATASET["url"] + "/Nodes.zip"),
@@ -1228,6 +1226,8 @@ if (TYDNP_DATASET := dataset_version("tyndp"))["source"] in ["primary", "archive
             nodes=f"{TYDNP_DATASET['folder']}/Nodes/LIST OF NODES.xlsx",
         log:
             "logs/retrieve_tyndp.log",
+        message:
+            "Retrieving TYNDP network topology data"
         run:
             for key in input.keys():
                 # Keep zip file
@@ -1301,8 +1301,6 @@ if OSM_DATASET["source"] in ["archive"]:
     OSM_ARCHIVE_FILES = get_osm_archive_files(OSM_DATASET["version"])
 
     rule retrieve_osm_archive:
-        message:
-            "Retrieving OSM archive data"
         input:
             **{
                 file: storage(f"{OSM_DATASET['url']}/{file}")
@@ -1315,6 +1313,8 @@ if OSM_DATASET["source"] in ["archive"]:
         threads: 1
         resources:
             mem_mb=500,
+        message:
+            "Retrieving OSM archive data"
         run:
             for key in input.keys():
                 copy2(input[key], output[key])
@@ -1340,8 +1340,6 @@ if OSM_DATASET_INCUMBENT["source"] in ["archive"] and OSM_DATASET_INCUMBENT[
     )
 
     rule retrieve_osm_archive_incumbent:
-        message:
-            "Retrieving OSM archive incumbent data"
         input:
             **{
                 file: storage(f"{OSM_DATASET_INCUMBENT['url']}/{file}")
@@ -1357,6 +1355,8 @@ if OSM_DATASET_INCUMBENT["source"] in ["archive"] and OSM_DATASET_INCUMBENT[
         threads: 1
         resources:
             mem_mb=500,
+        message:
+            "Retrieving OSM archive incumbent data"
         run:
             for key in input.keys():
                 copy2(input[key], output[key])
@@ -1373,10 +1373,6 @@ if OSM_DATASET["source"] == "build":
     ]
 
     rule retrieve_osm_data_raw:
-        message:
-            "Retrieving OSM electricity grid raw data for {wildcards.country}"
-        params:
-            overpass_api=config_provider("overpass_api"),
         output:
             **{
                 file.replace(
@@ -1387,6 +1383,10 @@ if OSM_DATASET["source"] == "build":
         log:
             "logs/retrieve_osm_data_{country}.log",
         threads: 1
+        params:
+            overpass_api=config_provider("overpass_api"),
+        message:
+            "Retrieving OSM electricity grid raw data for {wildcards.country}"
         script:
             scripts("retrieve_osm_data.py")
 
@@ -1402,22 +1402,20 @@ if OSM_DATASET["source"] == "build":
 if (NATURA_DATASET := dataset_version("natura"))["source"] in ["archive"]:
 
     rule retrieve_natura:
-        message:
-            "Retrieving Natura 2000 raster data"
         input:
             storage(NATURA_DATASET["url"]),
         output:
             f"{NATURA_DATASET['folder']}/natura.tiff",
         log:
             "logs/retrieve_natura.log",
+        message:
+            "Retrieving Natura 2000 raster data"
         run:
             copy2(input[0], output[0])
 
 elif NATURA_DATASET["source"] == "build":
 
     rule build_natura_raster:
-        message:
-            "Building Natura 2000 raster data"
         input:
             online=storage(NATURA_DATASET["url"]),
             cutout=lambda w: input_cutout(w),
@@ -1425,10 +1423,12 @@ elif NATURA_DATASET["source"] == "build":
             zip=f"{NATURA_DATASET['folder']}/raw/natura.zip",
             raw=directory(f"{NATURA_DATASET['folder']}/raw"),
             raster=f"{NATURA_DATASET['folder']}/natura.tiff",
-        resources:
-            mem_mb=5000,
         log:
             "logs/build_natura.log",
+        resources:
+            mem_mb=5000,
+        message:
+            "Building Natura 2000 raster data"
         script:
             scripts("build_natura.py")
 
@@ -1438,13 +1438,13 @@ if (OSM_BOUNDARIES_DATASET := dataset_version("osm_boundaries"))["source"] in [
 ]:
 
     rule retrieve_osm_boundaries:
-        message:
-            "Retrieving OSM admin boundaries for {wildcards.country}"
         output:
             json=f"{OSM_BOUNDARIES_DATASET['folder']}/{country}_adm1.json",
         log:
             "logs/retrieve_osm_boundaries_{country}_adm1.log",
         threads: 1
+        message:
+            "Retrieving OSM admin boundaries for {wildcards.country}"
         script:
             scripts("retrieve_osm_boundaries.py")
 
@@ -1453,8 +1453,6 @@ elif (OSM_BOUNDARIES_DATASET := dataset_version("osm_boundaries"))["source"] in
 ]:
 
     rule retrieve_osm_boundaries:
-        message:
-            "Retrieving OSM admin boundaries data"
         input:
             storage(
                 f"{OSM_BOUNDARIES_DATASET['url']}",
@@ -1465,6 +1463,8 @@ elif (OSM_BOUNDARIES_DATASET := dataset_version("osm_boundaries"))["source"] in
             json3=f"{OSM_BOUNDARIES_DATASET['folder']}/MD_adm1.json",
             json4=f"{OSM_BOUNDARIES_DATASET['folder']}/BA_adm1.json",
             zip_file=f"{OSM_BOUNDARIES_DATASET['folder']}/osm_boundaries.zip",
+        message:
+            "Retrieving OSM admin boundaries data"
         run:
             output_folder = Path(output["zip_file"]).parent
             copy2(input[0], output["zip_file"])
@@ -1478,8 +1478,6 @@ if (
 )["source"] in ["primary", "archive"]:
 
     rule retrieve_geothermal_heat_utilisation_potentials:
-        message:
-            "Retrieving geothermal heat utilisation potentials"
         input:
             isi_heat_potentials=storage(
                 GEOTHERMAL_HEAT_UTILISATION_POTENTIALS_DATASET["url"]
@@ -1488,8 +1486,10 @@ if (
             isi_heat_potentials=f"{GEOTHERMAL_HEAT_UTILISATION_POTENTIALS_DATASET['folder']}/isi_heat_utilisation_potentials.xlsx",
         log:
             "logs/retrieve_geothermal_heat_utilisation_potentials.log",
-        threads: 1
         retries: 2
+        threads: 1
+        message:
+            "Retrieving geothermal heat utilisation potentials"
         run:
             copy2(input["isi_heat_potentials"], output["isi_heat_potentials"])
 
@@ -1500,37 +1500,35 @@ if (LAU_REGIONS_DATASET := dataset_version("lau_regions"))["source"] in [
 ]:
 
     rule retrieve_lau_regions:
-        message:
-            "Retrieving Local Administrative Units and Administation Unit regions"
         input:
             lau_regions=storage(LAU_REGIONS_DATASET["url"]),
         output:
             zip=f"{LAU_REGIONS_DATASET['folder']}/lau_regions.zip",
         log:
             "logs/retrieve_lau_regions.log",
-        threads: 1
         retries: 2
+        threads: 1
+        message:
+            "Retrieving Local Administrative Units and Administation Unit regions"
         run:
             copy2(input["lau_regions"], output["zip"])
 
     rule retrieve_seawater_temperature:
-        message:
-            "Retrieving seawater temperature data for {wildcards.year}"
-        params:
-            default_cutout=config_provider("atlite", "default_cutout"),
-            test_data_url=dataset_version("seawater_temperature")["url"],
         output:
             seawater_temperature="data/seawater_temperature_{year}.nc",
         log:
             "logs/retrieve_seawater_temperature_{year}.log",
         resources:
             mem_mb=10000,
+        params:
+            default_cutout=config_provider("atlite", "default_cutout"),
+            test_data_url=dataset_version("seawater_temperature")["url"],
+        message:
+            "Retrieving seawater temperature data for {wildcards.year}"
         script:
             scripts("retrieve_seawater_temperature.py")
 
     rule retrieve_hera_data_test_cutout:
-        message:
-            "Retrieving HERA test cutout data"
         input:
             hera_data_url=storage(
                 f"https://zenodo.org/records/15828866/files/hera_be_2013-03-01_to_2013-03-08.zip"
@@ -1538,19 +1536,19 @@ if (LAU_REGIONS_DATASET := dataset_version("lau_regions"))["source"] in [
         output:
             river_discharge=f"data/hera_be_2013-03-01_to_2013-03-08/river_discharge_be_2013-03-01_to_2013-03-08.nc",
             ambient_temperature=f"data/hera_be_2013-03-01_to_2013-03-08/ambient_temp_be_2013-03-01_to_2013-03-08.nc",
-        params:
-            folder="data",
         log:
             "logs/retrieve_hera_data_test_cutout.log",
+        retries: 2
         resources:
             mem_mb=10000,
-        retries: 2
+        params:
+            folder="data",
+        message:
+            "Retrieving HERA test cutout data"
         run:
             unpack_archive(input[0], params.folder)
 
     rule retrieve_hera_data:
-        message:
-            "Retrieving HERA data for {wildcards.year}"
         input:
             river_discharge=storage(
                 "https://jeodpp.jrc.ec.europa.eu/ftp/jrc-opendata/CEMS-EFAS/HERA/VER1-0/Data/NetCDF/river_discharge/dis.HERA{year}.nc"
@@ -1561,13 +1559,15 @@ if (LAU_REGIONS_DATASET := dataset_version("lau_regions"))["source"] in [
         output:
             river_discharge="data/hera_{year}/river_discharge_{year}.nc",
             ambient_temperature="data/hera_{year}/ambient_temp_{year}.nc",
-        params:
-            snapshot_year="{year}",
         log:
             "logs/retrieve_hera_data_{year}.log",
+        retries: 2
         resources:
             mem_mb=10000,
-        retries: 2
+        params:
+            snapshot_year="{year}",
+        message:
+            "Retrieving HERA data for {wildcards.year}"
         run:
             move(input.river_discharge, output.river_discharge)
             move(input.ambient_temperature, output.ambient_temperature)
@@ -1578,8 +1578,6 @@ if (JRC_ARDECO_DATASET := dataset_version("jrc_ardeco"))["source"] in [
 ]:
 
     rule retrieve_jrc_ardeco:
-        message:
-            "Retrieving JRC ARDECO data"
         input:
             ardeco_gdp=storage(
                 f"{JRC_ARDECO_DATASET['url']}/SUVGDP?versions=2021&unit=EUR&format=csv-table"
@@ -1590,6 +1588,8 @@ if (JRC_ARDECO_DATASET := dataset_version("jrc_ardeco"))["source"] in [
         output:
             ardeco_gdp=f"{JRC_ARDECO_DATASET['folder']}/ARDECO-SUVGDP.2021.table.csv",
             ardeco_pop=f"{JRC_ARDECO_DATASET['folder']}/ARDECO-SNPTD.2021.table.csv",
+        message:
+            "Retrieving JRC ARDECO data"
         run:
             for key in input.keys():
                 copy2(input[key], output[key])
@@ -1598,8 +1598,6 @@ if (JRC_ARDECO_DATASET := dataset_version("jrc_ardeco"))["source"] in [
 elif (JRC_ARDECO_DATASET := dataset_version("jrc_ardeco"))["source"] in ["archive"]:
 
     rule retrieve_jrc_ardeco:
-        message:
-            "Retrieving JRC ARDECO data"
         input:
             ardeco_gdp=storage(
                 f"{JRC_ARDECO_DATASET['url']}/ARDECO-SUVGDP.2021.table.csv"
@@ -1610,6 +1608,8 @@ elif (JRC_ARDECO_DATASET := dataset_version("jrc_ardeco"))["source"] in ["archiv
         output:
             ardeco_gdp=f"{JRC_ARDECO_DATASET['folder']}/ARDECO-SUVGDP.2021.table.csv",
             ardeco_pop=f"{JRC_ARDECO_DATASET['folder']}/ARDECO-SNPTD.2021.table.csv",
+        message:
+            "Retrieving JRC ARDECO data"
         run:
             for key in input.keys():
                 copy2(input[key], output[key])
@@ -1622,8 +1622,6 @@ if (AQUIFER_DATA_DATASET := dataset_version("aquifer_data"))["source"] in [
 ]:
 
     rule retrieve_aquifer_data_bgr:
-        message:
-            "Retrieving BGR aquifer data"
         input:
             zip_file=storage(AQUIFER_DATA_DATASET["url"]),
         output:
@@ -1640,6 +1638,8 @@ if (AQUIFER_DATA_DATASET := dataset_version("aquifer_data"))["source"] in [
                     "sbx",
                 ],
             ),
+        message:
+            "Retrieving BGR aquifer data"
         run:
             copy2(input["zip_file"], output["zip_file"])
             unpack_archive(
@@ -1654,14 +1654,14 @@ if (DH_AREAS_DATASET := dataset_version("dh_areas"))["source"] in [
 ]:
 
     rule retrieve_dh_areas:
-        message:
-            "Retrieving District Heating areas"
         input:
             dh_areas=storage(DH_AREAS_DATASET["url"]),
         output:
             dh_areas=f"{DH_AREAS_DATASET['folder']}/dh_areas.gpkg",
         log:
             "logs/retrieve_dh_areas.log",
+        message:
+            "Retrieving District Heating areas"
         run:
             copy2(input["dh_areas"], output["dh_areas"])
 
@@ -1671,21 +1671,21 @@ if (MOBILITY_PROFILES_DATASET := dataset_version("mobility_profiles"))["source"]
 ]:
 
     rule retrieve_mobility_profiles:
-        message:
-            "Retrieving mobility profiles data"
         input:
             kfz=storage(MOBILITY_PROFILES_DATASET["url"] + "/kfz.csv"),
             pkw=storage(MOBILITY_PROFILES_DATASET["url"] + "/pkw.csv"),
         output:
             kfz=f"{MOBILITY_PROFILES_DATASET['folder']}/kfz.csv",
             pkw=f"{MOBILITY_PROFILES_DATASET['folder']}/pkw.csv",
-        threads: 1
-        resources:
-            mem_mb=1000,
         log:
             "logs/retrieve_mobility_profiles.log",
         benchmark:
             "benchmarks/retrieve_mobility_profiles"
+        threads: 1
+        resources:
+            mem_mb=1000,
+        message:
+            "Retrieving mobility profiles data"
         run:
             copy2(input["kfz"], output["kfz"])
             copy2(input["pkw"], output["pkw"])
diff --git a/rules/solve_electricity.smk b/rules/solve_electricity.smk
index 125994310..3acdfdaa8 100644
--- a/rules/solve_electricity.smk
+++ b/rules/solve_electricity.smk
@@ -4,15 +4,6 @@
 
 
 rule solve_network:
-    message:
-        "Solving electricity network optimization for {wildcards.clusters} clusters and {wildcards.opts} electric options"
-    params:
-        solving=config_provider("solving"),
-        foresight=config_provider("foresight"),
-        co2_sequestration_potential=config_provider(
-            "sector", "co2_sequestration_potential", default=200
-        ),
-        custom_extra_functionality=input_custom_extra_functionality,
     input:
         network=resources("networks/base_s_{clusters}_elec_{opts}.nc"),
     output:
@@ -31,27 +22,26 @@ rule solve_network:
         python=RESULTS + "logs/solve_network/base_s_{clusters}_elec_{opts}_python.log",
     benchmark:
         (RESULTS + "benchmarks/solve_network/base_s_{clusters}_elec_{opts}")
+    shadow:
+        shadow_config
     threads: solver_threads
     resources:
         mem_mb=memory,
         runtime=config_provider("solving", "runtime", default="6h"),
-    shadow:
-        shadow_config
-    script:
-        scripts("solve_network.py")
-
-
-rule solve_operations_network:
-    message:
-        "Solving electricity network operations optimization for {wildcards.clusters} clusters and {wildcards.opts} electric options"
     params:
-        options=config_provider("solving", "options"),
         solving=config_provider("solving"),
         foresight=config_provider("foresight"),
         co2_sequestration_potential=config_provider(
             "sector", "co2_sequestration_potential", default=200
         ),
         custom_extra_functionality=input_custom_extra_functionality,
+    message:
+        "Solving electricity network optimization for {wildcards.clusters} clusters and {wildcards.opts} electric options"
+    script:
+        scripts("solve_network.py")
+
+
+rule solve_operations_network:
     input:
         network=RESULTS + "networks/base_s_{clusters}_elec_{opts}.nc",
     output:
@@ -65,11 +55,21 @@ rule solve_operations_network:
         + "logs/solve_operations_network/base_s_{clusters}_elec_{opts}_op_python.log",
     benchmark:
         (RESULTS + "benchmarks/solve_operations_network/base_s_{clusters}_elec_{opts}")
+    shadow:
+        shadow_config
     threads: 4
     resources:
         mem_mb=memory,
         runtime=config_provider("solving", "runtime", default="6h"),
-    shadow:
-        shadow_config
+    params:
+        options=config_provider("solving", "options"),
+        solving=config_provider("solving"),
+        foresight=config_provider("foresight"),
+        co2_sequestration_potential=config_provider(
+            "sector", "co2_sequestration_potential", default=200
+        ),
+        custom_extra_functionality=input_custom_extra_functionality,
+    message:
+        "Solving electricity network operations optimization for {wildcards.clusters} clusters and {wildcards.opts} electric options"
     script:
         scripts("solve_operations_network.py")
diff --git a/rules/solve_myopic.smk b/rules/solve_myopic.smk
index fb5015325..edc8c59a9 100644
--- a/rules/solve_myopic.smk
+++ b/rules/solve_myopic.smk
@@ -4,16 +4,6 @@
 
 
 rule add_existing_baseyear:
-    message:
-        "Adding existing infrastructure for base year for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        baseyear=config_provider("scenario", "planning_horizons", 0),
-        sector=config_provider("sector"),
-        existing_capacities=config_provider("existing_capacities"),
-        carriers=config_provider("electricity", "renewable_carriers"),
-        costs=config_provider("costs"),
-        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
-        energy_totals_year=config_provider("energy", "energy_totals_year"),
     input:
         network=resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc"
@@ -31,14 +21,6 @@ rule add_existing_baseyear:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_brownfield.nc"
         ),
-    wildcard_constraints:
-        # TODO: The first planning_horizon needs to be aligned across scenarios
-        # snakemake does not support passing functions to wildcard_constraints
-        # reference: https://github.com/snakemake/snakemake/issues/2703
-        planning_horizons=config["scenario"]["planning_horizons"][0],  #only applies to baseyear
-    threads: 1
-    resources:
-        mem_mb=3000,
     log:
         logs(
             "add_existing_baseyear_base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log"
@@ -47,6 +29,24 @@ rule add_existing_baseyear:
         benchmarks(
             "add_existing_baseyear/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    wildcard_constraints:
+        # TODO: The first planning_horizon needs to be aligned across scenarios
+        # snakemake does not support passing functions to wildcard_constraints
+        # reference: https://github.com/snakemake/snakemake/issues/2703
+        planning_horizons=config["scenario"]["planning_horizons"][0],  #only applies to baseyear
+    threads: 1
+    resources:
+        mem_mb=3000,
+    params:
+        baseyear=config_provider("scenario", "planning_horizons", 0),
+        sector=config_provider("sector"),
+        existing_capacities=config_provider("existing_capacities"),
+        carriers=config_provider("electricity", "renewable_carriers"),
+        costs=config_provider("costs"),
+        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
+        energy_totals_year=config_provider("energy", "energy_totals_year"),
+    message:
+        "Adding existing infrastructure for base year for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("add_existing_baseyear.py")
 
@@ -60,22 +60,6 @@ def input_profile_tech_brownfield(w):
 
 
 rule add_brownfield:
-    message:
-        "Adding brownfield constraints for existing infrastructure for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        H2_retrofit=config_provider("sector", "H2_retrofit"),
-        H2_retrofit_capacity_per_CH4=config_provider(
-            "sector", "H2_retrofit_capacity_per_CH4"
-        ),
-        threshold_capacity=config_provider("existing_capacities", "threshold_capacity"),
-        snapshots=config_provider("snapshots"),
-        drop_leap_day=config_provider("enable", "drop_leap_day"),
-        carriers=config_provider("electricity", "renewable_carriers"),
-        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
-        tes=config_provider("sector", "tes"),
-        dynamic_ptes_capacity=config_provider(
-            "sector", "district_heating", "ptes", "dynamic_capacity"
-        ),
     input:
         unpack(input_profile_tech_brownfield),
         network=resources(
@@ -86,9 +70,6 @@ rule add_brownfield:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_brownfield.nc"
         ),
-    threads: 4
-    resources:
-        mem_mb=10000,
     log:
         logs(
             "add_brownfield_base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log"
@@ -97,6 +78,25 @@ rule add_brownfield:
         benchmarks(
             "add_brownfield/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    threads: 4
+    resources:
+        mem_mb=10000,
+    params:
+        H2_retrofit=config_provider("sector", "H2_retrofit"),
+        H2_retrofit_capacity_per_CH4=config_provider(
+            "sector", "H2_retrofit_capacity_per_CH4"
+        ),
+        threshold_capacity=config_provider("existing_capacities", "threshold_capacity"),
+        snapshots=config_provider("snapshots"),
+        drop_leap_day=config_provider("enable", "drop_leap_day"),
+        carriers=config_provider("electricity", "renewable_carriers"),
+        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
+        tes=config_provider("sector", "tes"),
+        dynamic_ptes_capacity=config_provider(
+            "sector", "district_heating", "ptes", "dynamic_capacity"
+        ),
+    message:
+        "Adding brownfield constraints for existing infrastructure for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("add_brownfield.py")
 
@@ -105,15 +105,6 @@ ruleorder: add_existing_baseyear > add_brownfield
 
 
 rule solve_sector_network_myopic:
-    message:
-        "Solving sector-coupled network with myopic foresight for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        solving=config_provider("solving"),
-        foresight=config_provider("foresight"),
-        co2_sequestration_potential=config_provider(
-            "sector", "co2_sequestration_potential", default=200
-        ),
-        custom_extra_functionality=input_custom_extra_functionality,
     input:
         network=resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_brownfield.nc"
@@ -129,8 +120,6 @@ rule solve_sector_network_myopic:
             if config["solving"]["options"]["store_model"]
             else []
         ),
-    shadow:
-        shadow_config
     log:
         solver=RESULTS
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_solver.log",
@@ -138,14 +127,25 @@ rule solve_sector_network_myopic:
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_memory.log",
         python=RESULTS
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_python.log",
-    threads: solver_threads
-    resources:
-        mem_mb=config_provider("solving", "mem_mb"),
-        runtime=config_provider("solving", "runtime", default="6h"),
     benchmark:
         (
             RESULTS
             + "benchmarks/solve_sector_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    shadow:
+        shadow_config
+    threads: solver_threads
+    resources:
+        mem_mb=config_provider("solving", "mem_mb"),
+        runtime=config_provider("solving", "runtime", default="6h"),
+    params:
+        solving=config_provider("solving"),
+        foresight=config_provider("foresight"),
+        co2_sequestration_potential=config_provider(
+            "sector", "co2_sequestration_potential", default=200
+        ),
+        custom_extra_functionality=input_custom_extra_functionality,
+    message:
+        "Solving sector-coupled network with myopic foresight for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("solve_network.py")
diff --git a/rules/solve_overnight.smk b/rules/solve_overnight.smk
index a56dfb280..073331244 100644
--- a/rules/solve_overnight.smk
+++ b/rules/solve_overnight.smk
@@ -4,15 +4,6 @@
 
 
 rule solve_sector_network:
-    message:
-        "Solving sector-coupled network with overnight investment optimization for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        solving=config_provider("solving"),
-        foresight=config_provider("foresight"),
-        co2_sequestration_potential=config_provider(
-            "sector", "co2_sequestration_potential", default=200
-        ),
-        custom_extra_functionality=input_custom_extra_functionality,
     input:
         network=resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc"
@@ -28,8 +19,6 @@ rule solve_sector_network:
             if config["solving"]["options"]["store_model"]
             else []
         ),
-    shadow:
-        shadow_config
     log:
         solver=RESULTS
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_solver.log",
@@ -37,14 +26,25 @@ rule solve_sector_network:
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_memory.log",
         python=RESULTS
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_python.log",
-    threads: solver_threads
-    resources:
-        mem_mb=config_provider("solving", "mem_mb"),
-        runtime=config_provider("solving", "runtime", default="6h"),
     benchmark:
         (
             RESULTS
             + "benchmarks/solve_sector_network/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    shadow:
+        shadow_config
+    threads: solver_threads
+    resources:
+        mem_mb=config_provider("solving", "mem_mb"),
+        runtime=config_provider("solving", "runtime", default="6h"),
+    params:
+        solving=config_provider("solving"),
+        foresight=config_provider("foresight"),
+        co2_sequestration_potential=config_provider(
+            "sector", "co2_sequestration_potential", default=200
+        ),
+        custom_extra_functionality=input_custom_extra_functionality,
+    message:
+        "Solving sector-coupled network with overnight investment optimization for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("solve_network.py")
diff --git a/rules/solve_perfect.smk b/rules/solve_perfect.smk
index f4e5a73c0..be21e6ffc 100644
--- a/rules/solve_perfect.smk
+++ b/rules/solve_perfect.smk
@@ -2,16 +2,6 @@
 #
 # SPDX-License-Identifier: MIT
 rule add_existing_baseyear:
-    message:
-        "Adding existing infrastructure for base year for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        baseyear=config_provider("scenario", "planning_horizons", 0),
-        sector=config_provider("sector"),
-        existing_capacities=config_provider("existing_capacities"),
-        carriers=config_provider("electricity", "renewable_carriers"),
-        costs=config_provider("costs"),
-        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
-        energy_totals_year=config_provider("energy", "energy_totals_year"),
     input:
         network=resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc"
@@ -33,12 +23,6 @@ rule add_existing_baseyear:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_brownfield.nc"
         ),
-    wildcard_constraints:
-        planning_horizons=config["scenario"]["planning_horizons"][0],  #only applies to baseyear
-    threads: 1
-    resources:
-        mem_mb=config_provider("solving", "mem_mb"),
-        runtime=config_provider("solving", "runtime", default="24h"),
     log:
         logs(
             "add_existing_baseyear_base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.log"
@@ -47,6 +31,22 @@ rule add_existing_baseyear:
         benchmarks(
             "add_existing_baseyear/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}"
         )
+    wildcard_constraints:
+        planning_horizons=config["scenario"]["planning_horizons"][0],  #only applies to baseyear
+    threads: 1
+    resources:
+        mem_mb=config_provider("solving", "mem_mb"),
+        runtime=config_provider("solving", "runtime", default="24h"),
+    params:
+        baseyear=config_provider("scenario", "planning_horizons", 0),
+        sector=config_provider("sector"),
+        existing_capacities=config_provider("existing_capacities"),
+        carriers=config_provider("electricity", "renewable_carriers"),
+        costs=config_provider("costs"),
+        heat_pump_sources=config_provider("sector", "heat_pump_sources"),
+        energy_totals_year=config_provider("energy", "energy_totals_year"),
+    message:
+        "Adding existing infrastructure for base year for {wildcards.clusters} clusters, {wildcards.planning_horizons} planning horizons, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("add_existing_baseyear.py")
 
@@ -60,11 +60,6 @@ def input_network_year(w):
 
 
 rule prepare_perfect_foresight:
-    message:
-        "Preparing data for perfect foresight optimization for {wildcards.clusters} clusters, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        costs=config_provider("costs"),
-        time_resolution=config_provider("clustering", "temporal", "sector"),
     input:
         unpack(input_network_year),
         brownfield_network=lambda w: (
@@ -77,29 +72,23 @@ rule prepare_perfect_foresight:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_brownfield_all_years.nc"
         ),
-    threads: 2
-    resources:
-        mem_mb=10000,
     log:
         logs("prepare_perfect_foresight_{clusters}_{opts}_{sector_opts}.log"),
     benchmark:
         benchmarks("prepare_perfect_foresight_{clusters}_{opts}_{sector_opts}")
+    threads: 2
+    resources:
+        mem_mb=10000,
+    params:
+        costs=config_provider("costs"),
+        time_resolution=config_provider("clustering", "temporal", "sector"),
+    message:
+        "Preparing data for perfect foresight optimization for {wildcards.clusters} clusters, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("prepare_perfect_foresight.py")
 
 
 rule solve_sector_network_perfect:
-    message:
-        "Solving sector-coupled network with perfect foresight for {wildcards.clusters} clusters, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
-    params:
-        solving=config_provider("solving"),
-        foresight=config_provider("foresight"),
-        sector=config_provider("sector"),
-        planning_horizons=config_provider("scenario", "planning_horizons"),
-        co2_sequestration_potential=config_provider(
-            "sector", "co2_sequestration_potential", default=200
-        ),
-        custom_extra_functionality=input_custom_extra_functionality,
     input:
         network=resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_brownfield_all_years.nc"
@@ -116,11 +105,6 @@ rule solve_sector_network_perfect:
             if config["solving"]["options"]["store_model"]
             else []
         ),
-    threads: solver_threads
-    resources:
-        mem_mb=config_provider("solving", "mem"),
-    shadow:
-        shadow_config
     log:
         solver=RESULTS
         + "logs/base_s_{clusters}_{opts}_{sector_opts}_brownfield_all_years_solver.log",
@@ -133,6 +117,22 @@ rule solve_sector_network_perfect:
             RESULTS
             + "benchmarks/solve_sector_network/base_s_{clusters}_{opts}_{sector_opts}_brownfield_all_years}"
         )
+    shadow:
+        shadow_config
+    threads: solver_threads
+    resources:
+        mem_mb=config_provider("solving", "mem"),
+    params:
+        solving=config_provider("solving"),
+        foresight=config_provider("foresight"),
+        sector=config_provider("sector"),
+        planning_horizons=config_provider("scenario", "planning_horizons"),
+        co2_sequestration_potential=config_provider(
+            "sector", "co2_sequestration_potential", default=200
+        ),
+        custom_extra_functionality=input_custom_extra_functionality,
+    message:
+        "Solving sector-coupled network with perfect foresight for {wildcards.clusters} clusters, {wildcards.opts} electric options and {wildcards.sector_opts} sector options"
     script:
         scripts("solve_network.py")
 
@@ -148,8 +148,6 @@ def input_networks_make_summary_perfect(w):
 
 
 rule make_summary_perfect:
-    message:
-        "Creating summary for perfect foresight optimization results"
     input:
         unpack(input_networks_make_summary_perfect),
         costs=resources("costs_2020_processed.csv"),
@@ -167,12 +165,14 @@ rule make_summary_perfect:
         price_statistics=RESULTS + "csvs/price_statistics.csv",
         metrics=RESULTS + "csvs/metrics.csv",
         co2_emissions=RESULTS + "csvs/co2_emissions.csv",
-    threads: 2
-    resources:
-        mem_mb=10000,
     log:
         logs("make_summary_perfect.log"),
     benchmark:
         benchmarks("make_summary_perfect")
+    threads: 2
+    resources:
+        mem_mb=10000,
+    message:
+        "Creating summary for perfect foresight optimization results"
     script:
         scripts("make_summary_perfect.py")
diff --git a/scripts/build_biomass_potentials.py b/scripts/build_biomass_potentials.py
index 796bd9e55..5736d595d 100755
--- a/scripts/build_biomass_potentials.py
+++ b/scripts/build_biomass_potentials.py
@@ -47,9 +47,11 @@ def _calc_unsustainable_potential(df, df_unsustainable, share_unsus, resource_ty
 
     return (
         df.apply(
-            lambda c: c.sum()
-            / df.loc[df.index.str[:2] == c.name[:2]].sum().sum()
-            * resource_potential.loc[c.name[:2]],
+            lambda c: (
+                c.sum()
+                / df.loc[df.index.str[:2] == c.name[:2]].sum().sum()
+                * resource_potential.loc[c.name[:2]]
+            ),
             axis=1,
         )
         .mul(share_unsus)
diff --git a/scripts/build_gas_network.py b/scripts/build_gas_network.py
index 9b006ed90..285d987f0 100644
--- a/scripts/build_gas_network.py
+++ b/scripts/build_gas_network.py
@@ -131,8 +131,10 @@ def prepare_dataset(
     # lines which have way too discrepant line lengths
     # get assigned haversine length * length factor
     df["length_haversine"] = df.apply(
-        lambda p: length_factor
-        * haversine_pts([p.point0.x, p.point0.y], [p.point1.x, p.point1.y]),
+        lambda p: (
+            length_factor
+            * haversine_pts([p.point0.x, p.point0.y], [p.point1.x, p.point1.y])
+        ),
         axis=1,
     )
     ratio = df.eval("length / length_haversine")
diff --git a/scripts/build_retro_cost.py b/scripts/build_retro_cost.py
index 89647e886..7b38304e4 100755
--- a/scripts/build_retro_cost.py
+++ b/scripts/build_retro_cost.py
@@ -496,9 +496,11 @@ def prepare_cost_retro(country_iso_dic):
         cost_retro[["cost_fix", "cost_var"]] = cost_retro[
             ["cost_fix", "cost_var"]
         ].apply(
-            lambda x: x
-            * interest_rate
-            / (1 - (1 + interest_rate) ** -cost_retro.loc[x.index, "life_time"])
+            lambda x: (
+                x
+                * interest_rate
+                / (1 - (1 + interest_rate) ** -cost_retro.loc[x.index, "life_time"])
+            )
         )
 
     # weightings of costs ---------------------------------------------
diff --git a/scripts/build_tyndp_network.py b/scripts/build_tyndp_network.py
index 1f794aef1..362df8b91 100644
--- a/scripts/build_tyndp_network.py
+++ b/scripts/build_tyndp_network.py
@@ -139,18 +139,18 @@ def build_shapes(
     # Bidding zone shapes
     bidding_shapes = bidding_zones.assign(
         bz_id=lambda df: df["zone_name"].apply(format_bz_names),
-        node=lambda df: df.geometry.to_crs(distance_crs)
-        .representative_point()
-        .to_crs(geo_crs),
+        node=lambda df: (
+            df.geometry.to_crs(distance_crs).representative_point().to_crs(geo_crs)
+        ),
         x=lambda df: df["node"].x,
         y=lambda df: df["node"].y,
     ).set_index("bz_id")
 
     # Country shapes
     country_shapes = bidding_shapes.dissolve(by="country")[["geometry"]].assign(
-        node=lambda df: df.geometry.to_crs(distance_crs)
-        .representative_point()
-        .to_crs(geo_crs),
+        node=lambda df: (
+            df.geometry.to_crs(distance_crs).representative_point().to_crs(geo_crs)
+        ),
         x=lambda df: df["node"].x,
         y=lambda df: df["node"].y,
     )
diff --git a/scripts/clean_osm_data.py b/scripts/clean_osm_data.py
index fce0ce52e..a404ef0d1 100644
--- a/scripts/clean_osm_data.py
+++ b/scripts/clean_osm_data.py
@@ -558,7 +558,7 @@ def _import_routes_relation(path_relation):
 
                 df = pd.DataFrame(data["elements"])
                 df["id"] = df["id"].astype(str)
-                df["id"] = df["id"].apply(lambda x: (f"relation/{x}"))
+                df["id"] = df["id"].apply(lambda x: f"relation/{x}")
                 df["country"] = country
 
                 col_tags = [
@@ -1725,10 +1725,12 @@ def _extend_lines_to_substations(gdf_lines, gdf_substations_polygon, tol=BUS_TOL
     gdf = (
         gdf.groupby(["line_id", "voltage_line"])
         .apply(
-            lambda x: x[["bus_id", "geometry_bus"]]
-            .dropna()
-            .set_index("bus_id")["geometry_bus"]
-            .to_dict(),
+            lambda x: (
+                x[["bus_id", "geometry_bus"]]
+                .dropna()
+                .set_index("bus_id")["geometry_bus"]
+                .to_dict()
+            ),
             include_groups=False,
         )
         .reset_index()
diff --git a/scripts/cluster_gas_network.py b/scripts/cluster_gas_network.py
index 05f527101..ebbab910d 100755
--- a/scripts/cluster_gas_network.py
+++ b/scripts/cluster_gas_network.py
@@ -63,8 +63,10 @@ def build_clustered_gas_network(df, bus_regions, length_factor=1.25):
 
     # recalculate lengths as center to center * length factor
     df["length"] = df.apply(
-        lambda p: length_factor
-        * haversine_pts([p.point0.x, p.point0.y], [p.point1.x, p.point1.y]),
+        lambda p: (
+            length_factor
+            * haversine_pts([p.point0.x, p.point0.y], [p.point1.x, p.point1.y])
+        ),
         axis=1,
     )
 
diff --git a/scripts/make_network_comparison.py b/scripts/make_network_comparison.py
index 846e06fa8..fc3cda97f 100644
--- a/scripts/make_network_comparison.py
+++ b/scripts/make_network_comparison.py
@@ -219,9 +219,11 @@ def to_long_format(metric: str) -> pd.DataFrame:
                 value_name="length",
             )
             .assign(
-                parameter=lambda df: df["parameter"]
-                .str.replace(col_prefix, "", regex=False)
-                .map(label_map)
+                parameter=lambda df: (
+                    df["parameter"]
+                    .str.replace(col_prefix, "", regex=False)
+                    .map(label_map)
+                )
             )
         )
 
diff --git a/scripts/plot_hydrogen_network.py b/scripts/plot_hydrogen_network.py
index 350631841..f1e58bdc4 100644
--- a/scripts/plot_hydrogen_network.py
+++ b/scripts/plot_hydrogen_network.py
@@ -36,7 +36,9 @@ def group_pipes(df, drop_direction=False):
     # there are pipes for each investment period rename to AC buses name for plotting
     df["index_orig"] = df.index
     df.index = df.apply(
-        lambda x: f"H2 pipeline {x.bus0.replace(' H2', '')} -> {x.bus1.replace(' H2', '')}",
+        lambda x: (
+            f"H2 pipeline {x.bus0.replace(' H2', '')} -> {x.bus1.replace(' H2', '')}"
+        ),
         axis=1,
     )
     return df.groupby(level=0).agg(
@@ -108,7 +110,9 @@ def plot_h2_map(n, regions):
 
             h2_retro["index_orig"] = h2_retro.index
             h2_retro.index = h2_retro.apply(
-                lambda x: f"H2 pipeline {x.bus0.replace(' H2', '')} -> {x.bus1.replace(' H2', '')}",
+                lambda x: (
+                    f"H2 pipeline {x.bus0.replace(' H2', '')} -> {x.bus1.replace(' H2', '')}"
+                ),
                 axis=1,
             )
 
diff --git a/scripts/solve_network.py b/scripts/solve_network.py
index c084f19e0..4b6429b47 100644
--- a/scripts/solve_network.py
+++ b/scripts/solve_network.py
@@ -126,8 +126,10 @@ def check_p_min_p_max(p_nom_max):
     # adjust name to fit syntax of nominal constraint per bus
     df = p_nom_max.reset_index()
     df["name"] = df.apply(
-        lambda row: f"nom_max_{row['carrier']}"
-        + (f"_{row['build_year']}" if row["build_year"] is not None else ""),
+        lambda row: (
+            f"nom_max_{row['carrier']}"
+            + (f"_{row['build_year']}" if row["build_year"] is not None else "")
+        ),
         axis=1,
     )
 
diff --git a/test/test_data_versions_layer.py b/test/test_data_versions_layer.py
index 982e5c90d..86809986f 100644
--- a/test/test_data_versions_layer.py
+++ b/test/test_data_versions_layer.py
@@ -51,19 +51,23 @@ def sort_versions(df: pd.DataFrame) -> pd.DataFrame:
     error="Archive entries must have a URL",
 )
 one_latest_per_dataset_source = Check(
-    lambda df: df[df["tags"].str.contains("latest")]
-    .groupby(["dataset", "source"])
-    .size()
-    .eq(1)
-    .all(),
+    lambda df: (
+        df[df["tags"].str.contains("latest")]
+        .groupby(["dataset", "source"])
+        .size()
+        .eq(1)
+        .all()
+    ),
     error="Exactly one 'latest' tag required per dataset/source combination",
 )
 latest_same_version_across_sources = Check(
-    lambda df: df[(df["tags"].str.contains("latest")) & (df["version"] != "unknown")]
-    .groupby("dataset")["version"]
-    .nunique()
-    .le(1)
-    .all(),
+    lambda df: (
+        df[(df["tags"].str.contains("latest")) & (df["version"] != "unknown")]
+        .groupby("dataset")["version"]
+        .nunique()
+        .le(1)
+        .all()
+    ),
     error="All 'latest' entries for a dataset must have the same version across sources (excluding 'unknown')",
 )
 VersionsSchema = pa.DataFrameSchema(

From abea573f94100b72940908ef91590f657335d847 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jonas=20H=C3=B6rsch?= <coroa@posteo.de>
Date: Tue, 14 Apr 2026 10:49:19 +0100
Subject: [PATCH 031/124] fix: remove asynchronous model for distributed client
 (#2149)

---
 scripts/_helpers.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/_helpers.py b/scripts/_helpers.py
index 4f76c288a..4c74e4b71 100644
--- a/scripts/_helpers.py
+++ b/scripts/_helpers.py
@@ -1064,7 +1064,7 @@ def load_cutout(
 def setup_dask(nprocesses: int) -> dict:
     if nprocesses > 1:
         cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-        client = Client(cluster, asynchronous=True)
+        client = Client(cluster)
         atexit.register(client.shutdown)
     else:
         client = None

From f5ec6e646acf4bb6d11733f32d917e7511cfe5c2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jonas=20H=C3=B6rsch?=
 <jonas.hoersch@openenergytransition.org>
Date: Tue, 14 Apr 2026 21:07:19 +0100
Subject: [PATCH 032/124] fix: blacklist atlite 0.5.0 (#2150)

* fix: blacklist atlite 0.5.0

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

---------

Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 envs/environment.yaml | 2 +-
 pixi.toml             | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/envs/environment.yaml b/envs/environment.yaml
index 74b1642d4..aaadba445 100644
--- a/envs/environment.yaml
+++ b/envs/environment.yaml
@@ -5,7 +5,7 @@ channels:
 - gurobi
 - nodefaults
 dependencies:
-- atlite >=0.3
+- atlite >=0.3,!=0.5.0
 - bokeh >=3.8.0
 - cartopy >=0.25.0
 - copernicusmarine >=2.2.4
diff --git a/pixi.toml b/pixi.toml
index d59fc0e13..0b67610ed 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -43,7 +43,7 @@ sync-locks = """
 """
 
 [dependencies]
-atlite = ">=0.3"
+atlite = ">=0.3,!=0.5.0"
 bokeh = ">=3.8.0"
 cartopy = ">=0.25.0"
 copernicusmarine = ">=2.2.4"

From d03edca9a91ee934c4916f3f09195c4b4bc90b54 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 15 Apr 2026 16:27:08 +0200
Subject: [PATCH 033/124] paste scenarios file from last report

---
 config/scenarios.report.yaml | 898 +++++++++++++++++++++++++++++++++++
 1 file changed, 898 insertions(+)
 create mode 100644 config/scenarios.report.yaml

diff --git a/config/scenarios.report.yaml b/config/scenarios.report.yaml
new file mode 100644
index 000000000..831879b05
--- /dev/null
+++ b/config/scenarios.report.yaml
@@ -0,0 +1,898 @@
+# -*- coding: utf-8 -*-
+# SPDX-FileCopyrightText: : 2017-2023 The PyPSA-Eur Authors
+#
+# SPDX-License-Identifier: MIT
+CurrentPolicies:
+# UBA CO2 pathway instead of KSG targets
+# Europen CO2 pathway fixed at 2030 for 2035-2050
+# Kernnetz is not assumed to be built
+# Not forcing renewables after 2030
+
+  iiasa_database:
+    reference_scenario: CurrentPolicies
+    fallback_reference_scenario: CurrentPolicies # if the reference scenario is not available (due to late uploads)
+
+  co2_budget_DE_source: UBA
+
+  co2_budget:
+    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
+    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
+    2030: 0.569
+    2035: 0.502
+    2040: 0.452
+    2045: 0.431
+    2050: 0.419
+
+  costs:
+    horizon: "mean"
+    NEP: 2023
+    transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      limits_capacity_min:
+        Generator:
+          onwind:
+            DE:
+              2030: 86.5   # 75 % Wind-an-Land Law
+              2035: 86.5
+              2040: 86.5
+              2045: 86.5
+          offwind:
+            DE:
+              2030: 17.3
+              2035: 29.3
+              2040: 29.3
+              2045: 29.3
+          solar:
+            DE:
+              2030: 161.25   # 75 % PV strategy
+              2035: 161.25
+              2040: 161.25
+              2045: 161.25
+      # boundary condition of maximum volumes
+      limits_capacity_max:
+        Generator:
+          offwind:
+            DE:
+              2020: 7.8
+              2025: 11.3
+              2030: 17.3 # 12 less than NEP, because of 1 year delay
+              2035: 40 # 29.3 + half of extra projects
+          onwind:
+            DE:
+              2030: 94.5 # uba Projektionsbericht
+          solar:
+            DE:
+              2030: 215 # uba Projektionsbericht
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 40
+            2040: 80
+            2045: 125
+        electrolysis:
+        # boundary condition lower?
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+        h2_derivate_import:
+        # boundary condition lower?
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 105
+            2040: 200
+            2045: 300
+        h2_import:
+        # boundary condition lower?
+          DE:
+            2020: 0
+            2025: 5
+            2030: 15
+            2035: 115
+            2040: 220
+            2045: 325
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+
+  sector:
+    district_heating:
+      potential: 0.1
+
+  offshore_nep_force:
+    cutin_year: 2025
+    cutout_year: 2035 # Hackily reduced to 2030 if delay_years: 1
+    delay_years: 1
+
+
+KN2045_Bal_v4:
+# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
+# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+# dient als Referenzszenario in der Familie der Ariadne-Szenarien
+
+  iiasa_database:
+    reference_scenario: KN2045_Bal_v4
+    fallback_reference_scenario: KN2045_Bal_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "mean"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 40
+            2040: 80
+            2045: 125
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 105
+            2040: 200
+            2045: 300
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 15
+            2035: 115
+            2040: 220
+            2045: 325
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+
+KN2045_Elec_v4:
+# Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
+# Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+
+  iiasa_database:
+    reference_scenario: KN2045_Elec_v4
+    fallback_reference_scenario: KN2045_Elec_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "mean"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 50
+            2040: 100
+            2045: 150
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 95
+            2040: 145
+            2045: 200
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 70
+            2040: 130
+            2045: 200
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 10
+            2035: 90
+            2040: 170
+            2045: 250
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.1
+    steam_electricity_fraction: 0.5
+
+KN2045_H2_v4:
+# Fokus stärker auf dem Hochlauf von Technologien zur indirekten Elektrifizierung der Sektoren
+# Verstärkter Einsatz von Wasserstoff und synthetischen Kraftstoffen - erneuerbar erzeugt und auch importiert
+# Direkte Elektrifizierung spielt dennoch wesentliche Rolle bei der Dekarbonisierung der Endenergie
+# Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
+
+  iiasa_database:
+    reference_scenario: KN2045_H2_v4
+    fallback_reference_scenario: KN2045_H2_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "mean"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 30
+            2040: 70
+            2045: 100 # scenario guidelines
+
+        # constrain hydrogen import in TWh
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45 # scenario guidelines
+            2035: 155
+            2040: 265
+            2045: 400 # scenario guidelines
+        # import of h2 derivatives in TWh
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10 # scenario guidelines
+            2035: 140
+            2040: 270
+            2045: 400 # scenario guidelines
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45 # scenario guidelines
+            2035: 160
+            2040: 275
+            2045: 400 # scenario guidelines
+
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 200
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.5
+    steam_electricity_fraction: 0.1
+
+KN2045plus_EasyRide:
+# Endenergienachfrage ist geringer im Vergleich zu Szenarien 1-3
+# Hochlauf klimafreundlicher/effizienter Technologien schneller und günstiger
+# evtl. früheres Verbrennerverbot, schärferes Heizungsgesetz
+# EE weiterhin auskömmlich nur werden die Ausbauziele evtl. nicht voll ausgeschöpft
+# Verlagerung der energieintensiven Grundstoffindustrie
+  iiasa_database:
+    reference_scenario: KN2045plus_EasyRide # TODO: wait for database
+    fallback_reference_scenario: KN2045_Bal_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "optimist"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max: # following the Bal scenario
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 40
+            2040: 80
+            2045: 125
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 105
+            2040: 200
+            2045: 300
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 15
+            2035: 115
+            2040: 220
+            2045: 325
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+  sector:
+    reduce_space_heat_exogenously_factor:
+      2020: 0.0
+      2025: 0.08
+      2030: 0.16
+      2035: 0.25
+      2040: 0.34
+      2045: 0.43
+
+KN2045plus_LowDemand:
+# Im Vergleich zu Easy Ride eher knappe EE Erzeugung
+# innerhalb Deutschlands und knappe Importe EE möglich
+  iiasa_database:
+    reference_scenario: KN2045plus_LowDemand # TODO: wait for database
+    fallback_reference_scenario: KN2045_Bal_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "optimist"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max: # Half of the Bal scenario
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 20
+            2040: 40
+            2045: 62.5
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 2.5
+            2030: 22.5
+            2035: 65
+            2040: 107.5
+            2045: 150
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 5
+            2035: 52.5
+            2040: 100
+            2045: 150
+        h2_import:
+          DE:
+            2020: 0
+            2025: 2.5
+            2030: 7.5
+            2035: 57.5
+            2040: 110
+            2045: 162.5
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+  sector:
+    reduce_space_heat_exogenously_factor:
+      2020: 0.0
+      2025: 0.08
+      2030: 0.16
+      2035: 0.25
+      2040: 0.34
+      2045: 0.43
+
+KN2045minus_WorstCase:
+# Nachfrage nach Endenergie ist höher als in den Szenarien 1-3
+# schlechtere Akzeptanz in der Bevölkerung, Verzögerungen im Infrastrukturausbau,
+# geringere Preissenkung für Technologien
+# Verfehlen der Reduktionsziele in 2030 und 2045
+# eher knapper Ausbau EE und EE Importe
+  iiasa_database:
+    reference_scenario: KN2045minus_WorstCase
+    fallback_reference_scenario: CurrentPolicies
+
+  co2_budget_DE_source: UBA
+
+  co2_budget:
+    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
+    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
+    2030: 0.569
+    2035: 0.502
+    2040: 0.452
+    2045: 0.431
+    2050: 0.419
+
+  costs:
+    horizon: "pessimist"
+    NEP: 2023
+    transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max: # Half of the Bal scenario
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 20
+            2040: 40
+            2045: 62.5
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 2.5
+            2030: 22.5
+            2035: 65
+            2040: 107.5
+            2045: 150
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 5
+            2035: 52.5
+            2040: 100
+            2045: 150
+        h2_import:
+          DE:
+            2020: 0
+            2025: 2.5
+            2030: 7.5
+            2035: 57.5
+            2040: 110
+            2045: 162.5
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Generator:
+          onwind:
+            DE:
+              2030: 86.5   # 75 % Wind-an-Land Law
+              2035: 86.5
+              2040: 86.5
+              2045: 86.5
+          offwind:
+            DE:
+              2030: 17.3   # 75 % Wind-auf-See Law
+              2035: 29.3
+              2040: 29.3
+              2045: 29.3
+          solar:
+            DE:
+              2030: 161.25   # 75 % PV strategy
+              2035: 161.25
+              2040: 161.25
+              2045: 161.25
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+      limits_capacity_max:
+        Generator:
+          offwind:
+            DE:
+              2020: 7.8
+              2025: 11.3
+              2030: 17.3 # 12 less than NEP, because of 1 year delay
+              2035: 40 # 29.3 + half of extra projects
+          onwind:
+            DE:
+              2030: 94.5 # uba Projektionsbericht
+          solar:
+            DE:
+              2030: 215 # uba Projektionsbericht
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+
+  sector:
+    district_heating:
+      potential: 0.1
+    reduce_space_heat_exogenously_factor:
+      2020: 0.0
+      2025: 0.06
+      2030: 0.12
+      2035: 0.18
+      2040: 0.24
+      2045: 0.29
+  offshore_nep_force:
+    cutin_year: 2025
+    cutout_year: 2035 # Hackily reduced to 2030 if delay_years: 1
+    delay_years: 1
+
+
+KN2045minus_SupplyFocus:
+# Nachfrage genau so hoch wie in Szenario WorstCase
+# Ausbau EE und EE Importe jetzt aber auskömmlich
+  iiasa_database:
+    reference_scenario: KN2045minus_SupplyFocus
+    fallback_reference_scenario: CurrentPolicies
+
+  costs:
+    horizon: "pessimist"
+    NEP: 2023
+    transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
+  co2_budget_DE_source: UBA
+
+  co2_budget:
+    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
+    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
+    2030: 0.569
+    2035: 0.502
+    2040: 0.452
+    2045: 0.431
+    2050: 0.419
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max: # following the Bal scenario
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 40
+            2040: 80
+            2045: 125
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 105
+            2040: 200
+            2045: 300
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 15
+            2035: 115
+            2040: 220
+            2045: 325
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Generator:
+          onwind:
+            DE:
+              2030: 115 # Wind-an-Land Law
+              2035: 115 # not forcing more EE
+              2040: 115
+              2045: 115
+          solar:
+            DE:
+              2025: 101
+              2030: 215 # PV strategy
+              2035: 215 # not forcing more EE
+              2040: 215
+              2045: 215
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+      limits_capacity_max:
+        Generator:
+          solar:
+            DE:
+              2030: 215 # uba Projektionsbericht
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+  sector:
+    reduce_space_heat_exogenously_factor:
+      2020: 0.0
+      2025: 0.06
+      2030: 0.12
+      2035: 0.18
+      2040: 0.24
+      2045: 0.29
+
+KN2045_Bal_LowDemand:
+# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
+# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+# dient als Referenzszenario in der Familie der Ariadne-Szenarien
+
+  iiasa_database:
+    reference_scenario: KN2045plus_LowDemand
+    fallback_reference_scenario: KN2045_Bal_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "mean"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 40
+            2040: 80
+            2045: 125
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 105
+            2040: 200
+            2045: 300
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 15
+            2035: 115
+            2040: 220
+            2045: 325
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+
+  sector:
+    reduce_space_heat_exogenously_factor:
+      2020: 0.0
+      2025: 0.08
+      2030: 0.16
+      2035: 0.25
+      2040: 0.34
+      2045: 0.43
+
+KN2045_Bal_HighDemand:
+# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
+# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+# dient als Referenzszenario in der Familie der Ariadne-Szenarien
+
+  iiasa_database:
+    reference_scenario: KN2045minus_SupplyFocus
+    fallback_reference_scenario: KN2045_Bal_v4
+  co2_budget_DE_source: KSG
+
+  costs:
+    horizon: "mean"
+    NEP: 2023
+    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
+  solving:
+    constraints:
+      # boundary condition of maximum volumes
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 40
+            2040: 80
+            2045: 125
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 105
+            2040: 200
+            2045: 300
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 15
+            2035: 115
+            2040: 220
+            2045: 325
+      limits_volume_min:
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2030: 5
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.3
+    steam_electricity_fraction: 0.3
+
+  sector:
+    reduce_space_heat_exogenously_factor:
+      2020: 0.0
+      2025: 0.06
+      2030: 0.12
+      2035: 0.18
+      2040: 0.24
+      2045: 0.29

From 0ce157ca1b9adc1ae0853a6adf263778a915c633 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 15 Apr 2026 16:28:09 +0200
Subject: [PATCH 034/124] remove old scenarios

---
 config/scenarios.report.yaml | 553 -----------------------------------
 1 file changed, 553 deletions(-)

diff --git a/config/scenarios.report.yaml b/config/scenarios.report.yaml
index 831879b05..ca24b313c 100644
--- a/config/scenarios.report.yaml
+++ b/config/scenarios.report.yaml
@@ -343,556 +343,3 @@ KN2045_H2_v4:
     steam_biomass_fraction: 0.4
     steam_hydrogen_fraction: 0.5
     steam_electricity_fraction: 0.1
-
-KN2045plus_EasyRide:
-# Endenergienachfrage ist geringer im Vergleich zu Szenarien 1-3
-# Hochlauf klimafreundlicher/effizienter Technologien schneller und günstiger
-# evtl. früheres Verbrennerverbot, schärferes Heizungsgesetz
-# EE weiterhin auskömmlich nur werden die Ausbauziele evtl. nicht voll ausgeschöpft
-# Verlagerung der energieintensiven Grundstoffindustrie
-  iiasa_database:
-    reference_scenario: KN2045plus_EasyRide # TODO: wait for database
-    fallback_reference_scenario: KN2045_Bal_v4
-  co2_budget_DE_source: KSG
-
-  costs:
-    horizon: "optimist"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max: # following the Bal scenario
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 40
-            2040: 80
-            2045: 125
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45
-            2035: 130
-            2040: 215
-            2045: 300
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10
-            2035: 105
-            2040: 200
-            2045: 300
-        h2_import:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 15
-            2035: 115
-            2040: 220
-            2045: 325
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
-  sector:
-    reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.08
-      2030: 0.16
-      2035: 0.25
-      2040: 0.34
-      2045: 0.43
-
-KN2045plus_LowDemand:
-# Im Vergleich zu Easy Ride eher knappe EE Erzeugung
-# innerhalb Deutschlands und knappe Importe EE möglich
-  iiasa_database:
-    reference_scenario: KN2045plus_LowDemand # TODO: wait for database
-    fallback_reference_scenario: KN2045_Bal_v4
-  co2_budget_DE_source: KSG
-
-  costs:
-    horizon: "optimist"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max: # Half of the Bal scenario
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 20
-            2040: 40
-            2045: 62.5
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 2.5
-            2030: 22.5
-            2035: 65
-            2040: 107.5
-            2045: 150
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 5
-            2035: 52.5
-            2040: 100
-            2045: 150
-        h2_import:
-          DE:
-            2020: 0
-            2025: 2.5
-            2030: 7.5
-            2035: 57.5
-            2040: 110
-            2045: 162.5
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
-  sector:
-    reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.08
-      2030: 0.16
-      2035: 0.25
-      2040: 0.34
-      2045: 0.43
-
-KN2045minus_WorstCase:
-# Nachfrage nach Endenergie ist höher als in den Szenarien 1-3
-# schlechtere Akzeptanz in der Bevölkerung, Verzögerungen im Infrastrukturausbau,
-# geringere Preissenkung für Technologien
-# Verfehlen der Reduktionsziele in 2030 und 2045
-# eher knapper Ausbau EE und EE Importe
-  iiasa_database:
-    reference_scenario: KN2045minus_WorstCase
-    fallback_reference_scenario: CurrentPolicies
-
-  co2_budget_DE_source: UBA
-
-  co2_budget:
-    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
-    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
-    2030: 0.569
-    2035: 0.502
-    2040: 0.452
-    2045: 0.431
-    2050: 0.419
-
-  costs:
-    horizon: "pessimist"
-    NEP: 2023
-    transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max: # Half of the Bal scenario
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 20
-            2040: 40
-            2045: 62.5
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 2.5
-            2030: 22.5
-            2035: 65
-            2040: 107.5
-            2045: 150
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 5
-            2035: 52.5
-            2040: 100
-            2045: 150
-        h2_import:
-          DE:
-            2020: 0
-            2025: 2.5
-            2030: 7.5
-            2035: 57.5
-            2040: 110
-            2045: 162.5
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Generator:
-          onwind:
-            DE:
-              2030: 86.5   # 75 % Wind-an-Land Law
-              2035: 86.5
-              2040: 86.5
-              2045: 86.5
-          offwind:
-            DE:
-              2030: 17.3   # 75 % Wind-auf-See Law
-              2035: 29.3
-              2040: 29.3
-              2045: 29.3
-          solar:
-            DE:
-              2030: 161.25   # 75 % PV strategy
-              2035: 161.25
-              2040: 161.25
-              2045: 161.25
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-      limits_capacity_max:
-        Generator:
-          offwind:
-            DE:
-              2020: 7.8
-              2025: 11.3
-              2030: 17.3 # 12 less than NEP, because of 1 year delay
-              2035: 40 # 29.3 + half of extra projects
-          onwind:
-            DE:
-              2030: 94.5 # uba Projektionsbericht
-          solar:
-            DE:
-              2030: 215 # uba Projektionsbericht
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
-
-  sector:
-    district_heating:
-      potential: 0.1
-    reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.06
-      2030: 0.12
-      2035: 0.18
-      2040: 0.24
-      2045: 0.29
-  offshore_nep_force:
-    cutin_year: 2025
-    cutout_year: 2035 # Hackily reduced to 2030 if delay_years: 1
-    delay_years: 1
-
-
-KN2045minus_SupplyFocus:
-# Nachfrage genau so hoch wie in Szenario WorstCase
-# Ausbau EE und EE Importe jetzt aber auskömmlich
-  iiasa_database:
-    reference_scenario: KN2045minus_SupplyFocus
-    fallback_reference_scenario: CurrentPolicies
-
-  costs:
-    horizon: "pessimist"
-    NEP: 2023
-    transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
-  co2_budget_DE_source: UBA
-
-  co2_budget:
-    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
-    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
-    2030: 0.569
-    2035: 0.502
-    2040: 0.452
-    2045: 0.431
-    2050: 0.419
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max: # following the Bal scenario
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 40
-            2040: 80
-            2045: 125
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45
-            2035: 130
-            2040: 215
-            2045: 300
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10
-            2035: 105
-            2040: 200
-            2045: 300
-        h2_import:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 15
-            2035: 115
-            2040: 220
-            2045: 325
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Generator:
-          onwind:
-            DE:
-              2030: 115 # Wind-an-Land Law
-              2035: 115 # not forcing more EE
-              2040: 115
-              2045: 115
-          solar:
-            DE:
-              2025: 101
-              2030: 215 # PV strategy
-              2035: 215 # not forcing more EE
-              2040: 215
-              2045: 215
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-      limits_capacity_max:
-        Generator:
-          solar:
-            DE:
-              2030: 215 # uba Projektionsbericht
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
-  sector:
-    reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.06
-      2030: 0.12
-      2035: 0.18
-      2040: 0.24
-      2045: 0.29
-
-KN2045_Bal_LowDemand:
-# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
-# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
-# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
-# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
-# dient als Referenzszenario in der Familie der Ariadne-Szenarien
-
-  iiasa_database:
-    reference_scenario: KN2045plus_LowDemand
-    fallback_reference_scenario: KN2045_Bal_v4
-  co2_budget_DE_source: KSG
-
-  costs:
-    horizon: "mean"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max:
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 40
-            2040: 80
-            2045: 125
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45
-            2035: 130
-            2040: 215
-            2045: 300
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10
-            2035: 105
-            2040: 200
-            2045: 300
-        h2_import:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 15
-            2035: 115
-            2040: 220
-            2045: 325
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
-
-  sector:
-    reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.08
-      2030: 0.16
-      2035: 0.25
-      2040: 0.34
-      2045: 0.43
-
-KN2045_Bal_HighDemand:
-# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
-# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
-# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
-# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
-# dient als Referenzszenario in der Familie der Ariadne-Szenarien
-
-  iiasa_database:
-    reference_scenario: KN2045minus_SupplyFocus
-    fallback_reference_scenario: KN2045_Bal_v4
-  co2_budget_DE_source: KSG
-
-  costs:
-    horizon: "mean"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max:
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 40
-            2040: 80
-            2045: 125
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45
-            2035: 130
-            2040: 215
-            2045: 300
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10
-            2035: 105
-            2040: 200
-            2045: 300
-        h2_import:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 15
-            2035: 115
-            2040: 220
-            2045: 325
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
-
-  sector:
-    reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.06
-      2030: 0.12
-      2035: 0.18
-      2040: 0.24
-      2045: 0.29

From 4587e1601fc0a931500207891ad4cd42fcae698c Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 15 Apr 2026 16:34:28 +0200
Subject: [PATCH 035/124] oriente towards new scenario definitions

---
 config/scenarios.report.yaml | 172 ++---------------------------------
 1 file changed, 10 insertions(+), 162 deletions(-)

diff --git a/config/scenarios.report.yaml b/config/scenarios.report.yaml
index ca24b313c..6c33b86a3 100644
--- a/config/scenarios.report.yaml
+++ b/config/scenarios.report.yaml
@@ -8,9 +8,8 @@ CurrentPolicies:
 # Kernnetz is not assumed to be built
 # Not forcing renewables after 2030
 
-  iiasa_database:
+  pypsa-de:
     reference_scenario: CurrentPolicies
-    fallback_reference_scenario: CurrentPolicies # if the reference scenario is not available (due to late uploads)
 
   co2_budget_DE_source: UBA
 
@@ -24,8 +23,6 @@ CurrentPolicies:
     2050: 0.419
 
   costs:
-    horizon: "mean"
-    NEP: 2023
     transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
   solving:
     constraints:
@@ -34,21 +31,13 @@ CurrentPolicies:
           onwind:
             DE:
               2030: 86.5   # 75 % Wind-an-Land Law
-              2035: 86.5
-              2040: 86.5
-              2045: 86.5
           offwind:
             DE:
               2030: 17.3
               2035: 29.3
-              2040: 29.3
-              2045: 29.3
           solar:
             DE:
               2030: 161.25   # 75 % PV strategy
-              2035: 161.25
-              2040: 161.25
-              2045: 161.25
       # boundary condition of maximum volumes
       limits_capacity_max:
         Generator:
@@ -64,66 +53,11 @@ CurrentPolicies:
           solar:
             DE:
               2030: 215 # uba Projektionsbericht
-      limits_volume_max:
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 40
-            2040: 80
-            2045: 125
-        electrolysis:
-        # boundary condition lower?
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45
-            2035: 130
-            2040: 215
-            2045: 300
-        h2_derivate_import:
-        # boundary condition lower?
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10
-            2035: 105
-            2040: 200
-            2045: 300
-        h2_import:
-        # boundary condition lower?
-          DE:
-            2020: 0
-            2025: 5
-            2030: 15
-            2035: 115
-            2040: 220
-            2045: 325
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
 
   sector:
     district_heating:
       potential: 0.1
 
-  offshore_nep_force:
-    cutin_year: 2025
-    cutout_year: 2035 # Hackily reduced to 2030 if delay_years: 1
-    delay_years: 1
 
 
 KN2045_Bal_v4:
@@ -132,72 +66,8 @@ KN2045_Bal_v4:
 # Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
 # dient als Referenzszenario in der Familie der Ariadne-Szenarien
-
   iiasa_database:
     reference_scenario: KN2045_Bal_v4
-    fallback_reference_scenario: KN2045_Bal_v4
-  co2_budget_DE_source: KSG
-
-  costs:
-    horizon: "mean"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
-  solving:
-    constraints:
-      # boundary condition of maximum volumes
-      limits_volume_max:
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 40
-            2040: 80
-            2045: 125
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45
-            2035: 130
-            2040: 215
-            2045: 300
-        h2_derivate_import:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 10
-            2035: 105
-            2040: 200
-            2045: 300
-        h2_import:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 15
-            2035: 115
-            2040: 220
-            2045: 325
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
-
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.3
-    steam_electricity_fraction: 0.3
 
 KN2045_Elec_v4:
 # Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
@@ -207,13 +77,7 @@ KN2045_Elec_v4:
 
   iiasa_database:
     reference_scenario: KN2045_Elec_v4
-    fallback_reference_scenario: KN2045_Elec_v4
-  co2_budget_DE_source: KSG
 
-  costs:
-    horizon: "mean"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
   solving:
     constraints:
       limits_volume_max:
@@ -226,6 +90,7 @@ KN2045_Elec_v4:
             2035: 50
             2040: 100
             2045: 150
+            2050: 150
         electrolysis:
           DE:
             2020: 0
@@ -234,6 +99,7 @@ KN2045_Elec_v4:
             2035: 95
             2040: 145
             2045: 200
+            2050: 200
         h2_derivate_import:
           DE:
             2020: 0
@@ -242,6 +108,7 @@ KN2045_Elec_v4:
             2035: 70
             2040: 130
             2045: 200
+            2050: 200
         h2_import:
           DE:
             2020: 0
@@ -250,20 +117,7 @@ KN2045_Elec_v4:
             2035: 90
             2040: 170
             2045: 250
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 0
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
+            2050: 250
 
   industry:
     steam_biomass_fraction: 0.4
@@ -278,13 +132,7 @@ KN2045_H2_v4:
 
   iiasa_database:
     reference_scenario: KN2045_H2_v4
-    fallback_reference_scenario: KN2045_H2_v4
-  co2_budget_DE_source: KSG
 
-  costs:
-    horizon: "mean"
-    NEP: 2023
-    transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
   solving:
     constraints:
       limits_volume_max:
@@ -297,6 +145,7 @@ KN2045_H2_v4:
             2035: 30
             2040: 70
             2045: 100 # scenario guidelines
+            2050: 100
 
         # constrain hydrogen import in TWh
         h2_import:
@@ -307,6 +156,7 @@ KN2045_H2_v4:
             2035: 155
             2040: 265
             2045: 400 # scenario guidelines
+            2050: 400
         # import of h2 derivatives in TWh
         h2_derivate_import:
           DE:
@@ -316,6 +166,7 @@ KN2045_H2_v4:
             2035: 140
             2040: 270
             2045: 400 # scenario guidelines
+            2050: 400
         electrolysis:
           DE:
             2020: 0
@@ -324,6 +175,7 @@ KN2045_H2_v4:
             2035: 160
             2040: 275
             2045: 400 # scenario guidelines
+            2050: 400
 
       limits_volume_min:
         electrolysis:
@@ -333,11 +185,7 @@ KN2045_H2_v4:
             2035: 0
             2040: 0
             2045: 200
-      limits_capacity_min:
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 5
+            2050: 200
 
   industry:
     steam_biomass_fraction: 0.4

From 91e3371b99d069601e4aa4955a090d411b37cd4b Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 15 Apr 2026 16:50:05 +0200
Subject: [PATCH 036/124] define new scenario and get it running

---
 config/config.de.yaml               | 19 +++-----
 config/scenarios.report.yaml        | 73 ++++++++++++++++++++++++++---
 scripts/pypsa-de/build_scenarios.py |  3 +-
 3 files changed, 75 insertions(+), 20 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 5715e85dc..0f46ffd75 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,20 +4,13 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260305_housekeeping
+  prefix: 20260415_report_2.1
   name:
-  # - ExPol
-  - KN2045_Mix
-  # - KN2045_Mix_LowDecentralDiscount
-  # - KN2045_Mix_HighDecentralDiscount
-  # - KN2045_Mix_H2plantsEU
-  # - KN2045_Elek
-  # - KN2045_H2
-  # - KN2045_NFniedrig
-  # - KN2045_NFhoch
+  - KN2045_Bal_v5
+  - KN2045_Elec_plus_v5
   scenarios:
     enable: true
-    manual_file: config/scenarios.manual.yaml
+    manual_file: config/scenarios.report.yaml
     file: config/scenarios.automated.yaml
   shared_resources:
     policy: base #stops recalculating
@@ -35,8 +28,8 @@ pypsa-de:
     general: REMIND-EU v1.1
     transport: Aladin v1
     industry: FORECAST v1.0
-  use_internal_db: false
-  reference_scenario: KN2045_Mix  # KN2045_Bal_v4
+  use_internal_db: true
+  reference_scenario: KN2045_Bal_v5
   region: Deutschland
   ageb_for_mobility: true # In 2020 use AGEB data for final energy demand and KBA for vehicles
   uba_for_mobility: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
diff --git a/config/scenarios.report.yaml b/config/scenarios.report.yaml
index 6c33b86a3..10a5b806d 100644
--- a/config/scenarios.report.yaml
+++ b/config/scenarios.report.yaml
@@ -60,23 +60,23 @@ CurrentPolicies:
 
 
 
-KN2045_Bal_v4:
+KN2045_Bal_v5:
 # Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
 # Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
 # Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
 # dient als Referenzszenario in der Familie der Ariadne-Szenarien
   iiasa_database:
-    reference_scenario: KN2045_Bal_v4
+    reference_scenario: KN2045_Bal_v5
 
-KN2045_Elec_v4:
+KN2045_Elec_v5:
 # Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
 # Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)
 # Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
 
   iiasa_database:
-    reference_scenario: KN2045_Elec_v4
+    reference_scenario: KN2045_Elec_v5
 
   solving:
     constraints:
@@ -124,14 +124,75 @@ KN2045_Elec_v4:
     steam_hydrogen_fraction: 0.1
     steam_electricity_fraction: 0.5
 
-KN2045_H2_v4:
+
+
+KN2045_Elec_plus_v5:
+# Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
+# Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+
+  iiasa_database:
+    reference_scenario: KN2045_Elec_plus_v5
+
+  solving:
+    constraints:
+      limits_volume_max:
+        # constrain electricity import in TWh
+        electricity_import:
+          DE:
+            2020: -20
+            2025: 0
+            2030: 0
+            2035: 50
+            2040: 100
+            2045: 150
+            2050: 150
+        electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 95
+            2040: 145
+            2045: 200
+            2050: 200
+        h2_derivate_import:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 10
+            2035: 70
+            2040: 130
+            2045: 200
+            2050: 200
+        h2_import:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 10
+            2035: 90
+            2040: 170
+            2045: 250
+            2050: 250
+  electricity:
+    H2_plants: # do not force retrofit of gas plants to H2
+      force: 2055
+  sector:
+    v2g: true
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.1
+    steam_electricity_fraction: 0.5
+
+KN2045_H2_v5:
 # Fokus stärker auf dem Hochlauf von Technologien zur indirekten Elektrifizierung der Sektoren
 # Verstärkter Einsatz von Wasserstoff und synthetischen Kraftstoffen - erneuerbar erzeugt und auch importiert
 # Direkte Elektrifizierung spielt dennoch wesentliche Rolle bei der Dekarbonisierung der Endenergie
 # Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
 
   iiasa_database:
-    reference_scenario: KN2045_H2_v4
+    reference_scenario: KN2045_H2_v5
 
   solving:
     constraints:
diff --git a/scripts/pypsa-de/build_scenarios.py b/scripts/pypsa-de/build_scenarios.py
index 46bbff03d..caaa686cd 100644
--- a/scripts/pypsa-de/build_scenarios.py
+++ b/scripts/pypsa-de/build_scenarios.py
@@ -255,7 +255,8 @@ def write_to_scenario_yaml(input, output, scenarios, df):
             co2_budget_source = config[scenario]["co2_budget_DE_source"]
 
         general_df = df.xs(snakemake.params.leitmodelle["general"], level="model")
-        general_df = general_df.xs(reference_scenario, level="scenario")
+        # general_df = general_df.xs(reference_scenario, level="scenario")
+        general_df = general_df.xs("KN2045_Bal_v4", level="scenario")
         co2_budget_fractions = get_co2_budget(general_df, co2_budget_source)
 
         if not config[scenario].get("sector"):

From 227d3a6ed61da79d6f0e169c783186c166e823ea Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 15 Apr 2026 16:51:14 +0200
Subject: [PATCH 037/124] rename

---
 config/config.de.yaml                                        | 4 ++--
 config/{scenarios.report.yaml => scenarios.report.2026.yaml} | 0
 2 files changed, 2 insertions(+), 2 deletions(-)
 rename config/{scenarios.report.yaml => scenarios.report.2026.yaml} (100%)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 0f46ffd75..17705c362 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,13 +4,13 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260415_report_2.1
+  prefix: 20260415_report_2026
   name:
   - KN2045_Bal_v5
   - KN2045_Elec_plus_v5
   scenarios:
     enable: true
-    manual_file: config/scenarios.report.yaml
+    manual_file: config/scenarios.report.2026.yaml
     file: config/scenarios.automated.yaml
   shared_resources:
     policy: base #stops recalculating
diff --git a/config/scenarios.report.yaml b/config/scenarios.report.2026.yaml
similarity index 100%
rename from config/scenarios.report.yaml
rename to config/scenarios.report.2026.yaml

From f6d5feeff0ee71def4e19c5e32fd0d0c2d4871a5 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Apr 2026 10:49:11 +0100
Subject: [PATCH 038/124] [github-actions.ci] Update locked envs (#2133)

* Update locked environment files for all platforms

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

* update lock files

* ci: ignore deps cooldown for internal packages

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

* [pypsa-bot] run `sync-locks`

- `pixi run sync-locks`

---------

Co-authored-by: lkstrp <62255395+lkstrp@users.noreply.github.com>
Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
Co-authored-by: lkstrp <lkstrp@pm.me>

From e44b3f3792fdcfa9ff20b3532e2fb8742aa1cf5c Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 20 Apr 2026 13:56:25 +0200
Subject: [PATCH 039/124] avoid accidental mutations of input data

---
 scripts/pypsa-de/build_scenarios.py | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/scripts/pypsa-de/build_scenarios.py b/scripts/pypsa-de/build_scenarios.py
index caaa686cd..974e6712e 100644
--- a/scripts/pypsa-de/build_scenarios.py
+++ b/scripts/pypsa-de/build_scenarios.py
@@ -15,7 +15,7 @@
 
 
 def get_transport_growth(df, planning_horizons):
-    aviation = df.xs("Final Energy|Bunkers|Aviation", level="variable")
+    aviation = df.xs("Final Energy|Bunkers|Aviation", level="variable").copy()
     unit = aviation.index.get_level_values("unit").item()
     aviation = aviation.squeeze()
 
@@ -34,8 +34,10 @@ def get_primary_steel_share(df, planning_horizons):
     # Get share of primary steel production
     model = snakemake.params.leitmodelle["industry"]
     model_df = df.xs(model, level="model")
-    total_steel = model_df.xs("Production|Steel", level="variable").squeeze()
-    primary_steel = model_df.xs("Production|Steel|Primary", level="variable").squeeze()
+    total_steel = model_df.xs("Production|Steel", level="variable").squeeze().copy()
+    primary_steel = (
+        model_df.xs("Production|Steel|Primary", level="variable").squeeze().copy()
+    )
 
     total_steel[2020] = 40.621  # Ariadne2-internal DB, FORECAST, 2021
     primary_steel[2020] = 28.53  # Ariadne2-internal DB, FORECAST, 2021
@@ -50,11 +52,17 @@ def get_DRI_share(df, planning_horizons):
     # Get share of DRI steel production
     model = "FORECAST v1.0"
     model_df = df.xs(model, level="model")
-    total_steel = model_df.xs("Production|Steel|Primary", level="variable").squeeze()
+    total_steel = (
+        model_df.xs("Production|Steel|Primary", level="variable").squeeze().copy()
+    )
     # Assuming that only hydrogen DRI steel is sustainable and DRI using natural gas is phased out
-    DRI_steel = model_df.xs(
-        "Production|Steel|Primary|Direct Reduction Hydrogen", level="variable"
-    ).squeeze()
+    DRI_steel = (
+        model_df.xs(
+            "Production|Steel|Primary|Direct Reduction Hydrogen", level="variable"
+        )
+        .squeeze()
+        .copy()
+    )
 
     total_steel[2020] = 40.621  # Ariadne2-internal DB, FORECAST, 2021
     DRI_steel[2020] = 0  # Ariadne2-internal DB, FORECAST, 2021

From 617b41050d1cac33b95bb9cf83d7a15a13120364 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 20 Apr 2026 14:52:31 +0200
Subject: [PATCH 040/124] update to new naming

---
 config/scenarios.report.2026.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index 10a5b806d..be7e5dd35 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -66,7 +66,7 @@ KN2045_Bal_v5:
 # Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
 # dient als Referenzszenario in der Familie der Ariadne-Szenarien
-  iiasa_database:
+  pypsa-de:
     reference_scenario: KN2045_Bal_v5
 
 KN2045_Elec_v5:
@@ -75,7 +75,7 @@ KN2045_Elec_v5:
 # Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
 
-  iiasa_database:
+  pypsa-de:
     reference_scenario: KN2045_Elec_v5
 
   solving:
@@ -132,7 +132,7 @@ KN2045_Elec_plus_v5:
 # Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
 
-  iiasa_database:
+  pypsa-de:
     reference_scenario: KN2045_Elec_plus_v5
 
   solving:
@@ -191,7 +191,7 @@ KN2045_H2_v5:
 # Direkte Elektrifizierung spielt dennoch wesentliche Rolle bei der Dekarbonisierung der Endenergie
 # Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
 
-  iiasa_database:
+  pypsa-de:
     reference_scenario: KN2045_H2_v5
 
   solving:

From 0b67d1c2dcc49b024b743dbbeec35833649d378e Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 20 Apr 2026 14:53:22 +0200
Subject: [PATCH 041/124] clean-up scenarios automated

---
 scripts/pypsa-de/build_scenarios.py | 18 ++++++++++++------
 1 file changed, 12 insertions(+), 6 deletions(-)

diff --git a/scripts/pypsa-de/build_scenarios.py b/scripts/pypsa-de/build_scenarios.py
index 974e6712e..919d5d387 100644
--- a/scripts/pypsa-de/build_scenarios.py
+++ b/scripts/pypsa-de/build_scenarios.py
@@ -211,7 +211,9 @@ def write_to_scenario_yaml(input, output, scenarios, df):
     yaml = ruamel.yaml.YAML()
     file_path = Path(input)
     config = yaml.load(file_path)
+
     for scenario in scenarios:
+        print("Writing scenario config for scenario:", scenario)
         if config.get(scenario) is None:
             logger.warning(
                 f"Found an empty scenario config for {scenario}. Using default config `pypsa.de.yaml`."
@@ -230,13 +232,13 @@ def write_to_scenario_yaml(input, output, scenarios, df):
             write_weather_dependent_config(config, scenario, weather_year)
 
         reference_scenario = (
-            config[scenario]
-            .get("pypsa-de", {})
-            .get(
-                "reference_scenario",
-                snakemake.config["pypsa-de"]["reference_scenario"],
-            )  # Using the default reference scenario from pypsa.de.yaml
+            config[scenario].get("pypsa-de", {}).get("reference_scenario")
         )
+        if reference_scenario is None:
+            reference_scenario = snakemake.config["pypsa-de"]["reference_scenario"]
+            logger.warning(
+                f"No reference scenario specified for {scenario}. Using default reference scenario {reference_scenario} from pypsa.de.yaml."
+            )
 
         planning_horizons = [
             2020,
@@ -327,6 +329,10 @@ def write_to_scenario_yaml(input, output, scenarios, df):
                 year
             ] = target
 
+    # remove all other keys that are not in the scenarios list
+    for key in list(config.keys()):
+        if key not in scenarios:
+            del config[key]
     # write back to yaml file
     yaml.dump(config, Path(output))
 

From 5e77f75d4bc1e86b8271825723e7a63e47a20833 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 20 Apr 2026 16:21:04 +0200
Subject: [PATCH 042/124] define a 85 percent iin 2040 scenario

---
 config/config.de.yaml             |  3 +--
 config/scenarios.report.2026.yaml | 18 ++++++++++++++++++
 2 files changed, 19 insertions(+), 2 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 17705c362..833f880cc 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -7,6 +7,7 @@ run:
   prefix: 20260415_report_2026
   name:
   - KN2045_Bal_v5
+  - KN2045_Bal_85
   - KN2045_Elec_plus_v5
   scenarios:
     enable: true
@@ -34,12 +35,10 @@ pypsa-de:
   ageb_for_mobility: true # In 2020 use AGEB data for final energy demand and KBA for vehicles
   uba_for_mobility: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
   - 2025
-  - 2030
   uba_for_industry: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
     scale_non_energy: false # Scale non-energy demand directly proportional to energy demand
     enable: # Allowed values are "false" or a subset of [2025, 2030, 2035]
     - 2025
-    - 2030
   limit_cross_border_flows_ac:  # relevant if only one node per country is used
     2020: 0.4
     2025: 0.4
diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index be7e5dd35..64935aca6 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -69,6 +69,24 @@ KN2045_Bal_v5:
   pypsa-de:
     reference_scenario: KN2045_Bal_v5
 
+
+KN2045_Bal_85:
+# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
+# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+# dient als Referenzszenario in der Familie der Ariadne-Szenarien
+  pypsa-de:
+    reference_scenario: KN2045_Bal_v5
+  co2_budget:
+    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
+    2025: 0.648 # With additional measures (WAM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
+    2030: 0.450 # 55% reduction by 2030 (Ff55)
+    2035: 0.250
+    2040: 0.150 # 90% by 2040
+    2045: 0.050
+    2050: 0.000 # climate-neutral by 2050
+
 KN2045_Elec_v5:
 # Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
 # Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)

From 918debe918988592bc3d3611ecd5eb8e3ec6234b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Daniel=20R=C3=BCdt?=
 <117752024+daniel-rdt@users.noreply.github.com>
Date: Thu, 23 Apr 2026 10:11:30 +0200
Subject: [PATCH 043/124] feat: improve config validator for scenario
 management (#2155)

* feat: improve config validator for scenario management

* doc: add release note
---
 Snakefile             | 14 +++++++++++++-
 doc/release_notes.rst |  2 ++
 2 files changed, 15 insertions(+), 1 deletion(-)

diff --git a/Snakefile b/Snakefile
index bffdc038a..5bca217a6 100644
--- a/Snakefile
+++ b/Snakefile
@@ -2,12 +2,13 @@
 #
 # SPDX-License-Identifier: MIT
 
+import copy
 from pathlib import Path
 import yaml
 from os.path import normpath, exists, join
 from shutil import copyfile, move, rmtree
 from dotenv import load_dotenv
-from snakemake.utils import min_version
+from snakemake.utils import min_version, update_config
 
 load_dotenv()
 
@@ -36,6 +37,17 @@ validate_config(config)
 
 run = config["run"]
 scenarios = get_scenarios(run)
+
+for scenario_name, scenario_overrides in scenarios.items():
+    merged = copy.deepcopy(config)
+    update_config(merged, scenario_overrides)
+    try:
+        validate_config(merged)
+    except Exception as e:
+        raise ValueError(
+            f"Scenario '{scenario_name}' failed config validation: {e}"
+        ) from e
+
 RDIR = get_rdir(run)
 shadow_config = get_shadow(run)
 
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index 305e48949..c707e8356 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -20,6 +20,8 @@ Release Notes
 
 * perf: Optimize dask settings for computing weather-dependent profiles (https://github.com/PyPSA/pypsa-eur/pull/2137).
 
+* feat: Improve the config validation to cover scenario management (https://github.com/PyPSA/pypsa-eur/pull/2155).
+
 PyPSA-Eur v2026.02.0 (18th February 2026)
 =========================================
 

From afcec049b9e7c34d6ee62f8ba5f852d8826b3ffd Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 28 Apr 2026 09:08:39 +0200
Subject: [PATCH 044/124] Heuristically split existing solar capacities 50:50
 between rootop and utility scale (#2088)

* Heuristically split existing solar capacities 50:50 between rootop and utility scale

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* [pypsa-bot] run `sync-locks` & `generate-config`

- `pixi run sync-locks`
- `pixi run generate-config`

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: pypsa[bot] <181215446+pypsa[bot]@users.noreply.github.com>
---
 config/config.default.yaml                    |  1 +
 config/schema.default.json                    | 10 +++++
 doc/release_notes.rst                         |  2 +
 scripts/add_existing_baseyear.py              | 37 +++++++++++++++++--
 .../validation/config/existing_capacities.py  |  4 ++
 5 files changed, 50 insertions(+), 4 deletions(-)

diff --git a/config/config.default.yaml b/config/config.default.yaml
index 146429bbc..98713c974 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -612,6 +612,7 @@ existing_capacities:
   - 2019
   threshold_capacity: 10
   default_heating_lifetime: 20
+  solar_rooftop_ratio: 0.5
   conventional_carriers:
   - lignite
   - coal
diff --git a/config/schema.default.json b/config/schema.default.json
index 0468c3319..91152b3c9 100644
--- a/config/schema.default.json
+++ b/config/schema.default.json
@@ -2403,6 +2403,11 @@
           "description": "Default lifetime for heating technologies (years).",
           "type": "integer"
         },
+        "solar_rooftop_ratio": {
+          "default": 0.5,
+          "description": "Ratio of existing solar capacity to assign to rooftop vs utility-scale (between 0 and 1).",
+          "type": "number"
+        },
         "conventional_carriers": {
           "description": "List of conventional power plants to include in the sectoral network.",
           "items": {
@@ -10549,6 +10554,11 @@
           "description": "Default lifetime for heating technologies (years).",
           "type": "integer"
         },
+        "solar_rooftop_ratio": {
+          "default": 0.5,
+          "description": "Ratio of existing solar capacity to assign to rooftop vs utility-scale (between 0 and 1).",
+          "type": "number"
+        },
         "conventional_carriers": {
           "description": "List of conventional power plants to include in the sectoral network.",
           "items": {
diff --git a/doc/release_notes.rst b/doc/release_notes.rst
index c707e8356..ba0f574e1 100644
--- a/doc/release_notes.rst
+++ b/doc/release_notes.rst
@@ -22,6 +22,8 @@ Release Notes
 
 * feat: Improve the config validation to cover scenario management (https://github.com/PyPSA/pypsa-eur/pull/2155).
 
+- Added solar rooftop ratio setting to ``add_existing_baseyear`` for heuristically splitting existing solar capacity between rooftop and utility-scale (defaults to a 50:50 split).
+
 PyPSA-Eur v2026.02.0 (18th February 2026)
 =========================================
 
diff --git a/scripts/add_existing_baseyear.py b/scripts/add_existing_baseyear.py
index 7e03eccb9..eae92d142 100644
--- a/scripts/add_existing_baseyear.py
+++ b/scripts/add_existing_baseyear.py
@@ -160,6 +160,7 @@ def add_power_capacities_installed_before_baseyear(
     capacity_threshold: float,
     lifetime_values: dict[str, float],
     renewable_carriers: list[str],
+    solar_rooftop_ratio: float = 0.5,
 ) -> None:
     """
     Add power generation capacities installed before base year.
@@ -184,6 +185,8 @@ def add_power_capacities_installed_before_baseyear(
         Default values for missing data
     renewable_carriers: list
         List of renewable carriers in the network
+    solar_rooftop_ratio: float
+        Ratio of solar capacity to assign to rooftop vs utility-scale (between 0 and 1)
     """
     logger.debug(f"Adding power capacities installed before {baseyear}")
 
@@ -276,6 +279,24 @@ def add_power_capacities_installed_before_baseyear(
         aggfunc="sum",
     )
 
+    if solar_rooftop_ratio != 0:
+        mask = df.index.get_level_values("Fueltype") == "solar"
+        solar = df.loc[mask] * (1 - solar_rooftop_ratio)
+        solar_rooftop = df.loc[mask] * solar_rooftop_ratio
+        rest = df.loc[~mask]
+
+        # Rename column of MultiIndex to add "solar rooftop" as Fueltype
+        pos = solar_rooftop.index.names.index("Fueltype")
+        arrays = [
+            solar_rooftop.index.get_level_values(n) for n in solar_rooftop.index.names
+        ]
+        arrays[pos] = ["solar rooftop"] * len(solar_rooftop)
+        solar_rooftop.index = pd.MultiIndex.from_arrays(
+            arrays, names=solar_rooftop.index.names
+        )
+
+        df = pd.concat([rest, solar, solar_rooftop]).sort_index()
+
     lifetime = df_agg.pivot_table(
         index=["grouping_year", "Fueltype", "resource_class"],
         columns="bus",
@@ -293,6 +314,13 @@ def add_power_capacities_installed_before_baseyear(
         "urban central solid biomass CHP": "biomass",
     }
 
+    cost_key_dict = {
+        "solar": "solar",
+        "solar rooftop": "solar-rooftop",
+        "onwind": "onwind",
+        "offwind-ac": "offwind",
+    }
+
     for grouping_year, generator, resource_class in df.index:
         # capacity is the capacity in MW at each node for this
         capacity = df.loc[grouping_year, generator, resource_class]
@@ -301,10 +329,10 @@ def add_power_capacities_installed_before_baseyear(
         suffix = "-ac" if generator == "offwind" else ""
         name_suffix = f" {generator}{suffix}-{grouping_year}"
         asset_i = capacity.index + name_suffix
-        if generator in ["solar", "onwind", "offwind-ac"]:
+        if generator in ["solar", "solar rooftop", "onwind", "offwind-ac"]:
             asset_i = capacity.index + " " + resource_class + name_suffix
             name_suffix = " " + resource_class + name_suffix
-            cost_key = generator.split("-")[0]
+            cost_key = cost_key_dict[generator]
             # to consider electricity grid connection costs or a split between
             # solar utility and rooftop as well, rather take cost assumptions
             # from existing network than from the cost database
@@ -333,13 +361,13 @@ def add_power_capacities_installed_before_baseyear(
                     "Generator",
                     new_capacity.index,
                     suffix=name_suffix,
-                    bus=new_capacity.index,
+                    bus=n.generators.bus[p_max_pu.columns].values,
                     carrier=generator,
                     p_nom=new_capacity,
                     marginal_cost=marginal_cost,
                     capital_cost=capital_cost,
                     efficiency=costs.at[cost_key, "efficiency"],
-                    p_max_pu=p_max_pu.rename(columns=n.generators.bus),
+                    p_max_pu=p_max_pu.values,
                     build_year=grouping_year,
                     lifetime=costs.at[cost_key, "lifetime"],
                 )
@@ -804,6 +832,7 @@ def add_heating_capacities_installed_before_baseyear(
         capacity_threshold=snakemake.params.existing_capacities["threshold_capacity"],
         lifetime_values=snakemake.params.costs["fill_values"],
         renewable_carriers=renewable_carriers,
+        solar_rooftop_ratio=snakemake.params.existing_capacities["solar_rooftop_ratio"],
     )
 
     if options["heating"]:
diff --git a/scripts/lib/validation/config/existing_capacities.py b/scripts/lib/validation/config/existing_capacities.py
index cc39f8410..a2ddbe93c 100644
--- a/scripts/lib/validation/config/existing_capacities.py
+++ b/scripts/lib/validation/config/existing_capacities.py
@@ -61,6 +61,10 @@ class ExistingCapacitiesConfig(ConfigModel):
         20,
         description="Default lifetime for heating technologies (years).",
     )
+    solar_rooftop_ratio: float = Field(
+        0.5,
+        description="Ratio of existing solar capacity to assign to rooftop vs utility-scale (between 0 and 1).",
+    )
     conventional_carriers: list[str] = Field(
         default_factory=lambda: ["lignite", "coal", "oil", "uranium"],
         description="List of conventional power plants to include in the sectoral network.",

From 401b07e9695263275354f9d9101c1945d3ad303c Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 28 Apr 2026 10:36:04 +0200
Subject: [PATCH 045/124] take the improved defaults from config

---
 config/scenarios.report.2026.yaml | 24 +-----------------------
 1 file changed, 1 insertion(+), 23 deletions(-)

diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index 64935aca6..e91ac7032 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -102,11 +102,6 @@ KN2045_Elec_v5:
         # constrain electricity import in TWh
         electricity_import:
           DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 50
-            2040: 100
             2045: 150
             2050: 150
         electrolysis:
@@ -120,9 +115,6 @@ KN2045_Elec_v5:
             2050: 200
         h2_derivate_import:
           DE:
-            2020: 0
-            2025: 0
-            2030: 10
             2035: 70
             2040: 130
             2045: 200
@@ -159,11 +151,6 @@ KN2045_Elec_plus_v5:
         # constrain electricity import in TWh
         electricity_import:
           DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 50
-            2040: 100
             2045: 150
             2050: 150
         electrolysis:
@@ -177,9 +164,6 @@ KN2045_Elec_plus_v5:
             2050: 200
         h2_derivate_import:
           DE:
-            2020: 0
-            2025: 0
-            2030: 10
             2035: 70
             2040: 130
             2045: 200
@@ -218,10 +202,7 @@ KN2045_H2_v5:
         # constrain electricity import in TWh
         electricity_import:
           DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 30
+            2035: 50
             2040: 70
             2045: 100 # scenario guidelines
             2050: 100
@@ -239,9 +220,6 @@ KN2045_H2_v5:
         # import of h2 derivatives in TWh
         h2_derivate_import:
           DE:
-            2020: 0
-            2025: 0
-            2030: 10 # scenario guidelines
             2035: 140
             2040: 270
             2045: 400 # scenario guidelines

From 3be745ab75d04dc12769501fc51665b91301a2fe Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 29 Apr 2026 10:13:27 +0200
Subject: [PATCH 046/124] update szenario config

Co-authored-by: Copilot <copilot@github.com>
---
 config/config.de.yaml             |  4 +--
 config/scenarios.report.2026.yaml | 48 ++++++-------------------------
 2 files changed, 10 insertions(+), 42 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 833f880cc..33ea91807 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -240,8 +240,8 @@ co2_budget:
   2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
   2025: 0.648 # With additional measures (WAM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
   2030: 0.450 # 55% reduction by 2030 (Ff55)
-  2035: 0.250
-  2040: 0.100 # 90% by 2040
+  2035: 0.300 # ~middle of 66.25% to 72.5%. https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
+  2040: 0.150 # 85% reduction by 2040 + 5% offsets (not modelled, but assuming cheaper than domestic reducitons)
   2045: 0.050
   2050: 0.000 # climate-neutral by 2050
 
diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index e91ac7032..923acd86e 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -14,8 +14,6 @@ CurrentPolicies:
   co2_budget_DE_source: UBA
 
   co2_budget:
-    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
-    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
     2030: 0.569
     2035: 0.502
     2040: 0.452
@@ -31,13 +29,21 @@ CurrentPolicies:
           onwind:
             DE:
               2030: 86.5   # 75 % Wind-an-Land Law
+              2035: 86.5   # 75 % Wind-an-Land Law
+              2040: 86.5   # 75 % Wind-an-Land Law
+              2045: 86.5   # 75 % Wind-an-Land Law
           offwind:
             DE:
               2030: 17.3
               2035: 29.3
+              2040: 29.3
+              2045: 29.3
           solar:
             DE:
               2030: 161.25   # 75 % PV strategy
+              2035: 161.25   # 75 % PV strategy
+              2040: 161.25   # 75 % PV strategy
+              2045: 161.25   # 75 % PV strategy
       # boundary condition of maximum volumes
       limits_capacity_max:
         Generator:
@@ -70,23 +76,6 @@ KN2045_Bal_v5:
     reference_scenario: KN2045_Bal_v5
 
 
-KN2045_Bal_85:
-# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
-# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
-# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
-# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
-# dient als Referenzszenario in der Familie der Ariadne-Szenarien
-  pypsa-de:
-    reference_scenario: KN2045_Bal_v5
-  co2_budget:
-    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
-    2025: 0.648 # With additional measures (WAM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
-    2030: 0.450 # 55% reduction by 2030 (Ff55)
-    2035: 0.250
-    2040: 0.150 # 90% by 2040
-    2045: 0.050
-    2050: 0.000 # climate-neutral by 2050
-
 KN2045_Elec_v5:
 # Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
 # Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)
@@ -106,9 +95,6 @@ KN2045_Elec_v5:
             2050: 150
         electrolysis:
           DE:
-            2020: 0
-            2025: 5
-            2030: 45
             2035: 95
             2040: 145
             2045: 200
@@ -121,8 +107,6 @@ KN2045_Elec_v5:
             2050: 200
         h2_import:
           DE:
-            2020: 0
-            2025: 5
             2030: 10
             2035: 90
             2040: 170
@@ -155,9 +139,6 @@ KN2045_Elec_plus_v5:
             2050: 150
         electrolysis:
           DE:
-            2020: 0
-            2025: 5
-            2030: 45
             2035: 95
             2040: 145
             2045: 200
@@ -170,8 +151,6 @@ KN2045_Elec_plus_v5:
             2050: 200
         h2_import:
           DE:
-            2020: 0
-            2025: 5
             2030: 10
             2035: 90
             2040: 170
@@ -206,12 +185,8 @@ KN2045_H2_v5:
             2040: 70
             2045: 100 # scenario guidelines
             2050: 100
-
-        # constrain hydrogen import in TWh
         h2_import:
           DE:
-            2020: 0
-            2025: 5
             2030: 45 # scenario guidelines
             2035: 155
             2040: 265
@@ -226,9 +201,6 @@ KN2045_H2_v5:
             2050: 400
         electrolysis:
           DE:
-            2020: 0
-            2025: 5
-            2030: 45 # scenario guidelines
             2035: 160
             2040: 275
             2045: 400 # scenario guidelines
@@ -237,10 +209,6 @@ KN2045_H2_v5:
       limits_volume_min:
         electrolysis:
           DE:
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
             2045: 200
             2050: 200
 

From c6c30a7d8fdcc365362e2aac5fc4e4d87f325027 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 29 Apr 2026 10:14:13 +0200
Subject: [PATCH 047/124] adm clustering with post discretization

---
 config/config.de.yaml | 51 +++++++++++++++++++++----------------------
 1 file changed, 25 insertions(+), 26 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 33ea91807..b88527800 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,10 +4,9 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260415_report_2026
+  prefix: 20260428_nuts_26
   name:
   - KN2045_Bal_v5
-  - KN2045_Bal_85
   - KN2045_Elec_plus_v5
   scenarios:
     enable: true
@@ -57,7 +56,7 @@ scenario:
   ll:
   - vopt
   clusters:
-  - 27 #current options: 27, 49
+  - adm #current options: 27, 49
   opts:
   - ''
   sector_opts:
@@ -189,32 +188,32 @@ lines:
     cutout: europe-2013-sarah3-era5
 
 clustering:
-  # mode: administrative
-  # administrative:
-  #   level: 0
-  #   DE: 2
+  mode: administrative
+  administrative:
+    level: 0
+    DE: 2
   # Code snippet for editing focus_weights
   # fw = pd.Series(snakemake.config["clustering"]["focus_weights"])
   # fw = fw.div(fw.min()).round()
   # fw["ES"] = 1
   # print(fw.div(fw.sum()).subtract(5e-5).round(4).to_dict().__repr__().replace(",","\n"))
-  focus_weights:
-  # 27 nodes: 8 for Germany, 3 for Italy, 2 each for Denmark, UK and Spain, 1 per each of other 10 "Stromnachbarn"
-    'DE': 0.2965
-    'AT': 0.0370
-    'BE': 0.0370
-    'CH': 0.0370
-    'CZ': 0.0370
-    'DK': 0.0741
-    'FR': 0.0741
-    'GB': 0.0741
-    'LU': 0.0370
-    'NL': 0.0370
-    'NO': 0.0370
-    'PL': 0.0370
-    'SE': 0.0370
-    'ES': 0.0741
-    'IT': 0.0741
+  # focus_weights:
+  # # 27 nodes: 8 for Germany, 3 for Italy, 2 each for Denmark, UK and Spain, 1 per each of other 10 "Stromnachbarn"
+  #   'DE': 0.2965
+  #   'AT': 0.0370
+  #   'BE': 0.0370
+  #   'CH': 0.0370
+  #   'CZ': 0.0370
+  #   'DK': 0.0741
+  #   'FR': 0.0741
+  #   'GB': 0.0741
+  #   'LU': 0.0370
+  #   'NL': 0.0370
+  #   'NO': 0.0370
+  #   'PL': 0.0370
+  #   'SE': 0.0370
+  #   'ES': 0.0741
+  #   'IT': 0.0741
   # high spatial resolution: change clusters to 49
   # 49 nodes: 30 for Germany, 3 for Italy, 2 each for Denmark, UK and Spain, 1 per each of other 10 "Stromnachbarn"
     # 'DE': 0.6124
@@ -419,11 +418,11 @@ solving:
     custom_extra_functionality: "../scripts/pypsa-de/additional_functionality.py"
     assign_all_duals: true
     load_shedding: false
-    skip_iterations: true # settings for post-discretization: false
+    skip_iterations: false # settings for post-discretization: false
     min_iterations: 1 # settings for post-discretization: 1
     max_iterations: 1 # settings for post-discretization: 1
     post_discretization:
-      enable: false
+      enable: true
       line_unit_size: 1698
       line_threshold: 0.3
       link_unit_size:

From 2c5537525c125b5fd050fe484eacf4406a6ee90e Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 29 Apr 2026 11:03:09 +0200
Subject: [PATCH 048/124] update lockfile

---
 pixi.lock | 266 ++++++++++++++++++++++++++++++++++++++++++++++++------
 1 file changed, 239 insertions(+), 27 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index c3f35f087..803a7e308 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -16,6 +16,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.3-py312h5d8c7f2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ampl-asl-1.0.0-h5888daf_2.conda
@@ -59,6 +60,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py312h90b7ffd_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bcrypt-5.0.0-py312h868fb18_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
@@ -134,6 +136,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.10-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/epoxy-1.5.10-hb03c661_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/et_xmlfile-2.0.0-pyhd8ed1ab_1.conda
@@ -371,6 +374,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxslt-1.1.43-h711ed8c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzip-1.11.2-h6991a6a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.6.4-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/loguru-0.7.3-pyh707e725_0.conda
@@ -387,6 +391,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.10.8-py312he3d6523_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/metis-5.1.0-hd0bcaf9_1007.conda
@@ -514,6 +519,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-slugify-8.0.4-pyhd8ed1ab_1.conda
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   size: 13688
   timestamp: 1751626573984
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   md5: 1fd9696649f65fd6611fcdb4ffec738a
@@ -9164,6 +9263,20 @@ packages:
   license_family: APACHE
   size: 170798
   timestamp: 1762497732315
+- conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
+  sha256: d94eeda2ca7367947a04a2905990cab1bceb87e57d9629e353bd68836267552f
+  md5: 60a4eb57076a995a71832528342ecd9d
+  depends:
+  - python >=3.10
+  - rich >=12.2.0
+  - emoji >=2.0.0,<3.0.0
+  - questo >=0.4.1,<0.5.0
+  - python-yakh >=0.4.1,<0.5.0
+  - python
+  license: MIT
+  license_family: MIT
+  size: 21514
+  timestamp: 1767903507637
 - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
   sha256: bf1e71c3c0a5b024e44ff928225a0874fc3c3356ec1a0b6fe719108e6d1288f6
   md5: 5267bef8efea4127aacd1f4e1f149b6e
@@ -11600,6 +11713,16 @@ packages:
   license: Unlicense
   size: 7077
   timestamp: 1756221480651
+- conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
+  sha256: 0fd62f7d9f8538b7969b37fbb2907dac8b8ef37d90720edae763d19edd5cc2bd
+  md5: 31db8c55a8dda3abd4625a2880ea3d34
+  depends:
+  - python >=3.10
+  - typing_extensions >=4.7.0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 470154
+  timestamp: 1758471752878
 - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.10-pyhd8ed1ab_0.conda
   sha256: 654ce37abd0bcbeef0dde13cccc07954b82baa5ca93e892f56f3d28594032756
   md5: 1ada850380c9857f4e9f670775ec550a
@@ -21622,6 +21745,16 @@ packages:
   license_family: Other
   size: 55476
   timestamp: 1727963768015
+- conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
+  sha256: 991a82fbb64aba6d10719a017ce354e28df02ea5df1d9c7b0221da573c168d27
+  md5: 1005e1f39083adad2384772e8e384e43
+  depends:
+  - python >=3.10
+  - uc-micro-py
+  license: MIT
+  license_family: MIT
+  size: 26062
+  timestamp: 1772476821244
 - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.5.7-pyhd8ed1ab_0.conda
   sha256: 7f72acdc54cf9558bccfea6f72adc851e983e4b75b012665b746bba2b2705344
   md5: 1a3c574f48195d3f9cf069d87c4f28fc
@@ -27327,6 +27460,15 @@ packages:
   license_family: BSD
   size: 32423
   timestamp: 1734115316868
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
+  sha256: b1ac44a1b43e55e7760388e8f6ba3c1d724c4f84f41720cb752573ce42e7fc7f
+  md5: 7d2e90221b5da6f0577d150cfe6b87ed
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  size: 10987
+  timestamp: 1736892932725
 - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
   build_number: 8
   sha256: 80677180dd3c22deb7426ca89d6203f1c7f1f256f2d5a94dc210f6e758229809
@@ -27724,6 +27866,18 @@ packages:
   license_family: LGPL
   size: 94567291
   timestamp: 1756296858553
+- conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
+  sha256: 9a103f0215e7b32646cdeb91429d60e374060d7d2cb58bb8a7eb54a05dc4d6d0
+  md5: d408fa8ff9f17887378715dcf024d359
+  depends:
+  - python >=3.10
+  - rich >=12.2.0
+  - python-yakh <0.5.0,>=0.4.1
+  - python
+  license: MIT
+  license_family: MIT
+  size: 17079
+  timestamp: 1764617780410
 - conda: https://conda.anaconda.org/conda-forge/linux-64/rapidfuzz-3.14.3-py312h1289d80_1.conda
   sha256: fa7c42b56294b600c1023279ce685a70aacef27a6b3d56e8fbe5a43f90cc3d18
   md5: bce14345fd01c051c51884878cfd053d
@@ -29126,15 +29280,15 @@ packages:
   license_family: MIT
   size: 22946
   timestamp: 1753822168221
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
-  sha256: e582e4e11ced71185992240b07e8bc55aee667c55bc9107529183cebb167476e
-  md5: cbb15afc697a71cc9a0e9bfd75ae59cc
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.1-pyh84498cf_0.conda
+  sha256: 8fc6baff11a4d2868d274217977fde5210b481eecd6918c77710da78d36b9ae4
+  md5: dd3d76adc511d9ce9820c33a09bf5705
   depends:
   - python >=3.11.0,<4.0.0
   - snakemake-interface-common >=1.17.4,<2.0.0
   license: MIT
-  size: 16076
-  timestamp: 1753366768027
+  size: 20041
+  timestamp: 1773934363928
 - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
   sha256: 7b7be41b59f2d904acb014ee182561610c930bef5f607742011ee23befe73831
   md5: e6fd8cfb23b294da699e395dbc968d11
@@ -29166,15 +29320,27 @@ packages:
   license_family: MIT
   size: 21574
   timestamp: 1764856126551
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda
-  sha256: 03571ed180ee205fbf74e3c5607f1f88cd161016d9ad86eb2036212bc5db7bdd
-  md5: 1a318ca1376d0cd58aa85e3857b08520
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+  sha256: 966d9d97e4595e8a6428a5d0527aeda7757b797b3640e74a30601aaad3955621
+  md5: 99b9953692a58a31aa94c0d127e71c32
   depends:
   - python >=3.11
-  - snakemake-interface-logger-plugins >=1.2.0,<2
+  - snakemake-interface-logger-plugins >=2,<3
+  license: MIT
+  size: 21702
+  timestamp: 1773888550966
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
+  sha256: a14f31c9c3b839e5d13638a596c240801ae38205c49f6dadcfd36ab23ffe65c7
+  md5: 8fbd31325e6fbb325e15625471b44dfc
+  depends:
+  - python
+  - snakemake-interface-logger-plugins >=2.0.0,<3.0.0
+  - snkmt >=0.2.3,<1.0.0
+  - sqlalchemy >=2.0.38,<3.0.0
   license: MIT
-  size: 21016
-  timestamp: 1767973148161
+  license_family: MIT
+  size: 17232
+  timestamp: 1767824224092
 - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.16.3-pyhdfd78af_0.conda
   sha256: b5f4e1d2c6e5916fa6a5d8e8615123207b2bffc66c7370ca81990224712ffcaa
   md5: d5ff394122607ae4b0ee8362f6225959
@@ -29297,6 +29463,23 @@ packages:
   license_family: Apache
   size: 15698
   timestamp: 1762941572482
+- conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
+  sha256: cd84964378bdd54219463d924b84553a127644b0abcca52f45b99b7bc50a66e7
+  md5: 38ba1f1279491d848303cd050dfe56cc
+  depends:
+  - aiosqlite >=0.21.0,<0.22.0
+  - alembic >=1.16.1,<2.0.0
+  - beaupy >=3.0.0,<4.0.0
+  - loguru >=0.7.3,<0.8.0
+  - platformdirs >=4.3.8,<5.0.0
+  - python
+  - sqlalchemy >=2.0.38
+  - textual >=3.1.1
+  - typer >=0.15.3
+  license: MIT
+  license_family: MIT
+  size: 44250
+  timestamp: 1773415752189
 - conda: https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-3.0.1-pyhd8ed1ab_0.conda
   sha256: 17007a4cfbc564dc3e7310dcbe4932c6ecb21593d4fec3c68610720f19e73fb2
   md5: 755cf22df8693aa0d1aec1c123fa5863
@@ -30070,6 +30253,26 @@ packages:
   license_family: OTHER
   size: 65532
   timestamp: 1733750024391
+- conda: https://conda.anaconda.org/conda-forge/noarch/textual-8.2.4-pyhcf101f3_0.conda
+  sha256: e26661dbf95609aa2a64d8549f592b167e4619fbcd918b7f0216d3b828e899e9
+  md5: 518c2636b693b3cbcf0654c9172f21d5
+  depends:
+  - pygments >=2.19.2,<3.0.0
+  - typing_extensions >=4.4.0,<5.0.0
+  - platformdirs >=3.6.0,<5
+  - python >=3.10,<4.0.0
+  - markdown-it-py >=2.1.0
+  - linkify-it-py >=1,<3
+  - mdit-py-plugins
+  - rich >=14.2.0
+  - python
+  constrains:
+  - tree_sitter >=0.25.0
+  - tree_sitter_languages 1.10.2.*
+  license: MIT
+  license_family: MIT
+  size: 532803
+  timestamp: 1776586843720
 - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
   sha256: 6016672e0e72c4cf23c0cf7b1986283bd86a9c17e8d319212d78d8e9ae42fdfd
   md5: 9d64911b31d57ca443e9f1e36b04385f
@@ -30422,6 +30625,15 @@ packages:
   license: LicenseRef-Public-Domain
   size: 119135
   timestamp: 1767016325805
+- conda: https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda
+  sha256: 9e5a0e70e876fca50de075b1cc6641cdc009a16c18f4d52ab03edb777729a1bc
+  md5: 4fdd327852ffefc83173a7c029690d0c
+  depends:
+  - python >=3.10
+  license: MIT
+  license_family: MIT
+  size: 13378
+  timestamp: 1772479008776
 - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
   sha256: 3005729dce6f3d3f5ec91dfc49fc75a0095f9cd23bab49efb899657297ac91a5
   md5: 71b24316859acd00bdb8b38f5e2ce328

From 51dece261351af5417e44a969ec0a4b485b78085 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 29 Apr 2026 13:38:15 +0200
Subject: [PATCH 049/124] fix pydantic errors

---
 config/config.de.yaml                   | 1 -
 scripts/lib/validation/config/sector.py | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 882475e62..21f8d2248 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -425,7 +425,6 @@ solving:
     transmission_losses: true
     custom_extra_functionality: "../scripts/pypsa-de/additional_functionality.py"
     assign_all_duals: true
-    load_shedding: false
     skip_iterations: true # settings for post-discretization: false
     min_iterations: 1 # settings for post-discretization: 1
     max_iterations: 1 # settings for post-discretization: 1
diff --git a/scripts/lib/validation/config/sector.py b/scripts/lib/validation/config/sector.py
index fcc86b147..9259615e1 100644
--- a/scripts/lib/validation/config/sector.py
+++ b/scripts/lib/validation/config/sector.py
@@ -579,7 +579,7 @@ class SectorConfig(BaseModel):
         description="The efficiency of oil-powered ships in the conversion of oil to meet shipping needs (propulsion). Base value derived from 2011.",
     )
 
-    aviation_demand_factor: float = Field(
+    aviation_demand_factor: dict[int, float] | float = Field(
         1.0,
         description="The proportion of demand for aviation compared to today's consumption.",
     )

From 025214a9f4f581dce67bb0c37dfc2f8a866df8a5 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 30 Apr 2026 14:12:01 +0200
Subject: [PATCH 050/124] revert back to focus weight clusters

---
 config/config.de.yaml                    | 44 ++++++++++++------------
 scripts/lib/validation/config/solving.py |  2 +-
 2 files changed, 23 insertions(+), 23 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 8c5f987ac..3e6047dc8 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260428_nuts_26
+  prefix: 20260415_report_2026
   name:
   - KN2045_Bal_v5
   - KN2045_Elec_plus_v5
@@ -56,7 +56,7 @@ scenario:
   ll:
   - vopt
   clusters:
-  - adm #current options: 27, 49
+  - 49 #current options: 27, 49
   opts:
   - ''
   sector_opts:
@@ -188,16 +188,16 @@ lines:
     cutout: europe-2013-sarah3-era5
 
 clustering:
-  mode: administrative
-  administrative:
-    level: 0
-    DE: 2
+  # mode: administrative
+  # administrative:
+  #   level: 0
+  #   DE: 2
   # Code snippet for editing focus_weights
   # fw = pd.Series(snakemake.config["clustering"]["focus_weights"])
   # fw = fw.div(fw.min()).round()
   # fw["ES"] = 1
   # print(fw.div(fw.sum()).subtract(5e-5).round(4).to_dict().__repr__().replace(",","\n"))
-  # focus_weights:
+  focus_weights:
   # # 27 nodes: 8 for Germany, 3 for Italy, 2 each for Denmark, UK and Spain, 1 per each of other 10 "Stromnachbarn"
   #   'DE': 0.2965
   #   'AT': 0.0370
@@ -216,21 +216,21 @@ clustering:
   #   'IT': 0.0741
   # high spatial resolution: change clusters to 49
   # 49 nodes: 30 for Germany, 3 for Italy, 2 each for Denmark, UK and Spain, 1 per each of other 10 "Stromnachbarn"
-    # 'DE': 0.6124
-    # 'AT': 0.0204
-    # 'BE': 0.0204
-    # 'CH': 0.0204
-    # 'CZ': 0.0204
-    # 'DK': 0.0408
-    # 'FR': 0.0408
-    # 'GB': 0.0408
-    # 'LU': 0.0204
-    # 'NL': 0.0204
-    # 'NO': 0.0204
-    # 'PL': 0.0204
-    # 'SE': 0.0204
-    # 'ES': 0.0408
-    # 'IT': 0.0408
+    'DE': 0.6124
+    'AT': 0.0204
+    'BE': 0.0204
+    'CH': 0.0204
+    'CZ': 0.0204
+    'DK': 0.0408
+    'FR': 0.0408
+    'GB': 0.0408
+    'LU': 0.0204
+    'NL': 0.0204
+    'NO': 0.0204
+    'PL': 0.0204
+    'SE': 0.0204
+    'ES': 0.0408
+    'IT': 0.0408
   temporal:
     resolution_sector: 365H
 
diff --git a/scripts/lib/validation/config/solving.py b/scripts/lib/validation/config/solving.py
index b359063bd..77c72eba3 100644
--- a/scripts/lib/validation/config/solving.py
+++ b/scripts/lib/validation/config/solving.py
@@ -167,7 +167,7 @@ class _SolvingOptionsConfig(BaseModel):
         3,
         description="Maximum number of solving iterations in between which resistance and reactence (`x/r`) are updated for branches according to `s_nom_opt` of the previous run.",
     )
-    transmission_losses: int = Field(
+    transmission_losses: dict | bool | int = Field(
         2,
         description="Add piecewise linear approximation of transmission losses based on n tangents. Defaults to 0, which means losses are ignored.",
     )

From 90535588f4fa5d9ae4b3417bda94a0deded70b97 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 30 Apr 2026 16:19:29 +0200
Subject: [PATCH 051/124] more generous line threshold during post
 discretization

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 3e6047dc8..d6bcc7e73 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -423,7 +423,7 @@ solving:
     post_discretization:
       enable: true
       line_unit_size: 1698
-      line_threshold: 0.3
+      line_threshold: 0.25
       link_unit_size:
         DC: 1000
         gas pipeline: 1500

From 59a13523803e29e08c13929c803cf4d0ae4dfcab Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 11 May 2026 15:02:06 +0200
Subject: [PATCH 052/124] onwind & offwind: - switch to default PyPSA-Eur
 correction_factors - use hub_height as scaling mecanism to adjust towards
 historical and projected FLH

onwind:
- assume 1m growth in hub_height per year, to get a moderate increase in FLH

offwind:
- contrary to reality, assume no growth in hub_heigt per year  to balance shading effects

general remark: calibrated hub_height values are below what is observed in reality -> adjustments in atlite required

data:
- https://www.ise.fraunhofer.de/content/dam/ise/de/documents/presseinformationen/2025/Stromerzeugung_2024.pdf
- https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html
---
 config/config.de.yaml | 49 ++++++++++++++++++++-----------------------
 1 file changed, 23 insertions(+), 26 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index d6bcc7e73..6ae5fd5d4 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -101,7 +101,6 @@ renewable:
   onwind:
     capacity_per_sqkm: 1.4
     cutout: europe-2013-sarah3-era5
-    correction_factor: 0.95
     resource:
       smooth: false  #this is false until correction to onshore wind speeds from GWA implemented
       #based on Vestas_V112_3MW, but changing hub_height from 80m with time
@@ -109,23 +108,42 @@ renewable:
         2020:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 80.
+          hub_height: 85.
+          P: 3.06
+        2025:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 120.
           P: 3.06
         2030:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 90.
+          hub_height: 125.
+          P: 3.06
+        2035:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 130.
           P: 3.06
         2040:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 100.
+          hub_height: 135.
+          P: 3.06
+        2045:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 140.
+          P: 3.06
+        2050:
+          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
+          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
+          hub_height: 145.
           P: 3.06
   offwind-ac:
     capacity_per_sqkm: 6
     landfall_length: 30
     cutout: europe-2013-sarah3-era5
-    correction_factor: 0.95
     resource:
       smooth: true
       #based on NREL_ReferenceTurbine_2020ATB_5.5MW, but changing hub_height from 80m with time
@@ -135,21 +153,10 @@ renewable:
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
           hub_height: 120.
           P: 5.5
-        2030:
-          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
-          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 130.
-          P: 5.5
-        2040:
-          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
-          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 140.
-          P: 5.5
   offwind-dc:
     capacity_per_sqkm: 6
     landfall_length: 30
     cutout: europe-2013-sarah3-era5
-    correction_factor: 0.95
     resource:
       smooth: true
       #based on NREL_ReferenceTurbine_2020ATB_5.5MW, but changing hub_height from 80m with time
@@ -159,16 +166,6 @@ renewable:
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
           hub_height: 120.
           P: 5.5
-        2030:
-          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
-          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 130.
-          P: 5.5
-        2040:
-          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
-          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 140.
-          P: 5.5
   offwind-float: # disabled at the moment
     landfall_length: 30
     capacity_per_sqkm: 6

From ee262f8e4cc0e7c99f913560016f78d7629178c0 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 10:59:44 +0200
Subject: [PATCH 053/124] adjust onwind progression

---
 config/config.de.yaml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 6ae5fd5d4..8b3fdecf7 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -108,37 +108,37 @@ renewable:
         2020:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 85.
+          hub_height: 90.
           P: 3.06
         2025:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 120.
+          hub_height: 115.
           P: 3.06
         2030:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 125.
+          hub_height: 118
           P: 3.06
         2035:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 130.
+          hub_height: 121.
           P: 3.06
         2040:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 135.
+          hub_height: 124
           P: 3.06
         2045:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 140.
+          hub_height: 127.
           P: 3.06
         2050:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 145.
+          hub_height: 130.
           P: 3.06
   offwind-ac:
     capacity_per_sqkm: 6

From a0c325dfa6bfbf0368439c9f4e4fff0229fd3ef2 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 11:33:22 +0200
Subject: [PATCH 054/124] remove solar_correction factors (which were adjusted
 to wy 2019 not 2013)

---
 config/config.de.yaml | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 8b3fdecf7..53f968c38 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -170,13 +170,10 @@ renewable:
     landfall_length: 30
     capacity_per_sqkm: 6
     cutout: europe-2013-sarah3-era5
-    correction_factor: 0.95
   solar:
     cutout: europe-2013-sarah3-era5
-    correction_factor: 0.9 # scaling to Abbildung 36 of https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/aktuelle-fakten-zur-photovoltaik-in-deutschland.html
   solar-hsat:
     cutout: europe-2013-sarah3-era5
-    correction_factor: 0.9 # scaling to Abbildung 36 of https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/aktuelle-fakten-zur-photovoltaik-in-deutschland.html
   hydro:
     cutout: europe-2013-sarah3-era5
 

From 5ce2bfef86aa67084af99ddeec057a8036ccd62c Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 12:58:25 +0200
Subject: [PATCH 055/124] 2035 EU co2 target oriented towards upper range of
 NDC

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 53f968c38..1cc058468 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -233,7 +233,7 @@ co2_budget:
   2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
   2025: 0.648 # With additional measures (WAM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
   2030: 0.450 # 55% reduction by 2030 (Ff55)
-  2035: 0.300 # ~middle of 66.25% to 72.5%. https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
+  2035: 0.280 # ~middle of 66.25% to 72.5%. https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
   2040: 0.150 # 85% reduction by 2040 + 5% offsets (not modelled, but assuming cheaper than domestic reducitons)
   2045: 0.050
   2050: 0.000 # climate-neutral by 2050

From bca91ea76e1a0159a689618806274220011c94d4 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 13:00:43 +0200
Subject: [PATCH 056/124] apply 0.7 as discount rate for decentral assets as
 well

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 1cc058468..aa44d1dd6 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -272,7 +272,7 @@ first_technology_occurrence:
   Bus:
     urban central water pits: 2035
 costs:
-  custom_cost_fn: data/pypsa-de/custom_costs_nep_2023.csv
+  custom_cost_fn: data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
   transmission: "overhead" # either overhead line ("overhead") or underground cable ("underground")
 
 

From 94b0657e5d6a662bfa47975abc9530c8ef474d45 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 14:30:40 +0200
Subject: [PATCH 057/124] add grid reinforcement costs to solar rooftop as well

---
 scripts/prepare_sector_network.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/prepare_sector_network.py b/scripts/prepare_sector_network.py
index 98298f416..3a88f9be6 100755
--- a/scripts/prepare_sector_network.py
+++ b/scripts/prepare_sector_network.py
@@ -1880,7 +1880,7 @@ def insert_gas_distribution_costs(
 
 
 def add_electricity_grid_connection(n, costs):
-    carriers = ["onwind", "solar", "solar-hsat"]
+    carriers = ["onwind", "solar", "solar-hsat", "solar rooftop"]
 
     gens = n.generators.index[n.generators.carrier.isin(carriers)]
 

From 9d601e35f2b72066a7c9f5605156e2132f38abe7 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 14:37:46 +0200
Subject: [PATCH 058/124] new prefix

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index aa44d1dd6..e7179fc87 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260415_report_2026
+  prefix: 20260512_recalibrating_res
   name:
   - KN2045_Bal_v5
   - KN2045_Elec_plus_v5

From 2efb9294d09a97f82d1718e27511b7512876eb80 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 14:59:22 +0200
Subject: [PATCH 059/124] losses for retrotfitted H2 pipelines

---
 config/config.default.yaml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/config/config.default.yaml b/config/config.default.yaml
index 4af1f5aa4..7ccb927c2 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -910,6 +910,7 @@ sector:
     enable:
     - DC
     - H2 pipeline
+    - H2 pipeline retrofitted
     - gas pipeline
     - electricity distribution grid
     DC:
@@ -918,6 +919,9 @@ sector:
     H2 pipeline:
       efficiency_per_1000km: 1
       compression_per_1000km: 0.018
+    H2 pipeline retrofitted:
+      efficiency_per_1000km: 1
+      compression_per_1000km: 0.018
     gas pipeline:
       efficiency_per_1000km: 1
       compression_per_1000km: 0.01

From f368341f4f629b114a2da245f2539025786acd86 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 12 May 2026 17:11:50 +0200
Subject: [PATCH 060/124] remove grid reinforcement costs again for solar
 rooftop

---
 scripts/prepare_sector_network.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/prepare_sector_network.py b/scripts/prepare_sector_network.py
index 3a88f9be6..98298f416 100755
--- a/scripts/prepare_sector_network.py
+++ b/scripts/prepare_sector_network.py
@@ -1880,7 +1880,7 @@ def insert_gas_distribution_costs(
 
 
 def add_electricity_grid_connection(n, costs):
-    carriers = ["onwind", "solar", "solar-hsat", "solar rooftop"]
+    carriers = ["onwind", "solar", "solar-hsat"]
 
     gens = n.generators.index[n.generators.carrier.isin(carriers)]
 

From d23d831b6f69b1f2ff6c82ea3882e65d1c73ea66 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 13 May 2026 17:39:15 +0200
Subject: [PATCH 061/124] further downscale wind

---
 config/config.de.yaml | 24 +++++++++++++-----------
 1 file changed, 13 insertions(+), 11 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index e7179fc87..bc921743b 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,10 +4,10 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260512_recalibrating_res
+  prefix: 20260513_recalibrating_res
   name:
   - KN2045_Bal_v5
-  - KN2045_Elec_plus_v5
+  # - KN2045_Elec_plus_v5
   scenarios:
     enable: true
     manual_file: config/scenarios.report.2026.yaml
@@ -108,37 +108,37 @@ renewable:
         2020:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 90.
+          hub_height: 85.
           P: 3.06
         2025:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 115.
+          hub_height: 110.
           P: 3.06
         2030:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 118
+          hub_height: 113
           P: 3.06
         2035:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 121.
+          hub_height: 116.
           P: 3.06
         2040:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 124
+          hub_height: 119
           P: 3.06
         2045:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 127.
+          hub_height: 122.
           P: 3.06
         2050:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 130.
+          hub_height: 125.
           P: 3.06
   offwind-ac:
     capacity_per_sqkm: 6
@@ -151,7 +151,7 @@ renewable:
         2020:
           V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 120.
+          hub_height: 110.
           P: 5.5
   offwind-dc:
     capacity_per_sqkm: 6
@@ -164,7 +164,7 @@ renewable:
         2020:
           V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 120.
+          hub_height: 110.
           P: 5.5
   offwind-float: # disabled at the moment
     landfall_length: 30
@@ -267,6 +267,8 @@ first_technology_occurrence:
     H2 pipeline retrofitted: 2025
     urban central water pits charger: 2035
     urban central water pits discharger: 2035
+  Generator:
+    solar-hsat: 2030
   Store:
     urban central water pits: 2035
   Bus:

From 0e04beaadefb4c8f6f39b6aa05f4e8d2d5af729b Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 16:17:37 +0200
Subject: [PATCH 062/124] use a capacity limit to limit existing solar hsat in
 DE

---
 config/config.de.yaml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index bc921743b..dff9fe9f5 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -267,8 +267,6 @@ first_technology_occurrence:
     H2 pipeline retrofitted: 2025
     urban central water pits charger: 2035
     urban central water pits discharger: 2035
-  Generator:
-    solar-hsat: 2030
   Store:
     urban central water pits: 2035
   Bus:
@@ -474,6 +472,10 @@ solving:
             2040: 800
             2045: 1000
             2050: 1000
+        solar-hsat:
+          DE:
+            2020: 0
+            2025: 1
       Store:
         urban central water tanks:
           DE:

From a0419ab199a9a383696532af3dde0af8c1e72501 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 16:18:30 +0200
Subject: [PATCH 063/124] use a budget for consumption of decentral heat pumps

---
 config/config.de.yaml                        |  6 ++
 scripts/pypsa-de/additional_functionality.py | 87 ++++++++++++++++++++
 2 files changed, 93 insertions(+)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index dff9fe9f5..61ba5ccf6 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -442,6 +442,12 @@ solving:
         2040: 0.09
         2045: -0.05
         2050: -0.048
+    decentral_heat_budgets:  # UBA MMS, Projektionsbericht 2025, Abbildung 48
+      heat_pump:
+        DE:
+          2025: 12.0
+          2030: 28.0
+          # 2035: 38.0
     efuel_export_ban: false
     limits_capacity_max:
       Generator:
diff --git a/scripts/pypsa-de/additional_functionality.py b/scripts/pypsa-de/additional_functionality.py
index e49bd55c3..820db35c0 100644
--- a/scripts/pypsa-de/additional_functionality.py
+++ b/scripts/pypsa-de/additional_functionality.py
@@ -827,6 +827,86 @@ def adapt_nuclear_output(n):
     )
 
 
+def add_decentral_heat_budgets(n, decentral_heat_budgets, investment_year):
+    carrier_dict = {
+        "heat_pump": [
+            "rural air heat pump",
+            "rural ground heat pump",
+            "urban decentral air heat pump",
+        ],
+        "resistive_heater": [
+            "rural resistive heater",
+            "urban decentral resistive heater",
+        ],
+        "biomass_boiler": [
+            "rural biomass boiler",
+            "urban decentral biomass boiler",
+        ],
+    }
+
+    for asset_type, budget_dict in decentral_heat_budgets.items():
+        assets = n.links.index[n.links.carrier.isin(carrier_dict[asset_type])]
+
+        if assets.empty:
+            logger.warning(
+                f"No {asset_type}s found in the network. Skipping decentral {asset_type} budgets."
+            )
+            return
+
+        if investment_year not in budget_dict["DE"].keys():
+            logger.warning(
+                f"No decentral {asset_type} budget for {investment_year} found in the config file. Skipping."
+            )
+            return
+
+        logger.info(f"Adding decentral {asset_type} budgets")
+
+        for ct in budget_dict:
+            if ct != "DE":
+                logger.error(
+                    f"{asset_type.capitalize()} budget for countries other than `DE` is not yet supported. Found country {ct}. Please check the config file."
+                )
+
+            limit = budget_dict[ct][investment_year] * 1e6
+
+            logger.info(
+                f"Limiting decentral {asset_type} electricity consumption in country {ct} to {limit} MWh.",
+            )
+            assets = assets[assets.str.startswith(ct)]
+
+            lhs = []
+            # For heatpumps the bus0 is heat and bus1 is electricity -> multiply by efficiency and by -1
+            lhs.append(
+                (
+                    -1
+                    * n.model["Link-p"].loc[:, assets]
+                    * n.links_t.efficiency[assets]
+                    * n.snapshot_weightings.generators
+                ).sum()
+            )
+
+            lhs = sum(lhs)
+            cname = f"decentral_{asset_type}_limit-{ct}"
+            if cname in n.global_constraints.index:
+                logger.warning(
+                    f"Global constraint {cname} already exists. Dropping and adding it again."
+                )
+                n.global_constraints.drop(cname, inplace=True)
+
+            n.model.add_constraints(
+                lhs <= limit,
+                name=f"GlobalConstraint-{cname}",
+            )
+            n.add(
+                "GlobalConstraint",
+                cname,
+                constant=limit,
+                sense="<=",
+                type="",
+                carrier_attribute="",
+            )
+
+
 def additional_functionality(n, snapshots, snakemake):
     logger.info("Adding Ariadne-specific functionality")
 
@@ -871,5 +951,12 @@ def additional_functionality(n, snapshots, snakemake):
     else:
         logger.warning("No national CO2 budget specified!")
 
+    if isinstance(constraints.get("decentral_heat_budgets"), dict):
+        add_decentral_heat_budgets(
+            n,
+            constraints["decentral_heat_budgets"],
+            investment_year,
+        )
+
     if investment_year == 2020:
         adapt_nuclear_output(n)

From 5ee6ddeb9c5c6db1a684228ba483ecd2d98200c8 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 16:21:18 +0200
Subject: [PATCH 064/124] do not use UBA data for 2025, but only ariadne data

---
 config/config.de.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 61ba5ccf6..86456734f 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -33,11 +33,11 @@ pypsa-de:
   region: Deutschland
   ageb_for_mobility: true # In 2020 use AGEB data for final energy demand and KBA for vehicles
   uba_for_mobility: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
-  - 2025
+  - 0
   uba_for_industry: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
     scale_non_energy: false # Scale non-energy demand directly proportional to energy demand
     enable: # Allowed values are "false" or a subset of [2025, 2030, 2035]
-    - 2025
+    - 0
   limit_cross_border_flows_ac:  # relevant if only one node per country is used
     2020: 0.4
     2025: 0.4

From 4436c079ce41cbdf675e58b9bf997e1a9b7a1bf9 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 16:22:08 +0200
Subject: [PATCH 065/124] fix missing efficiency when overwriting FE demand for
 EVs

---
 scripts/pypsa-de/build_exogenous_mobility_data.py | 4 ++++
 scripts/pypsa-de/export_ariadne_variables.py      | 6 +++---
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/scripts/pypsa-de/build_exogenous_mobility_data.py b/scripts/pypsa-de/build_exogenous_mobility_data.py
index 0f7660df6..40db6315a 100644
--- a/scripts/pypsa-de/build_exogenous_mobility_data.py
+++ b/scripts/pypsa-de/build_exogenous_mobility_data.py
@@ -198,4 +198,8 @@ def get_mobility_data(
         uba_for_mobility=snakemake.params.uba_for_mobility,
     )
 
+    # since these numbers are given in final energy not useful energy, account for the efficiency of BEV charger links, which is 0.9 in the current model
+
+    mobility_data["Electricity"] *= 0.9
+
     mobility_data.to_csv(snakemake.output.mobility_data, header=False)
diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index 7f06ec5f7..077767c35 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -2450,9 +2450,9 @@ def get_final_energy(
 
     # var["Final Energy|Transportation|Other"] = \
 
-    var["Final Energy|Transportation|Electricity"] = low_voltage_electricity.get(
-        "BEV charger", 0
-    )
+    var["Final Energy|Transportation|Electricity"] = (
+        sum_load(n, "land transport EV", region) / 0.9
+    )  # Account for 90% efficiency of BEV chargers, to convert back to final energy demand
 
     # var["Final Energy|Transportation|Gases"] = \
     # var["Final Energy|Transportation|Gases|Natural Gas"] = \

From c4cc57b759071dae97819c115646b8f43186cc9d Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 16:22:19 +0200
Subject: [PATCH 066/124] bump prefix

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 86456734f..473eeb3a0 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260513_recalibrating_res
+  prefix: 20260519_recalibrating_load
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5

From 889924e64d9c3086272ce653973b360ff1c35a2b Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 17:31:51 +0200
Subject: [PATCH 067/124] 2023 data is much closer to 2025, so the industry
 progression should be slowed down

---
 config/config.de.yaml | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 473eeb3a0..4986f7c4f 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -369,6 +369,14 @@ industry:
   steam_biomass_fraction: 0.4
   steam_hydrogen_fraction: 0.3
   steam_electricity_fraction: 0.3
+  sector_ratios_fraction_future:
+    2020: 0.0
+    2025: 0.01
+    2030: 0.15
+    2035: 0.35
+    2040: 0.65
+    2045: 0.85
+    2050: 1.0
   DRI_fraction:
     2020: 0
     2025: 0

From 396305bce72a1b774064c17c533f55e007d3b461 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 17:32:19 +0200
Subject: [PATCH 068/124] HVC primary fraction was inconsistent with pypsa-eur,
 causing slight overestimation

---
 config/config.de.yaml | 12 ------------
 1 file changed, 12 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 4986f7c4f..c284af949 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -385,18 +385,6 @@ industry:
     2040: 0.6
     2045: 1
     2050: 1
-#HVC primary/recycling based on values used in Neumann et al https://doi.org/10.1016/j.joule.2023.06.016, linearly interpolated between 2020 and 2050
-#2020 recycling rates based on Agora https://static.agora-energiewende.de/fileadmin/Projekte/2021/2021_02_EU_CEAP/A-EW_254_Mobilising-circular-economy_study_WEB.pdf
-#fractions refer to the total primary HVC production in 2020
-#assumes 6.7 Mtplastics produced from recycling in 2020
-  HVC_primary_fraction:
-    2020: 1.0
-    2025: 0.9
-    2030: 0.8
-    2035: 0.7
-    2040: 0.6
-    2045: 0.5
-    2050: 0.4
   # 15 Mt HVC production (from IDEES) -> 6 Mt Plastikabfälle,
   # To substitute for other waste, assume all Plastikabfall is used energetically whereas in reality ~40% is recycled
   # see https://github.com/PyPSA/pypsa-ariadne/pull/292

From 2e6d5f145680d95549e194a946e034959fcdc609 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 20 May 2026 17:32:38 +0200
Subject: [PATCH 069/124] scale electricity load towards 2025 AGEB values

---
 config/config.de.yaml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index c284af949..ec0fe0075 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -47,6 +47,9 @@ pypsa-de:
     2045: 0.49
     2050: 0.49
 
+load:
+  scaling_factor: 0.925
+
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#foresight
 foresight: myopic
 

From 926d50f172d3de3fc3c7fcc5b7cb84f30c79deb8 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 8 Jun 2026 15:22:33 +0200
Subject: [PATCH 070/124] update mock_snakemake arguments

---
 scripts/add_existing_baseyear.py                     |  6 +++---
 scripts/build_industrial_energy_demand_per_node.py   | 10 ++++++++--
 scripts/build_industrial_production_per_node.py      | 12 +++++++++++-
 scripts/build_industry_sector_ratios_intermediate.py |  9 ++++++++-
 scripts/build_powerplants.py                         |  4 +++-
 scripts/pypsa-de/export_ariadne_variables.py         |  3 +--
 scripts/pypsa-de/modify_industry_production.py       |  4 ++--
 7 files changed, 36 insertions(+), 12 deletions(-)

diff --git a/scripts/add_existing_baseyear.py b/scripts/add_existing_baseyear.py
index 2db1cb141..93360cf2d 100644
--- a/scripts/add_existing_baseyear.py
+++ b/scripts/add_existing_baseyear.py
@@ -1217,12 +1217,12 @@ def add_heating_capacities_installed_before_baseyear(
 
         snakemake = mock_snakemake(
             "add_existing_baseyear",
-            clusters="27",
+            clusters="49",
             ll="vopt",
             opts="",
             sector_opts="none",
-            planning_horizons="2020",
-            run="KN2045_Mix",
+            planning_horizons="2025",
+            run="KN2045_Bal_v5",
         )
 
     configure_logging(snakemake)  # pylint: disable=E0606
diff --git a/scripts/build_industrial_energy_demand_per_node.py b/scripts/build_industrial_energy_demand_per_node.py
index 5dc97c546..2ea440612 100644
--- a/scripts/build_industrial_energy_demand_per_node.py
+++ b/scripts/build_industrial_energy_demand_per_node.py
@@ -37,8 +37,14 @@
 
         snakemake = mock_snakemake(
             "build_industrial_energy_demand_per_node",
-            clusters=48,
-            planning_horizons=2030,
+            simpl="",
+            clusters=49,
+            opts="",
+            ll="vopt",
+            sector_opts="None",
+            run="KN2045_Bal_v5",
+            planning_horizons=2025,
+            configfiles="config/config.de.yaml",
         )
     configure_logging(snakemake)
     set_scenario_config(snakemake)
diff --git a/scripts/build_industrial_production_per_node.py b/scripts/build_industrial_production_per_node.py
index 9f7bd7c5f..fe0703839 100644
--- a/scripts/build_industrial_production_per_node.py
+++ b/scripts/build_industrial_production_per_node.py
@@ -79,7 +79,17 @@ def build_nodal_industrial_production():
     if "snakemake" not in globals():
         from scripts._helpers import mock_snakemake
 
-        snakemake = mock_snakemake("build_industrial_production_per_node", clusters=48)
+        snakemake = mock_snakemake(
+            "build_industrial_production_per_node",
+            simpl="",
+            clusters=49,
+            opts="",
+            ll="vopt",
+            sector_opts="None",
+            run="KN2045_Bal_v5",
+            planning_horizons=2025,
+            configfiles="config/config.de.yaml",
+        )
     configure_logging(snakemake)
     set_scenario_config(snakemake)
 
diff --git a/scripts/build_industry_sector_ratios_intermediate.py b/scripts/build_industry_sector_ratios_intermediate.py
index ee9c24e33..034076e7f 100644
--- a/scripts/build_industry_sector_ratios_intermediate.py
+++ b/scripts/build_industry_sector_ratios_intermediate.py
@@ -130,7 +130,14 @@ def build_industry_sector_ratios_intermediate():
 
         snakemake = mock_snakemake(
             "build_industry_sector_ratios_intermediate",
-            planning_horizons="2030",
+            simpl="",
+            clusters=49,
+            opts="",
+            ll="vopt",
+            sector_opts="None",
+            run="KN2045_Bal_v5",
+            planning_horizons=2025,
+            configfiles="config/config.de.yaml",
         )
     configure_logging(snakemake)
     set_scenario_config(snakemake)
diff --git a/scripts/build_powerplants.py b/scripts/build_powerplants.py
index 364b28635..1ff577772 100755
--- a/scripts/build_powerplants.py
+++ b/scripts/build_powerplants.py
@@ -208,7 +208,9 @@ def map_to_country_bus(
     if "snakemake" not in globals():
         from scripts._helpers import mock_snakemake
 
-        snakemake = mock_snakemake("build_powerplants", clusters=256)
+        snakemake = mock_snakemake(
+            "build_powerplants", clusters=49, run="KN2045_Bal_v5"
+        )
     configure_logging(snakemake)
     set_scenario_config(snakemake)
 
diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index 077767c35..e484331c9 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -5590,8 +5590,7 @@ def get_data(
             opts="",
             ll="vopt",
             sector_opts="None",
-            run="KN2045_Mix",
-            configfiles="config/test/config.dach.yaml",
+            run="KN2045_Bal_v5",
         )
     configure_logging(snakemake)
     set_scenario_config(snakemake)
diff --git a/scripts/pypsa-de/modify_industry_production.py b/scripts/pypsa-de/modify_industry_production.py
index e243ad9c7..698597edb 100644
--- a/scripts/pypsa-de/modify_industry_production.py
+++ b/scripts/pypsa-de/modify_industry_production.py
@@ -34,8 +34,8 @@
             opts="",
             ll="vopt",
             sector_opts="None",
-            run="KN2045_Mix",
-            planning_horizons=2020,
+            run="KN2045_Bal_v5",
+            planning_horizons=2025,
         )
 
     configure_logging(snakemake)

From 3c91f3cc056b29036bbc1ac2398d8f819fdbd250 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 8 Jun 2026 15:23:10 +0200
Subject: [PATCH 071/124] improve naming

---
 rules/solve_myopic.smk           |  2 +-
 rules/solve_perfect.smk          |  2 +-
 scripts/add_existing_baseyear.py | 31 ++++++++++++++++++++-----------
 3 files changed, 22 insertions(+), 13 deletions(-)

diff --git a/rules/solve_myopic.smk b/rules/solve_myopic.smk
index 1d05a841f..1638cb40c 100644
--- a/rules/solve_myopic.smk
+++ b/rules/solve_myopic.smk
@@ -29,7 +29,7 @@ rule add_existing_baseyear:
             )
         ),
         heating_efficiencies=resources("heating_efficiencies.csv"),
-        custom_powerplants=resources("german_chp_base_s_{clusters}.csv"),
+        german_chps=resources("german_chp_base_s_{clusters}.csv"),
     output:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_brownfield.nc"
diff --git a/rules/solve_perfect.smk b/rules/solve_perfect.smk
index afe4d241d..ef02b0e9b 100644
--- a/rules/solve_perfect.smk
+++ b/rules/solve_perfect.smk
@@ -19,7 +19,7 @@ rule add_existing_baseyear:
         ),
         existing_heating="data/existing_infrastructure/existing_heating_raw.csv",
         heating_efficiencies=resources("heating_efficiencies.csv"),
-        custom_powerplants=resources("german_chp_{clusters}.csv"),
+        german_chps=resources("german_chp_{clusters}.csv"),
     output:
         resources(
             "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}_brownfield.nc"
diff --git a/scripts/add_existing_baseyear.py b/scripts/add_existing_baseyear.py
index 93360cf2d..898d697a7 100644
--- a/scripts/add_existing_baseyear.py
+++ b/scripts/add_existing_baseyear.py
@@ -160,7 +160,7 @@ def add_power_capacities_installed_before_baseyear(
     grouping_years: list[int],
     baseyear: int,
     powerplants_file: str,
-    custom_powerplants_file: str,
+    german_chps_file: str,
     countries: list[str],
     capacity_threshold: float,
     lifetime_values: dict[str, float],
@@ -184,7 +184,7 @@ def add_power_capacities_installed_before_baseyear(
         Base year for analysis
     powerplants_file : str
         Path to powerplants CSV file
-    custom_powerplants_file : str
+    german_chps_file : str
         Path to custom powerplants CSV file
     countries : list
         List of countries to consider
@@ -203,8 +203,8 @@ def add_power_capacities_installed_before_baseyear(
     logger.debug(f"Adding power capacities installed before {baseyear}")
 
     df_agg = pd.read_csv(powerplants_file, index_col=0)
-    if custom_powerplants_file:
-        df_agg = add_custom_powerplants(df_agg, custom_powerplants_file, True)
+    if german_chps_file:
+        df_agg = add_custom_powerplants(df_agg, german_chps_file, True)
 
     rename_fuel = {
         "Hard Coal": "coal",
@@ -253,6 +253,15 @@ def add_power_capacities_installed_before_baseyear(
     df_agg["DateIn"] = df_agg.groupby("Fueltype")["DateIn"].transform(
         lambda x: x.fillna(x.mean() // 1)
     )
+
+    missing_datein = df_agg.index[df_agg["DateIn"].isna()]
+    if not missing_datein.empty:
+        logger.info(f"Dropping {len(missing_datein)} power plants with missing DateIn.")
+        if len(missing_datein) <= 100:  # log individual plants if not too many
+            logger.info(
+                f"Power plants dropped due to missing DateIn: {missing_datein.to_list()}"
+            )
+
     df_agg.dropna(subset="DateIn", inplace=True)
 
     # Estimate missing DateOut
@@ -282,7 +291,7 @@ def add_power_capacities_installed_before_baseyear(
         costs,
         baseyear,
         powerplants_file,
-        custom_powerplants_file,
+        german_chps_file,
         lifetime_values,
         lifetime_gas_chp,
         capacity_threshold,
@@ -562,7 +571,7 @@ def add_chp_plants(
     costs,
     baseyear,
     powerplants_file,
-    custom_powerplants_file,
+    german_chps_file,
     lifetime_values,
     lifetime_gas_chp,
     capacity_threshold,
@@ -580,11 +589,11 @@ def add_chp_plants(
 
     ppl = pd.read_csv(powerplants_file, index_col=0)
 
-    if custom_powerplants_file:
-        if custom_powerplants_file.endswith("german_chp_{clusters}.csv"):
-            logger.info("Supersedeing default German CHPs with custom_powerplants.")
+    if german_chps_file:
+        if german_chps_file.endswith("german_chp_{clusters}.csv"):
+            logger.info("Supersedeing default German CHPs with custom ones from MASTR.")
             ppl = ppl.query("~(Set == 'CHP' and Country == 'DE')")
-        ppl = add_custom_powerplants(ppl, custom_powerplants_file, True)
+        ppl = add_custom_powerplants(ppl, german_chps_file, True)
 
     # drop assets which are already phased out / decommissioned
     # drop hydro, waste and oil fueltypes for CHP
@@ -1252,7 +1261,7 @@ def add_heating_capacities_installed_before_baseyear(
         grouping_years=grouping_years_power,
         baseyear=baseyear,
         powerplants_file=snakemake.input.powerplants,
-        custom_powerplants_file=snakemake.input.get("custom_powerplants", ""),
+        german_chps_file=snakemake.input.get("german_chps", ""),
         countries=snakemake.config["countries"],
         capacity_threshold=snakemake.params.existing_capacities["threshold_capacity"],
         lifetime_values=snakemake.params.costs["fill_values"],

From de97851fa5de0aede020347cc92c9eedb5354602 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 9 Jun 2026 10:18:07 +0200
Subject: [PATCH 072/124] fix: check if array empty

---
 scripts/add_brownfield.py | 23 ++++++++++++-----------
 1 file changed, 12 insertions(+), 11 deletions(-)

diff --git a/scripts/add_brownfield.py b/scripts/add_brownfield.py
index 5eb6979b3..c9dcd4f8e 100644
--- a/scripts/add_brownfield.py
+++ b/scripts/add_brownfield.py
@@ -296,17 +296,18 @@ def update_heat_pump_efficiency(n: pypsa.Network, n_p: pypsa.Network, year: int)
     )
 
     # Change efficiency2 for heat pumps that use an explicitly modelled heat source
-    previous_iteration_columns = heat_pump_idx_previous_iteration.intersection(
-        n_p.links_t["efficiency2"].columns
-    )
-    corresponding_columns_this_iteration = previous_iteration_columns.str[:-4] + str(
-        year
-    )
-    n_p.links_t["efficiency2"].loc[:, previous_iteration_columns] = (
-        n.links_t["efficiency2"]
-        .reindex(columns=corresponding_columns_this_iteration, fill_value=0)
-        .values
-    )
+    if not n.links_t["efficiency2"].empty:
+        previous_iteration_columns = heat_pump_idx_previous_iteration.intersection(
+            n_p.links_t["efficiency2"].columns
+        )
+        corresponding_columns_this_iteration = previous_iteration_columns.str[
+            :-4
+        ] + str(year)
+        n_p.links_t["efficiency2"].loc[:, previous_iteration_columns] = (
+            n.links_t["efficiency2"]
+            .reindex(columns=corresponding_columns_this_iteration, fill_value=0)
+            .values
+        )
 
 
 def update_dynamic_ptes_capacity(

From aa35a457ddf249b2e825ba6b08249af3c78c6a1e Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 9 Jun 2026 12:18:18 +0200
Subject: [PATCH 073/124] roll back and pin powerplantmatching to 0.6.1

---
 config/config.de.yaml |     9 +-
 data/versions.csv     |     9 +-
 pixi.lock             | 55751 ++++++++++++++++++++--------------------
 pixi.toml             |     2 +-
 4 files changed, 27864 insertions(+), 27907 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index ec0fe0075..3c4ce9655 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260519_recalibrating_load
+  prefix: 20260608_missing_powerplants
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
@@ -73,7 +73,7 @@ scenario:
   - 2050
 
 existing_capacities:
-  grouping_years_power: [1920, 1950, 1955, 1960, 1965, 1970, 1975, 1980, 1985, 1990, 1995, 2000, 2005, 2010, 2015, 2020, 2025]
+  grouping_years_power: [1900, 1950, 1955, 1960, 1965, 1970, 1975, 1980, 1985, 1990, 1995, 2000, 2005, 2010, 2015, 2020, 2025]
   grouping_years_heat: [1980, 1985, 1990, 1995, 2000, 2005, 2010, 2015, 2020, 2024] # heat grouping years >= baseyear will be ignored
   fill_value_gas_chp_lifetime: 40 # if no explicit lifetime is given use 40 years. The number was chosen s.t. the existing capacities in 2020 match with statistics.
 
@@ -410,7 +410,7 @@ solving:
     transmission_losses: true
     custom_extra_functionality: "../scripts/pypsa-de/additional_functionality.py"
     assign_all_duals: true
-    skip_iterations: false # settings for post-discretization: false
+    skip_iterations: true # settings for post-discretization: false
     min_iterations: 1 # settings for post-discretization: 1
     max_iterations: 1 # settings for post-discretization: 1
     post_discretization:
@@ -726,3 +726,6 @@ data:
   costs:
     source: primary
     version: latest
+  powerplants:
+    source: primary
+    version: latest
diff --git a/data/versions.csv b/data/versions.csv
index bab47cdbe..276b33c86 100644
--- a/data/versions.csv
+++ b/data/versions.csv
@@ -141,14 +141,7 @@ osm_boundaries,unknown,primary,latest supported,2025-12-02,Overpass API is used
 osm_boundaries,unknown,archive,latest supported,2026-01-13,,https://data.pypsa.org/workflows/eur/osm_boundaries/unknown/osm_boundaries.zip
 population_count,2018-11-01,primary,latest supported,2025-12-02,,https://data.worldpop.org/GIS/Population/Global_2000_2020/2019/0_Mosaicked/ppp_2019_1km_Aggregated.tif
 population_count,2018-11-01,archive,latest supported,2026-01-13,earlier part of zenodo bundle,https://data.pypsa.org/workflows/eur/population_count/2018-11-01/ppp_2019_1km_Aggregated.tif
-powerplants,0.8.1,primary,latest supported,2026-02-11,Part of the `powerplantmatching` package and versioned on GitHub.,https://raw.githubusercontent.com/PyPSA/powerplantmatching/refs/tags/v0.8.1/powerplants.csv
-powerplants,0.8.1,archive,latest supported,2026-02-12,Part of the `powerplantmatching` package and versioned on GitHub.,https://data.pypsa.org/workflows/eur/powerplants/0.8.1/powerplants.csv
-powerplants,0.8.0,primary,supported,2026-02-05,Part of the `powerplantmatching` package and versioned on GitHub.,https://raw.githubusercontent.com/PyPSA/powerplantmatching/refs/tags/v0.8.0/powerplants.csv
-powerplants,0.8.0,archive,supported,2026-02-09,Part of the `powerplantmatching` package and versioned on GitHub.,https://data.pypsa.org/workflows/eur/powerplants/0.8.0/powerplants.csv
-powerplants,0.7.1,primary,supported,2025-12-02,Part of the `powerplantmatching` package and versioned on GitHub.,https://raw.githubusercontent.com/PyPSA/powerplantmatching/refs/tags/v0.7.1/powerplants.csv
-powerplants,0.7.1,archive,supported,2026-01-20,Part of the `powerplantmatching` package and versioned on GitHub.,https://data.pypsa.org/workflows/eur/powerplants/0.7.1
-powerplants,0.7.0,primary,supported,2025-12-02,Part of the `powerplantmatching` package and versioned on GitHub.,https://raw.githubusercontent.com/PyPSA/powerplantmatching/refs/tags/v0.7.0/powerplants.csv
-powerplants,0.7.0,archive,supported,2026-01-20,Part of the `powerplantmatching` package and versioned on GitHub.,https://data.pypsa.org/workflows/eur/powerplants/0.7.0
+powerplants,0.6.1,primary,latest supported,2025-12-02,Part of the `powerplantmatching` package and versioned on GitHub.,https://raw.githubusercontent.com/PyPSA/powerplantmatching/refs/tags/v0.6.1/powerplants.csv
 scigrid_gas,1.1.2,primary,latest supported,2025-12-02,the primary is already from Zenodo published by original authors,https://zenodo.org/records/4767098/files/IGGIELGN.zip
 scigrid_gas,1.1.2,archive,latest supported,2026-01-20,the primary is already from Zenodo published by original authors,https://data.pypsa.org/workflows/eur/scigrid_gas/1.1.2
 scigrid_gas,1.1.1,archive,deprecated not-supported,2026-01-13,,https://data.pypsa.org/workflows/eur/scigrid_gas/1.1.1/IGGIELGN.zip
diff --git a/pixi.lock b/pixi.lock
index 803a7e308..e1f115d4a 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,44 +1,42 @@
-version: 6
+version: 7
+platforms:
+- name: linux-64
+- name: osx-64
+- name: osx-arm64
+- name: win-64
 environments:
   default:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://conda.anaconda.org/bioconda/
     - url: https://conda.anaconda.org/gurobi/
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-cluster-generic-1.0.9-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-slurm-2.7.1-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-slurm-jobstep-0.4.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.23.0-pyhdfd78af_1.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.4.0-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.1.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.4.1-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.22.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-cached-http-0.3-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.1-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/adwaita-icon-theme-49.0-unix_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.3-py312h5d8c7f2_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.16-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ampl-asl-1.0.0-h5888daf_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/amply-0.1.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/annotated-doc-0.0.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.12.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appdirs-1.4.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arcosparse-0.4.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py312h4c3975b_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argparse-dataclass-2.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ast-serialize-0.5.0-py310hd8a072f_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/astroid-4.0.4-py312h7900ff3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-core-2.40.3-h0630a04_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/atk-1.0-2.38.0-h04ea711_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/atlite-0.4.1-pyhd8ed1ab_1.conda
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-  license: Apache-2.0
-  license_family: APACHE
-  size: 181361
-  timestamp: 1765168239856
-- conda: https://conda.anaconda.org/conda-forge/osx-64/aws-c-io-0.22.0-h5c36c82_1.conda
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-  md5: 763c3d88bd8b0ca47e97c8cf10b3a734
+  - humanfriendly >=10.0,<11
+  - python >=3.11.0,<4.0.0
+  - snakemake-interface-common >=1.12.0,<2.0.0
+  - tenacity >=9.1.4,<10.0
+  - throttler >=1.2.2,<2.0.0
+  - wrapt >=1.15.0,<2.0.0
+  license: MIT
+  license_family: MIT
+  size: 22783
+  timestamp: 1773699846635
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-  license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/aws-c-io-0.23.3-hf559bb5_5.conda
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+  - python >=3.11
+  - snakemake-interface-logger-plugins >=2,<3
+  license: MIT
+  size: 21702
+  timestamp: 1773888550966
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
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+  md5: 8fbd31325e6fbb325e15625471b44dfc
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-  license: Apache-2.0
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+  - python
+  - snakemake-interface-logger-plugins >=2.0.0,<3.0.0
+  - snkmt >=0.2.3,<1.0.0
+  - sqlalchemy >=2.0.38,<3.0.0
+  license: MIT
+  license_family: MIT
+  size: 17232
+  timestamp: 1767824224092
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-  license: Apache-2.0
-  license_family: APACHE
-  size: 176207
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-io-0.23.3-hbe03c90_5.conda
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+  - configargparse
+  - connection_pool >=0.0.3
+  - docutils >=0.20,<0.23
+  - dpath >=2.1.6,<3.0.0
+  - gitpython
+  - humanfriendly
+  - immutables
+  - jinja2 >=3.0,<4.0
+  - jsonschema
+  - nbformat
+  - packaging >=24.0
+  - platformdirs
+  - psutil
+  - pulp >=2.3.1,<3.4
+  - python >=3.11,<3.14
+  - pyyaml
+  - referencing
+  - requests >=2.8.1,<3.0
+  - smart_open >=4.0,<8.0
+  - snakemake-interface-common >=1.20.1,<2.0
+  - snakemake-interface-executor-plugins >=9.3.2,<10.0
+  - snakemake-interface-logger-plugins >=1.1.0,<3.0.0
+  - snakemake-interface-report-plugins >=1.2.0,<2.0.0
+  - snakemake-interface-scheduler-plugins >=2.0.0,<3.0.0
+  - snakemake-interface-storage-plugins >=4.3.2,<5.0
+  - sqlmodel >=0.0.37,<0.0.38
+  - tabulate
+  - tenacity >=9.1.4,<10.0
+  - throttler
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+  - yte >=1.5.5,<2.0
+  license: MIT
+  license_family: MIT
+  size: 888285
+  timestamp: 1780342021389
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-- conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-io-0.23.3-h0d5b9f9_5.conda
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+  - platformdirs >=4.0,<5.dev0
+  - python >=3.11,<4.0.0
+  - reretry >=0.11,<1.dev0
+  - snakemake-interface-common >=1.14,<2.dev0
+  - snakemake-interface-storage-plugins >=4.2,<5.0
+  - snakemake-storage-plugin-http >=0.3,<1.dev0
+  - tqdm-loggable >=0.2,<1.dev0
+  - typing_extensions >=4.15,<5.dev0
+  - zstandard >=0.25.0,<0.26.0
+  license: MIT
+  size: 21008
+  timestamp: 1770697322502
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-- conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-io-0.26.1-h0d5b9f9_1.conda
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+  - snakemake-interface-common >=1.14.0,<2.0.0
+  - snakemake-interface-storage-plugins >=4.1.0,<5.0.0
+  license: MIT
+  license_family: MIT
+  size: 15256
+  timestamp: 1774034096454
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-  license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.13.3-h2b1cf8c_6.conda
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+  - python
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+  license: MIT
+  license_family: MIT
+  size: 44250
+  timestamp: 1773415752189
+- conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.13.3-hc63082f_11.conda
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+  license: BSD-3-Clause
+  license_family: BSD
+  size: 28948
+  timestamp: 1770939786096
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   - libgcc >=14
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+  - python_abi 3.12.* *_cp312
+  - typing_extensions >=4.4
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+  license: MIT AND Apache-2.0
+  license_family: Apache
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-  - aws-c-http >=0.10.7,<0.10.8.0a0
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/aws-c-mqtt-0.13.3-h04ed212_6.conda
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/aws-c-mqtt-0.13.3-ha72ff4e_11.conda
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+  license: BSD-3-Clause AND SMLNJ
+  size: 516511
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-  license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-mqtt-0.13.3-haf5c5c8_11.conda
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+  - python_abi 3.12.* *_cp312
+  license: MIT
+  license_family: MIT
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+  timestamp: 1762509443854
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ast-serialize-0.5.0-py310hd8a072f_1.conda
+  noarch: python
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-  license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-mqtt-0.13.3-he7b126b_6.conda
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+  - python >=3.10
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+  - _python_abi3_support 1.*
+  - cpython >=3.10
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+  license: MIT
+  license_family: MIT
+  size: 1125371
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-- conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-mqtt-0.13.3-hfa314fa_11.conda
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+  - python_abi 3.12.* *_cp312
+  license: LGPL-2.1-or-later
+  license_family: LGPL
+  size: 509570
+  timestamp: 1770634488093
+- conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
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-- conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-mqtt-0.14.0-h833cf40_1.conda
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-  license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.11.3-h06ab39a_1.conda
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-  md5: d4975947624e265fa594b86ce148a0c1
+- conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.24.2-py312h05f76fc_0.conda
+  sha256: cd91174742137ccc24566596e516a6505e99adf7fd93d45b61dea51cb82f8805
+  md5: 0871bb7bdf76fe114373f2e8012ebd83
   depends:
   - idna >=2.0
   - multidict >=4.0
@@ -32094,186 +32246,33 @@ packages:
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
   license_family: Apache
-  size: 141998
-  timestamp: 1761337573480
-- conda: https://conda.anaconda.org/conda-forge/noarch/yte-1.9.4-pyhd8ed1ab_0.conda
-  sha256: 1ad021f32290e72b70a84dfe0c9b278c61aaa1254f1e1c287d68c32ee4f1093f
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-  - argparse-dataclass >=2.0.0,<3
-  - dpath >=2.1,<3.0
-  - python >=3.10
-  - pyyaml >=6.0,<7.0
-  license: MIT
-  license_family: MIT
-  size: 16215
-  timestamp: 1764250734338
-- conda: https://conda.anaconda.org/conda-forge/noarch/zarr-3.1.5-pyhcf101f3_0.conda
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-  md5: c1844a94b2be61bb03bbb71574a0abfc
-  depends:
-  - python >=3.11
-  - packaging >=22.0
-  - numpy >=1.26
-  - numcodecs >=0.14
-  - typing_extensions >=4.9
-  - donfig >=0.8
-  - google-crc32c >=1.5
-  - python
-  constrains:
-  - fsspec >=2023.10.0
-  - obstore >=0.5.1
-  license: MIT
-  license_family: MIT
-  size: 305998
-  timestamp: 1763742695201
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h387f397_9.conda
-  sha256: 47cfe31255b91b4a6fa0e9dbaf26baa60ac97e033402dbc8b90ba5fee5ffe184
-  md5: 8035e5b54c08429354d5d64027041cad
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-  - libstdcxx >=14
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 310648
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h6c33b1e_9.conda
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h888dc83_9.conda
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-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 244772
-  timestamp: 1757371008525
-- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
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-  md5: a6c8f8ee856f7c3c1576e14b86cd8038
+  size: 151702
+  timestamp: 1779246206775
+- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h3a581c9_11.conda
+  sha256: c3e279cb309b153152fcdd6ee6d039ad996d563c849f06be39d85b8e3351df25
+  md5: f016c0c5f9c01549b259146614786192
   depends:
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   - vc14_runtime >=14.44.35208
   - ucrt >=10.0.20348.0
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-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
+  - libsodium >=1.0.22,<1.0.23.0a0
+  - krb5 >=1.22.2,<1.23.0a0
   license: MPL-2.0
   license_family: MOZILLA
-  size: 265212
-  timestamp: 1757370864284
-- conda: https://conda.anaconda.org/conda-forge/noarch/zict-3.0.0-pyhd8ed1ab_1.conda
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-  license: BSD-3-Clause
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-- conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda
-  sha256: b4533f7d9efc976511a73ef7d4a2473406d7f4c750884be8e8620b0ce70f4dae
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-  - python
-  license: MIT
-  license_family: MIT
-  size: 24194
-  timestamp: 1764460141901
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.1-hb9d3cd8_2.conda
-  sha256: 5d7c0e5f0005f74112a34a7425179f4eb6e73c92f5d109e6af4ddeca407c92ab
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-  - libgcc >=13
-  - libzlib 1.3.1 hb9d3cd8_2
-  license: Zlib
-  license_family: Other
-  size: 92286
-  timestamp: 1727963153079
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zlib-1.3.1-hd23fc13_2.conda
-  sha256: 219edbdfe7f073564375819732cbf7cc0d7c7c18d3f546a09c2dfaf26e4d69f3
-  md5: c989e0295dcbdc08106fe5d9e935f0b9
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-  - libzlib 1.3.1 hd23fc13_2
-  license: Zlib
-  license_family: Other
-  size: 88544
-  timestamp: 1727963189976
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.1-h8359307_2.conda
-  sha256: 58f8860756680a4831c1bf4f294e2354d187f2e999791d53b1941834c4b37430
-  md5: e3170d898ca6cb48f1bb567afb92f775
-  depends:
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-  - libzlib 1.3.1 h8359307_2
-  license: Zlib
-  license_family: Other
-  size: 77606
-  timestamp: 1727963209370
-- conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.1-h2466b09_2.conda
-  sha256: 8c688797ba23b9ab50cef404eca4d004a948941b6ee533ead0ff3bf52012528c
-  md5: be60c4e8efa55fddc17b4131aa47acbd
+  size: 265717
+  timestamp: 1779124031378
+- conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda
+  sha256: ef408f85f664a4b9c9dac3cb2e36154d9baa15a88984ea800e11060e0f2394a1
+  md5: 5187ecf958be3c39110fe691cbd6873e
   depends:
-  - libzlib 1.3.1 h2466b09_2
+  - libzlib 1.3.2 hfd05255_2
   - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  license: Zlib
-  license_family: Other
-  size: 107439
-  timestamp: 1727963788936
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda
-  sha256: ea4e50c465d70236408cb0bfe0115609fd14db1adcd8bd30d8918e0291f8a75f
-  md5: 2aadb0d17215603a82a2a6b0afd9a4cb
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - libstdcxx >=14
-  license: Zlib
-  license_family: Other
-  size: 122618
-  timestamp: 1770167931827
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zlib-ng-2.3.3-h8bce59a_1.conda
-  sha256: 4a1beb656761c7d8c9a53474bfd3932c30d82af5d93a32b8ef626c01c059d981
-  md5: b3ecb6480fd46194e3f7dd0ff4445dff
-  depends:
-  - __osx >=10.13
-  - libcxx >=19
-  license: Zlib
-  license_family: Other
-  size: 120464
-  timestamp: 1770168263684
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-hed4e4f5_1.conda
-  sha256: a339606a6b224bb230ff3d711e801934f3b3844271df9720165e0353716580d4
-  md5: d99c2a23a31b0172e90f456f580b695e
-  depends:
-  - __osx >=11.0
-  - libcxx >=19
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
   license: Zlib
   license_family: Other
-  size: 94375
-  timestamp: 1770168363685
+  size: 850351
+  timestamp: 1774072891049
 - conda: https://conda.anaconda.org/conda-forge/win-64/zlib-ng-2.3.3-h0261ad2_1.conda
   sha256: 71332532332d13b5dbe57074ddcf82ae711bdc132affa5a2982a29ffa06dc234
   md5: 46a21c0a4e65f1a135251fc7c8663f83
@@ -32285,50 +32284,6 @@ packages:
   license_family: Other
   size: 124542
   timestamp: 1770167984883
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py312h5253ce2_1.conda
-  sha256: c2bcb8aa930d6ea3c9c7a64fc4fab58ad7bcac483a9a45de294f67d2f447f413
-  md5: 02738ff9855946075cbd1b5274399a41
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.12.* *_cp312
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 467133
-  timestamp: 1762512686069
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.25.0-py312h01f6755_1.conda
-  sha256: 5360439241921c612a5df77e28ce0ae4912eef7de65dc42adba5499878a67e87
-  md5: d9209ec6445f95fba0c3c64fa4a46216
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - __osx >=10.13
-  - python_abi 3.12.* *_cp312
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 462661
-  timestamp: 1762512711429
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py312h37e1c23_1.conda
-  sha256: af843b0fe62d128a70f91dc954b2cb692f349a237b461788bd25dd928d0d1ef8
-  md5: 9300889791d4decceea3728ad3b423ec
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - python 3.12.* *_cpython
-  - __osx >=11.0
-  - python_abi 3.12.* *_cp312
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 390920
-  timestamp: 1762512713481
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py312he5662c2_1.conda
   sha256: 49241574c373331ae63d9cb4978836db3b2571176a7db81fe48436c84ce38ff4
   md5: e9e25949b682e95535068bae33153ba6
@@ -32348,36 +32303,6 @@ packages:
   license_family: BSD
   size: 374949
   timestamp: 1762512770373
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
-  sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
-  md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 601375
-  timestamp: 1764777111296
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h3eecb57_6.conda
-  sha256: 47101a4055a70a4876ffc87b750ab2287b67eca793f21c8224be5e1ee6394d3f
-  md5: 727109b184d680772e3122f40136d5ca
-  depends:
-  - __osx >=10.13
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 528148
-  timestamp: 1764777156963
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
-  sha256: 9485ba49e8f47d2b597dd399e88f4802e100851b27c21d7525625b0b4025a5d9
-  md5: ab136e4c34e97f34fb621d2592a393d8
-  depends:
-  - __osx >=11.0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 433413
-  timestamp: 1764777166076
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
   sha256: 368d8628424966fd8f9c8018326a9c779e06913dd39e646cf331226acc90e5b2
   md5: 053b84beec00b71ea8ff7a4f84b55207
@@ -32390,3 +32315,39 @@ packages:
   license_family: BSD
   size: 388453
   timestamp: 1764777142545
+- conda: https://conda.anaconda.org/gurobi/linux-64/gurobi-13.0.2-py312_0.conda
+  sha256: 77be05ce932373efe674d0bb31690d4a03d15d19f7880218bfe9d1030e6da486
+  md5: 732df74126bc3cc24b6564899df74f23
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: PROPRIETARY
+  size: 48125269
+  timestamp: 1777597181837
+- conda: https://conda.anaconda.org/gurobi/osx-64/gurobi-13.0.2-py312_0.conda
+  sha256: 5f085f6406285af00538e7869760f709d423832577eb6cd081acb765ff4d3f53
+  md5: d8112a7ae939c1828a78b7a6c7619a30
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: PROPRIETARY
+  size: 48551048
+  timestamp: 1777593245194
+- conda: https://conda.anaconda.org/gurobi/osx-arm64/gurobi-13.0.2-py312_0.conda
+  sha256: 91ea6fe6649747113ada1333cf2e9031d3c5013a20f87f57081cebc4eee581ec
+  md5: 07e18cdfc8450b2f7c8ef165d8bce050
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: PROPRIETARY
+  size: 44286201
+  timestamp: 1777595386338
+- conda: https://conda.anaconda.org/gurobi/win-64/gurobi-13.0.2-py312_0.conda
+  sha256: be12b935a1bdac02f3be55ff7bae5a943787b04663229e600a87e950d2843492
+  md5: 53b4561887f9c1fa713ca8760bdd5bbe
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: PROPRIETARY
+  size: 44132070
+  timestamp: 1777593585130
diff --git a/pixi.toml b/pixi.toml
index 38d62fa17..57672e0af 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -82,7 +82,7 @@ numpy = ">=1.26.4"
 openpyxl = ">=3.1.5"
 pandas = ">=2.1"
 plotly = ">=6.4.0"
-powerplantmatching = ">=0.5.15"
+powerplantmatching = "==0.6.1"
 pydantic = ">=2"
 python-dotenv = ">=1.0"
 pre-commit = ">=4.3.0"

From e985faef9461969098f2ad7aec8429af9f093b4d Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 9 Jun 2026 15:10:03 +0200
Subject: [PATCH 074/124] fine-tuning wind config

---
 config/config.de.yaml | 21 ++++++++-------------
 1 file changed, 8 insertions(+), 13 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 3c4ce9655..1d63e7b8b 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -108,40 +108,35 @@ renewable:
       smooth: false  #this is false until correction to onshore wind speeds from GWA implemented
       #based on Vestas_V112_3MW, but changing hub_height from 80m with time
       turbine:
-        2020:
-          V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
-          POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 85.
-          P: 3.06
         2025:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 110.
+          hub_height: 85.
           P: 3.06
         2030:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 113
+          hub_height: 100
           P: 3.06
         2035:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 116.
+          hub_height: 104.
           P: 3.06
         2040:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 119
+          hub_height: 108
           P: 3.06
         2045:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 122.
+          hub_height: 112.
           P: 3.06
         2050:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 125.
+          hub_height: 116.
           P: 3.06
   offwind-ac:
     capacity_per_sqkm: 6
@@ -151,7 +146,7 @@ renewable:
       smooth: true
       #based on NREL_ReferenceTurbine_2020ATB_5.5MW, but changing hub_height from 80m with time
       turbine:
-        2020:
+        2025:
           V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
           hub_height: 110.
@@ -164,7 +159,7 @@ renewable:
       smooth: true
       #based on NREL_ReferenceTurbine_2020ATB_5.5MW, but changing hub_height from 80m with time
       turbine:
-        2020:
+        2025:
           V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
           hub_height: 110.

From 651df8f114c45d401de92fc781a9ac3d319fd262 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 9 Jun 2026 17:28:25 +0200
Subject: [PATCH 075/124] tighten co2 budget by two percent to account for
 LULUCF

---
 config/config.de.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 1d63e7b8b..4b1b81fe7 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -231,10 +231,10 @@ co2_budget:
   2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
   2025: 0.648 # With additional measures (WAM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
   2030: 0.450 # 55% reduction by 2030 (Ff55)
-  2035: 0.280 # ~middle of 66.25% to 72.5%. https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
-  2040: 0.150 # 85% reduction by 2040 + 5% offsets (not modelled, but assuming cheaper than domestic reducitons)
-  2045: 0.050
-  2050: 0.000 # climate-neutral by 2050
+  2035: 0.260 # upper end of NDC range (66.25% to 72.5%=) + 2% to compensate LULUCF. https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
+  2040: 0.130 # 85% reduction by 2040 - 5% offsets (not modelled, but assuming cheaper than domestic reducitons) + 2% to compensate LULUCF
+  2045: 0.030
+  2050: -0.020 # climate-neutral by 2050 + 2% to compensate LULUCF
 
 wasserstoff_kernnetz:
   enable: true

From fb78824b9c9ec42c41aecd5ec22f24a36c06f78f Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 10 Jun 2026 13:57:06 +0200
Subject: [PATCH 076/124] less ambitious lower limits for wind capacity

---
 config/config.de.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 4b1b81fe7..b52249705 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -511,14 +511,14 @@ solving:
             2025: 67    # Abb. 4_9 https://www.agora-energiewende.de/fileadmin/Projekte/2025/2025-28_DE_JAW25/A-EW_391_Die_Energiewende_in_Deutschland_Stand_der_Dinge_2025_WEB.pdf
             2030: 105    # Wind-an-Land Law 2028
             2035: 115   # Wind-an-Land Law 2030
-            2040: 157   # target 2035
-            2045: 160   # target 2040
+            2040: 115   # target 2035
+            2045: 115   # target 2040
         offwind:
           DE:
             2030: 18   # Mittelfristprognose zur deutschlandweiten Stromerzeugung
             2035: 35
-            2040: 42
-            2045: 50
+            2040: 35
+            2045: 35
         solar:
           DE:
             2025: 118 # Abb. 4_9 https://www.agora-energiewende.de/fileadmin/Projekte/2025/2025-28_DE_JAW25/A-EW_391_Die_Energiewende_in_Deutschland_Stand_der_Dinge_2025_WEB.pdf

From f2505b3365df3bbeb296c64cd55d509b7fb69af3 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 11 Jun 2026 14:24:46 +0200
Subject: [PATCH 077/124] still recalibrating wind FLH

---
 config/config.de.yaml | 28 +++++++++++++++++++---------
 1 file changed, 19 insertions(+), 9 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index b52249705..bb532dcf6 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260608_missing_powerplants
+  prefix: 20260611_wind_flh
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
@@ -111,32 +111,32 @@ renewable:
         2025:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 85.
+          hub_height: 80.
           P: 3.06
         2030:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 100
+          hub_height: 90.
           P: 3.06
         2035:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 104.
+          hub_height: 100.
           P: 3.06
         2040:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 108
+          hub_height: 110
           P: 3.06
         2045:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 112.
+          hub_height: 115.
           P: 3.06
         2050:
           V: [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25, 25]
           POW: [0., 0., 0.005, 0.15, 0.3, 0.525, 0.905, 1.375, 1.95, 2.58, 2.96, 3.05, 3.06, 3.06, 0.]
-          hub_height: 116.
+          hub_height: 120.
           P: 3.06
   offwind-ac:
     capacity_per_sqkm: 6
@@ -149,7 +149,12 @@ renewable:
         2025:
           V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 110.
+          hub_height: 80.
+          P: 5.5
+        2030:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 100.
           P: 5.5
   offwind-dc:
     capacity_per_sqkm: 6
@@ -162,7 +167,12 @@ renewable:
         2025:
           V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
           POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
-          hub_height: 110.
+          hub_height: 80.
+          P: 5.5
+        2030:
+          V: [3.0, 3.2, 3.5, 3.8, 4.0, 4.2, 4.5, 4.8, 5.0, 5.2, 5.5, 5.8, 6.0, 6.2, 6.5, 6.8, 7.0, 7.2, 7.5, 7.8, 8.0, 8.2, 8.5, 8.8, 9.0, 9.2, 9.5, 9.8, 10.0, 10.2, 10.5, 10.8, 11.0, 11.2, 11.5, 11.8, 12.0, 12.2, 12.5, 12.8, 13.0, 13.2, 13.5, 13.8, 14.0, 14.2, 14.5, 14.8, 15.0, 15.2, 15.5, 15.8, 16.0, 16.2, 16.5, 16.8, 17.0, 17.2, 17.5, 17.8, 18.0, 18.2, 18.5, 18.8, 19.0, 19.2, 19.5, 19.8, 20.0, 20.2, 20.5, 20.8, 21.0, 21.2, 21.5, 21.8, 22.0, 22.2, 22.5, 22.8, 23.0, 23.2, 23.5, 23.8, 24.0, 24.2, 24.5, 24.8, 25.0]
+          POW: [0.0, 0.127, 0.178, 0.237, 0.305, 0.381, 0.468, 0.564, 0.671, 0.789, 0.919, 1.061, 1.216, 1.385, 1.567, 1.765, 1.977, 2.205, 2.45, 2.711, 2.99, 3.287, 3.602, 3.937, 4.291, 4.665, 5.06, 5.477, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 5.5, 0.0]
+          hub_height: 100.
           P: 5.5
   offwind-float: # disabled at the moment
     landfall_length: 30

From 6830ed622418646c748626e0f66104fa47575439 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 11 Jun 2026 14:25:01 +0200
Subject: [PATCH 078/124] account conncetion investment separately

---
 scripts/prepare_sector_network.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/prepare_sector_network.py b/scripts/prepare_sector_network.py
index 98298f416..8518babfc 100755
--- a/scripts/prepare_sector_network.py
+++ b/scripts/prepare_sector_network.py
@@ -1887,7 +1887,7 @@ def add_electricity_grid_connection(n, costs):
     n.generators.loc[gens, "capital_cost"] += costs.at[
         "electricity grid connection", "capital_cost"
     ]
-    n.generators.loc[gens, "onight_cost"] += costs.at[
+    n.generators.loc[gens, "connection_onight_cost"] = costs.at[
         "electricity grid connection", "investment"
     ]
 

From 335818e36ecfdb5d00a68d37e977e9f57c249da6 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 11 Jun 2026 14:25:20 +0200
Subject: [PATCH 079/124] account biomethane

---
 scripts/pypsa-de/export_ariadne_variables.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index e484331c9..dcfae1125 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -1627,6 +1627,7 @@ def get_secondary_energy(n, region, _industry_demand):
     ).sum()
     var["Secondary Energy|Electricity|Biomass|Gaseous and Liquid"] = (
         electricity_supply.get("biogas", 0)
+        + var["Secondary Energy|Electricity|Gas|Biomass"]
     )
     var["Secondary Energy|Electricity|Biomass"] = (
         var["Secondary Energy|Electricity|Biomass|w/o CCS"]

From e27ed78df674512fcfae986b406f2325afc68e86 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 11 Jun 2026 15:08:51 +0200
Subject: [PATCH 080/124] correct for excess elec demand in industry in 2025

---
 config/config.de.yaml                 |  2 +-
 rules/pypsa-de/modifications.smk      |  3 ++
 scripts/pypsa-de/modify_prenetwork.py | 46 +++++++++++++++++++++++++--
 3 files changed, 47 insertions(+), 4 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index bb532dcf6..9d7468c68 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260611_wind_flh
+  prefix: 20260608_missing_powerplants
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
diff --git a/rules/pypsa-de/modifications.smk b/rules/pypsa-de/modifications.smk
index 93c86bf2e..af007b2d0 100644
--- a/rules/pypsa-de/modifications.smk
+++ b/rules/pypsa-de/modifications.smk
@@ -200,6 +200,9 @@ rule modify_prenetwork:
         industrial_demand=resources(
             "industrial_energy_demand_base_s_{clusters}_{planning_horizons}.csv"
         ),
+        industrial_demand_2025=resources(
+            "industrial_energy_demand_base_s_{clusters}_2025.csv"
+        ),
         industrial_production_per_country_tomorrow=resources(
             "industrial_production_per_country_tomorrow_{planning_horizons}-modified.csv"
         ),
diff --git a/scripts/pypsa-de/modify_prenetwork.py b/scripts/pypsa-de/modify_prenetwork.py
index 1964e2094..80134c115 100644
--- a/scripts/pypsa-de/modify_prenetwork.py
+++ b/scripts/pypsa-de/modify_prenetwork.py
@@ -1415,17 +1415,55 @@ def limit_cross_border_flows_ac(n, s_max_pu):
     n.lines.loc[cross_border_lines, "s_max_pu"] = s_max_pu
 
 
+def scale_industry_elec_to_2025(n, industrial_energy_demand_2025):
+    """
+    Scale the electricity demand of industry in Germany to match the 2025 value from UBA.
+
+    This is necessary because the scaling of industry demand to UBA values is only applied to the total demand, but not to the individual carriers. This can lead to unrealistic electricity demand for industry in 2025 if the original PyPSA-DE network has a different split between electricity and other carriers than the UBA data.
+    """
+    ageb = 663868 / 3.6e-3
+
+    logger.info(
+        f"Scaling electricity demand of industry in Germany to respect 2025 AGEB value of {ageb} MWh."
+    )
+
+    model_demand_2025 = (
+        (pd.read_csv(industrial_energy_demand_2025, index_col=0) * 1e6)
+        .filter(like="DE", axis=0)
+        .sum()["electricity"]
+    )
+
+    delta = ageb - model_demand_2025
+
+    loads = n.loads.query(
+        "bus.str.startswith('DE') and carrier=='industry electricity'"
+    )
+
+    logger.info(
+        "Industry electricity demand in Germany before scaling: "
+        + str(loads.p_set.sum() * 8760)
+        + " MWh/a"
+    )
+    scaling_factor = 1 + (delta / (loads.p_set.sum() * 8760))
+    n.loads.loc[loads.index, "p_set"] *= scaling_factor
+    logger.info(
+        "Industry electricity demand in Germany after scaling: "
+        + str(n.loads.loc[loads.index, "p_set"].sum() * 8760)
+        + " MWh/a"
+    )
+
+
 if __name__ == "__main__":
     if "snakemake" not in globals():
         snakemake = mock_snakemake(
             "modify_prenetwork",
             simpl="",
-            clusters=27,
+            clusters=49,
             opts="",
             ll="vopt",
             sector_opts="none",
-            planning_horizons="2025",
-            run="KN2045_Mix",
+            planning_horizons="2030",
+            run="KN2045_Bal_v5",
         )
 
     configure_logging(snakemake)
@@ -1506,6 +1544,8 @@ def limit_cross_border_flows_ac(n, s_max_pu):
             scale_non_energy=snakemake.params.scale_industry_non_energy,
         )
 
+    scale_industry_elec_to_2025(n, snakemake.input.industrial_demand_2025)
+
     if current_year in snakemake.params.limit_cross_border_flows_ac:
         limit_cross_border_flows_ac(
             n, snakemake.params.limit_cross_border_flows_ac[current_year]

From a989be2a69da5abfab9d109e246315b1dfe0f3e5 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 12 Jun 2026 10:54:15 +0200
Subject: [PATCH 081/124] higher costs for offshore wind from ISE

---
 data/pypsa-de/custom_costs_nep_2021.csv         | 10 ++++++++--
 data/pypsa-de/custom_costs_nep_2023.csv         | 17 ++++++++++++-----
 ...m_costs_nep_2023_high_decentral_discount.csv | 10 ++++++++--
 ...om_costs_nep_2023_low_decentral_discount.csv | 10 ++++++++--
 4 files changed, 36 insertions(+), 11 deletions(-)

diff --git a/data/pypsa-de/custom_costs_nep_2021.csv b/data/pypsa-de/custom_costs_nep_2021.csv
index 34e189a30..f1d06e7f3 100644
--- a/data/pypsa-de/custom_costs_nep_2021.csv
+++ b/data/pypsa-de/custom_costs_nep_2021.csv
@@ -50,8 +50,14 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,solar-utility,investment,436,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,solar-utility,investment,416,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,solar-utility,investment,397,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
-2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
-2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
+2020,offwind,investment,2563,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2025,offwind,investment,2276,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2030,offwind,investment,2164,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2035,offwind,investment,2087,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
 2019,decentral air-sourced heat pump,investment,1685,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
 2019,decentral ground-sourced heat pump,investment,2774,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
diff --git a/data/pypsa-de/custom_costs_nep_2023.csv b/data/pypsa-de/custom_costs_nep_2023.csv
index 1a4c84524..532554153 100644
--- a/data/pypsa-de/custom_costs_nep_2023.csv
+++ b/data/pypsa-de/custom_costs_nep_2023.csv
@@ -1,5 +1,5 @@
 planning_horizon,technology,parameter,value,unit,source,further description
-all,H2 pipeline,investment,368.76203,EUR/MW/km,Welder et al https://doi.org/10.1016/j.energy.2018.05.059, old pypsa cost assumptions +30 percent (tagesspiegel background 03.04.2026)
+all,H2 pipeline,investment,368.76203,EUR/MW/km,Welder et al https://doi.org/10.1016/j.energy.2018.05.059," old pypsa cost assumptions +30 percent (tagesspiegel background 03.04.2026)"
 all,H2 (g) pipeline,investment,394.78985,EUR/MW/km,European Hydrogen Backbone Report (June 2021): https://gasforclimate2050.eu/wp-content/uploads/2021/06/EHB_Analysing-the-future-demand-supply-and-transport-of-hydrogen_June-2021.pdf Table 35. Implementation roadmap - Cross border projects and costs updates: https://ehb.eu/files/downloads/EHB-2023-20-Nov-FINAL-design.pdf Table 1,"Assumption for a 48 inch single line pipeline, incl. compressor investments, 16.9 GW (LHV) peak capacity (source 2), 4.4 MEUR/km base cost with additional investment for compressors of capacity 434 MWe/1000 km (source 1), at 4 MEUR/MWe for compressor (source 2), +30 percent (tagesspiegel background 03.04.2026)"
 all,home battery inverter,discount rate,0.055,per unit,assuming 50:50 commercial:private,
 all,home battery storage,discount rate,0.055,per unit,assuming 50:50 commercial:private,
@@ -11,16 +11,16 @@ all,decentral ground-sourced heat pump,discount rate,0.05,per unit,assuming 1:2
 all,decentral resistive heater,discount rate,0.05,per unit,assuming 1:2 commercial:private,
 all,decentral solar thermal,discount rate,0.05,per unit,assuming 1:2 commercial:private,
 all,decentral water tank storage,discount rate,0.05,per unit,assuming 1:2 commercial:private,
-all,HVAC overhead,investment,772,EUR2020/MW/km,NEP2023,"Assuming High Temperature Low Sag Cables with higher Amperage"
+all,HVAC overhead,investment,772,EUR2020/MW/km,NEP2023,Assuming High Temperature Low Sag Cables with higher Amperage
 all,offwind-ac-connection-submarine,investment,2488,EUR2020/MW/km,NEP2023,
 all,offwind-ac-connection-underground,investment,2488,EUR2020/MW/km,NEP2023,
 all,offwind-ac-station,investment,722,EUR2020/kW,NEP2023,"cost of two stations, landseitig and seeseitig"
 all,HVDC inverter pair,investment,597015,EUR2020/MW,NEP2021+NEP2023
 all,HVDC overhead,investment,995,EUR2020/MW/km,NEP2021+NEP2023
 all,HVDC underground,investment,2978,EUR2020/MW/km,NEP2023,
-all,HVDC submarine,investment,2978,EUR2020/MW/km,NEP2023,"set equal to HVDC underground"
-all,offwind-dc-connection-submarine,investment,2708,EUR2020/MW/km,NEP2023,"DC 525kv seeseitig"
-all,offwind-dc-connection-underground,investment,3430,EUR2020/MW/km,NEP2023,"DC 525kv landseitig"
+all,HVDC submarine,investment,2978,EUR2020/MW/km,NEP2023,set equal to HVDC underground
+all,offwind-dc-connection-submarine,investment,2708,EUR2020/MW/km,NEP2023,DC 525kv seeseitig
+all,offwind-dc-connection-underground,investment,3430,EUR2020/MW/km,NEP2023,DC 525kv landseitig
 all,offwind-dc-station,investment,903,EUR2020/kW,NEP2023,"cost of two stations, landseitig and seeseitig"
 all,electricity distribution grid,investment,1500,EUR2020/kW,oriented towards JRC-EU-TIMES
 all,biomass boiler,pelletizing cost,17.8,EUR/MWh_pellets,Assumption based on doi:10.1016/j.rser.2019.109506,Additional added transport costs of 8.8 EUR/MWh
@@ -57,6 +57,13 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,solar-utility,investment,436,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,solar-utility,investment,416,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,solar-utility,investment,397,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2020,offwind,investment,2563,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2025,offwind,investment,2276,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2030,offwind,investment,2164,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2035,offwind,investment,2087,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
 2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
diff --git a/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv b/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
index 5f3425173..3145bd55c 100644
--- a/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
+++ b/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
@@ -57,8 +57,14 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,solar-utility,investment,436,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,solar-utility,investment,416,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,solar-utility,investment,397,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
-2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
-2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
+2020,offwind,investment,2563,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2025,offwind,investment,2276,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2030,offwind,investment,2164,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2035,offwind,investment,2087,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
 2019,decentral air-sourced heat pump,investment,1685,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
 2019,decentral ground-sourced heat pump,investment,2774,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
diff --git a/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv b/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv
index f3cfa49b4..71ccb9b9a 100644
--- a/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv
+++ b/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv
@@ -50,8 +50,14 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,solar-utility,investment,436,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,solar-utility,investment,416,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,solar-utility,investment,397,EUR/kW,"https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
-2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
-2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
+2020,offwind,investment,2563,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2025,offwind,investment,2276,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2030,offwind,investment,2164,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2035,offwind,investment,2087,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
+2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
 2019,decentral air-sourced heat pump,investment,1685,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
 2019,decentral ground-sourced heat pump,investment,2774,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf

From d922eaa90897f7b99f96a1306d80ff4877545331 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 12 Jun 2026 10:56:12 +0200
Subject: [PATCH 082/124] prefix

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 9d7468c68..df84d3b4a 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260608_missing_powerplants
+  prefix: 20260612_offwind_cost
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5

From 1bee705e8368c783ff243325a27f419345df0af8 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Sat, 13 Jun 2026 13:04:24 +0200
Subject: [PATCH 083/124] fix cost csvs

---
 data/pypsa-de/custom_costs_nep_2021.csv                |  3 ++-
 data/pypsa-de/custom_costs_nep_2023.csv                | 10 +++++-----
 .../custom_costs_nep_2023_high_decentral_discount.csv  |  3 ++-
 .../custom_costs_nep_2023_low_decentral_discount.csv   |  3 ++-
 4 files changed, 11 insertions(+), 8 deletions(-)

diff --git a/data/pypsa-de/custom_costs_nep_2021.csv b/data/pypsa-de/custom_costs_nep_2021.csv
index f1d06e7f3..2c4c20583 100644
--- a/data/pypsa-de/custom_costs_nep_2021.csv
+++ b/data/pypsa-de/custom_costs_nep_2021.csv
@@ -57,7 +57,8 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
-2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
+2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
+2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
 2019,decentral air-sourced heat pump,investment,1685,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
 2019,decentral ground-sourced heat pump,investment,2774,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
diff --git a/data/pypsa-de/custom_costs_nep_2023.csv b/data/pypsa-de/custom_costs_nep_2023.csv
index 532554153..ca886b52d 100644
--- a/data/pypsa-de/custom_costs_nep_2023.csv
+++ b/data/pypsa-de/custom_costs_nep_2023.csv
@@ -1,5 +1,5 @@
 planning_horizon,technology,parameter,value,unit,source,further description
-all,H2 pipeline,investment,368.76203,EUR/MW/km,Welder et al https://doi.org/10.1016/j.energy.2018.05.059," old pypsa cost assumptions +30 percent (tagesspiegel background 03.04.2026)"
+all,H2 pipeline,investment,368.76203,EUR/MW/km,Welder et al https://doi.org/10.1016/j.energy.2018.05.059,"old pypsa cost assumptions +30 percent (tagesspiegel background 03.04.2026)"
 all,H2 (g) pipeline,investment,394.78985,EUR/MW/km,European Hydrogen Backbone Report (June 2021): https://gasforclimate2050.eu/wp-content/uploads/2021/06/EHB_Analysing-the-future-demand-supply-and-transport-of-hydrogen_June-2021.pdf Table 35. Implementation roadmap - Cross border projects and costs updates: https://ehb.eu/files/downloads/EHB-2023-20-Nov-FINAL-design.pdf Table 1,"Assumption for a 48 inch single line pipeline, incl. compressor investments, 16.9 GW (LHV) peak capacity (source 2), 4.4 MEUR/km base cost with additional investment for compressors of capacity 434 MWe/1000 km (source 1), at 4 MEUR/MWe for compressor (source 2), +30 percent (tagesspiegel background 03.04.2026)"
 all,home battery inverter,discount rate,0.055,per unit,assuming 50:50 commercial:private,
 all,home battery storage,discount rate,0.055,per unit,assuming 50:50 commercial:private,
@@ -11,16 +11,16 @@ all,decentral ground-sourced heat pump,discount rate,0.05,per unit,assuming 1:2
 all,decentral resistive heater,discount rate,0.05,per unit,assuming 1:2 commercial:private,
 all,decentral solar thermal,discount rate,0.05,per unit,assuming 1:2 commercial:private,
 all,decentral water tank storage,discount rate,0.05,per unit,assuming 1:2 commercial:private,
-all,HVAC overhead,investment,772,EUR2020/MW/km,NEP2023,Assuming High Temperature Low Sag Cables with higher Amperage
+all,HVAC overhead,investment,772,EUR2020/MW/km,NEP2023,"Assuming High Temperature Low Sag Cables with higher Amperage"
 all,offwind-ac-connection-submarine,investment,2488,EUR2020/MW/km,NEP2023,
 all,offwind-ac-connection-underground,investment,2488,EUR2020/MW/km,NEP2023,
 all,offwind-ac-station,investment,722,EUR2020/kW,NEP2023,"cost of two stations, landseitig and seeseitig"
 all,HVDC inverter pair,investment,597015,EUR2020/MW,NEP2021+NEP2023
 all,HVDC overhead,investment,995,EUR2020/MW/km,NEP2021+NEP2023
 all,HVDC underground,investment,2978,EUR2020/MW/km,NEP2023,
-all,HVDC submarine,investment,2978,EUR2020/MW/km,NEP2023,set equal to HVDC underground
-all,offwind-dc-connection-submarine,investment,2708,EUR2020/MW/km,NEP2023,DC 525kv seeseitig
-all,offwind-dc-connection-underground,investment,3430,EUR2020/MW/km,NEP2023,DC 525kv landseitig
+all,HVDC submarine,investment,2978,EUR2020/MW/km,NEP2023,"set equal to HVDC underground"
+all,offwind-dc-connection-submarine,investment,2708,EUR2020/MW/km,NEP2023,"DC 525kv seeseitig"
+all,offwind-dc-connection-underground,investment,3430,EUR2020/MW/km,NEP2023,"DC 525kv landseitig"
 all,offwind-dc-station,investment,903,EUR2020/kW,NEP2023,"cost of two stations, landseitig and seeseitig"
 all,electricity distribution grid,investment,1500,EUR2020/kW,oriented towards JRC-EU-TIMES
 all,biomass boiler,pelletizing cost,17.8,EUR/MWh_pellets,Assumption based on doi:10.1016/j.rser.2019.109506,Additional added transport costs of 8.8 EUR/MWh
diff --git a/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv b/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
index 3145bd55c..46503dbb9 100644
--- a/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
+++ b/data/pypsa-de/custom_costs_nep_2023_high_decentral_discount.csv
@@ -64,7 +64,8 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
-2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
+2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
+2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
 2019,decentral air-sourced heat pump,investment,1685,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
 2019,decentral ground-sourced heat pump,investment,2774,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
diff --git a/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv b/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv
index 71ccb9b9a..ef502928e 100644
--- a/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv
+++ b/data/pypsa-de/custom_costs_nep_2023_low_decentral_discount.csv
@@ -57,7 +57,8 @@ all,hydrogen storage underground,investment,0.55,EUR/kWh,Langfristszenarien Szen
 2040,offwind,investment,2010,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2045,offwind,investment,1985,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
 2050,offwind,investment,1960,"EUR/kW_e, 2020","https://www.ise.fraunhofer.de/de/veroeffentlichungen/studien/studie-stromgestehungskosten-erneuerbare-energien.html, Tabelle 1, Mittelpunkt der Preisspanne","CPI=1.2, DEA Vergleichswert für 2024 durch lineare Interpolation, Kostenreduktion nach DEA"
-2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
+2019,gas,fuel,16.0,EUR/MWh_th,Ariadne,
+2019,oil,fuel,33.2457,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1bbl = 1.6998MWh"
 2019,coal,fuel,6.7391,EUR2020/MWh,Ariadne,"$2020 = 0.8775 EUR2020, 1t = 8.06 MWh"
 2019,decentral air-sourced heat pump,investment,1685,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf
 2019,decentral ground-sourced heat pump,investment,2774,EUR2020/kW_th,https://ariadneprojekt.de/media/2024/01/Ariadne-Analyse_HeizkostenEmissionenGebaeude_Januar2024.pdf https://www.enpal.de/waermepumpe/kosten/ https://www.bdew.de/media/documents/BDEW-HKV_Altbau.pdf

From 613dcc8c1fd8ffd816db3b21b21e930446525f17 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 15 Jun 2026 11:56:32 +0200
Subject: [PATCH 084/124] fix: activate electrolysis minimum cap

---
 config/config.de.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index df84d3b4a..2a39d60cb 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -533,10 +533,10 @@ solving:
           DE:
             2025: 118 # Abb. 4_9 https://www.agora-energiewende.de/fileadmin/Projekte/2025/2025-28_DE_JAW25/A-EW_391_Die_Energiewende_in_Deutschland_Stand_der_Dinge_2025_WEB.pdf
             2030: 200
-        Link:
-          H2 Electrolysis:
-            DE:
-              2030: 3
+      Link:
+        H2 Electrolysis:
+          DE:
+            2030: 3
   # For reference, this are the values specified in the laws
   # limits_capacity_min:
   #     Generator:

From 70b2955cca4bda93f33e1e413d536dbcce9f59f6 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 15 Jun 2026 14:49:14 +0200
Subject: [PATCH 085/124] Account for non-CO2 GHG and Land Sink in EU
 co2_budget

---
 config/config.de.yaml | 29 +++++++++++++++++++++--------
 1 file changed, 21 insertions(+), 8 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 2a39d60cb..efec81e70 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -238,14 +238,27 @@ clustering:
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#co2-budget
 co2_budget:
-  2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
-  2025: 0.648 # With additional measures (WAM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
-  2030: 0.450 # 55% reduction by 2030 (Ff55)
-  2035: 0.260 # upper end of NDC range (66.25% to 72.5%=) + 2% to compensate LULUCF. https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
-  2040: 0.130 # 85% reduction by 2040 - 5% offsets (not modelled, but assuming cheaper than domestic reducitons) + 2% to compensate LULUCF
-  2045: 0.030
-  2050: -0.020 # climate-neutral by 2050 + 2% to compensate LULUCF
-
+  # # GHG TARGETS AND HISTORICAL EMISSIONS
+  # 2025: 0.61 # WAM 2025 compared to baseline, https://www.eea.europa.eu/en/analysis/indicators/total-greenhouse-gas-emission-trends
+  # 2030: 0.45 # 55% reduction by 2030 (Ff55)
+  # 2035: 0.28 # upper end of NDC range (66.25% to 72.5%=). https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
+  # 2040: 0.15 # 85% reduction by 2040 - 5% offsets (not modelled, but assuming cheaper than domestic reducitons)
+  # 2045: 0.05
+  # 2050: 0 # climate-neutral by 2050
+  # # NON-CO2 EMISSIONS PLUS LAND-SINK AS FRACTION OF BASELINE
+  # 2025: 0.080
+  # 2030: 0.055
+  # 2035: 0.039
+  # 2040: 0.030
+  # 2045: 0.024
+  # 2050: 0.019
+  # -> TARGETS FOR CO2 COMPENSATING NON-CO2
+  2025: 0.53
+  2030: 0.395
+  2035: 0.24
+  2040: 0.12
+  2045: 0.025
+  2050: -0.02
 wasserstoff_kernnetz:
   enable: true
   reload_locations: false

From 43ee51f091379c1f114f3876a8184650d4a407f0 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 15 Jun 2026 16:12:39 +0200
Subject: [PATCH 086/124] fix: rename nice_names as well when clustering heat
 buses

---
 scripts/prepare_sector_network.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/scripts/prepare_sector_network.py b/scripts/prepare_sector_network.py
index 8518babfc..124cc65b4 100755
--- a/scripts/prepare_sector_network.py
+++ b/scripts/prepare_sector_network.py
@@ -6056,7 +6056,11 @@ def define_clustering(attributes, aggregate_dict):
         if c.static.empty:
             continue
         df = c.static
-        cols = df.columns[df.columns.str.contains("bus") | (df.columns == "carrier")]
+        cols = df.columns[
+            df.columns.str.contains("bus")
+            | (df.columns == "carrier")
+            | (df.columns == "nice_name")
+        ]
 
         # rename columns and index
         df[cols] = df[cols].apply(

From 89b52500774782f52c559553e31a8b5acf3a7d6b Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 25 Jun 2026 12:29:49 +0200
Subject: [PATCH 087/124] reduce space with relative factor for 2013 ->
 2019/2024

---
 config/config.de.yaml        | 24 ++++++++++++++++--------
 config/scenarios.manual.yaml | 26 ++++++++++++--------------
 2 files changed, 28 insertions(+), 22 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index efec81e70..7bc1afe07 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260612_offwind_cost
+  prefix: 20260625_reduce_space_heat
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
@@ -358,13 +358,21 @@ sector:
   # calculated based on ariadne "Stock|Space Heating"
   # and then 2% of buildings renovated per year to reduce their demand by 80%
   reduce_space_heat_exogenously_factor:
-    2020: 0.0
-    2025: 0.07
-    2030: 0.14
-    2035: 0.21
-    2040: 0.29
-    2045: 0.36
-    2050: 0.43
+    # 2025: 0.07 
+    # 2030: 0.14
+    # 2035: 0.21
+    # 2040: 0.29
+    # 2045: 0.36
+    # 2050: 0.43
+    # Add 0.1 reduction to account for cold weather / high demand in the weather year 2013
+    # Roughly based on https://ag-energiebilanzen.de/wp-content/uploads/EBD24e_Auswertungstabellen_deutsch.pdf
+    # and on observed differences in Ariadne database between 2013 and 2019
+    2025: 0.17
+    2030: 0.24
+    2035: 0.31
+    2040: 0.39
+    2045: 0.46
+    2050: 0.53
   # For Germany these settings get overwritten in build_exogenous_mobility_data
   # Essentially all PyPSA-EUR settings but with a little bit of hydrogen to allow for the later overwrites
   land_transport_fuel_cell_share:
diff --git a/config/scenarios.manual.yaml b/config/scenarios.manual.yaml
index 4aeaedad3..b39910f6a 100644
--- a/config/scenarios.manual.yaml
+++ b/config/scenarios.manual.yaml
@@ -222,13 +222,12 @@ KN2045_NFniedrig:
 
   sector:
     reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.08
-      2030: 0.16
-      2035: 0.25
-      2040: 0.34
-      2045: 0.43
-      2050: 0.50
+      2025: 0.18
+      2030: 0.26
+      2035: 0.35
+      2040: 0.44
+      2045: 0.53
+      2050: 0.60
 
 KN2045_NFhoch:
 # Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
@@ -242,10 +241,9 @@ KN2045_NFhoch:
 
   sector:
     reduce_space_heat_exogenously_factor:
-      2020: 0.0
-      2025: 0.06
-      2030: 0.12
-      2035: 0.18
-      2040: 0.24
-      2045: 0.29
-      2050: 0.33
+      2025: 0.16
+      2030: 0.22
+      2035: 0.28
+      2040: 0.34
+      2045: 0.39
+      2050: 0.43

From 12bde7786179b04cc3fd8556cf93e2cc899fee81 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 25 Jun 2026 12:33:06 +0200
Subject: [PATCH 088/124] all required ref scenarios are now available

---
 scripts/pypsa-de/build_scenarios.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/scripts/pypsa-de/build_scenarios.py b/scripts/pypsa-de/build_scenarios.py
index 919d5d387..5a2bea181 100644
--- a/scripts/pypsa-de/build_scenarios.py
+++ b/scripts/pypsa-de/build_scenarios.py
@@ -265,8 +265,7 @@ def write_to_scenario_yaml(input, output, scenarios, df):
             co2_budget_source = config[scenario]["co2_budget_DE_source"]
 
         general_df = df.xs(snakemake.params.leitmodelle["general"], level="model")
-        # general_df = general_df.xs(reference_scenario, level="scenario")
-        general_df = general_df.xs("KN2045_Bal_v4", level="scenario")
+        general_df = general_df.xs(reference_scenario, level="scenario")
         co2_budget_fractions = get_co2_budget(general_df, co2_budget_source)
 
         if not config[scenario].get("sector"):

From cc64b699f777d22bfb529cad08449031dc2908f5 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 26 Jun 2026 11:34:39 +0200
Subject: [PATCH 089/124] improve computation of EU co2 budget

---
 config/config.de.yaml        | 29 ++++++++---------------------
 config/scenarios.manual.yaml | 12 +++++-------
 2 files changed, 13 insertions(+), 28 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 7bc1afe07..2e88e587b 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -238,27 +238,14 @@ clustering:
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#co2-budget
 co2_budget:
-  # # GHG TARGETS AND HISTORICAL EMISSIONS
-  # 2025: 0.61 # WAM 2025 compared to baseline, https://www.eea.europa.eu/en/analysis/indicators/total-greenhouse-gas-emission-trends
-  # 2030: 0.45 # 55% reduction by 2030 (Ff55)
-  # 2035: 0.28 # upper end of NDC range (66.25% to 72.5%=). https://www.consilium.europa.eu/en/press/press-releases/2025/11/05/paris-agreement-the-eu-submits-its-updated-ndc-with-an-indicative-target-for-2035-to-the-un-ahead-of-cop30/
-  # 2040: 0.15 # 85% reduction by 2040 - 5% offsets (not modelled, but assuming cheaper than domestic reducitons)
-  # 2045: 0.05
-  # 2050: 0 # climate-neutral by 2050
-  # # NON-CO2 EMISSIONS PLUS LAND-SINK AS FRACTION OF BASELINE
-  # 2025: 0.080
-  # 2030: 0.055
-  # 2035: 0.039
-  # 2040: 0.030
-  # 2045: 0.024
-  # 2050: 0.019
-  # -> TARGETS FOR CO2 COMPENSATING NON-CO2
-  2025: 0.53
-  2030: 0.395
-  2035: 0.24
-  2040: 0.12
-  2045: 0.025
-  2050: -0.02
+  # determined by EU goals and Non-co2 as well as LULUCF emisisons from https://www.nature.com/articles/s41467-025-66682-z
+  #  see also locally scenario_2026_co2_budget_EU_computation.ods
+  2025: 0.632
+  2030: 0.467
+  2035: 0.285
+  2040: 0.142
+  2045: 0.030
+  2050: -0.024
 wasserstoff_kernnetz:
   enable: true
   reload_locations: false
diff --git a/config/scenarios.manual.yaml b/config/scenarios.manual.yaml
index b39910f6a..581be6651 100644
--- a/config/scenarios.manual.yaml
+++ b/config/scenarios.manual.yaml
@@ -14,13 +14,11 @@ ExPol:
   co2_budget_DE_source: UBA
 
   co2_budget:
-    2020: 0.720 # average emissions of 2019 to 2021 relative to 1990, excl LULUCF, EEA data, European Environment Agency. (2023a). Annual European Union greenhouse gas inventory 1990–2021 and inventory report 2023 - CRF Table. https://unfccc.int/documents/627830
-    2025: 0.675 # With existing measures (WEM) projection, CO2 excl LULUCF, European Environment Agency. (2023e). Member States’ greenhouse gas (GHG) emission projections 2023. https://www.eea.europa.eu/en/datahub/datahubitem-view/4b8d94a4-aed7-4e67-a54c-0623a50f48e8
-    2030: 0.569
-    2035: 0.502
-    2040: 0.452
-    2045: 0.431
-    2050: 0.419
+    2030: 0.513
+    2035: 0.429
+    2040: 0.362
+    2045: 0.311
+    2050: 0.283
 
   costs:
     transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")

From 47527a12439b03883ac6a6daf713b977cbdd0f68 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 7 Jul 2026 11:05:03 +0200
Subject: [PATCH 090/124] consistency: net biomass imports always positive

---
 scripts/pypsa-de/export_ariadne_variables.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index dcfae1125..530cf12da 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -4997,6 +4997,9 @@ def get_trade(n, region):
     )
 
     biomass_imports = local_biomass_usage - local_biomass_potential
+    # if biomass_imports < 0, it means that the local biomass potential is not fully used, so there are no imports
+    # this does not imply that the remaining biomass potential is exported, as it could also be wasted or used for other purposes
+    biomass_imports = biomass_imports if biomass_imports > 0 else 0
 
     var["Trade|Primary Energy|Biomass|Net Imports"] = biomass_imports
 

From 91f0e332f7c826f903e8f166bae02c3a83dae9df Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 7 Jul 2026 17:44:21 +0200
Subject: [PATCH 091/124] improve consdtraint pathways for Elec and H2
 scenarios

---
 config/scenarios.manual.yaml | 35 +++++------------------------------
 1 file changed, 5 insertions(+), 30 deletions(-)

diff --git a/config/scenarios.manual.yaml b/config/scenarios.manual.yaml
index 581be6651..9b8aebec4 100644
--- a/config/scenarios.manual.yaml
+++ b/config/scenarios.manual.yaml
@@ -97,38 +97,21 @@ KN2045_Elek:
   solving:
     constraints:
       limits_volume_max:
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 50
-            2040: 100
-            2045: 150
-            2050: 150
         electrolysis:
           DE:
-            2020: 0
-            2025: 5
-            2030: 45
             2035: 95
             2040: 145
             2045: 200
             2050: 200
         h2_derivate_import:
           DE:
-            2020: 0
-            2025: 0
-            2030: 10
+            2030: 15
             2035: 70
             2040: 130
             2045: 200
             2050: 200
         h2_import:
           DE:
-            2020: 0
-            2025: 5
             2030: 10
             2035: 90
             2040: 170
@@ -155,19 +138,14 @@ KN2045_H2:
         # constrain electricity import in TWh
         electricity_import:
           DE:
-            2020: -20
-            2025: 0
-            2030: 0
-            2035: 30
+            2030: 35
+            2035: 50
             2040: 70
             2045: 100 # scenario guidelines
             2050: 100
-
         # constrain hydrogen import in TWh
         h2_import:
           DE:
-            2020: 0
-            2025: 5
             2030: 45 # scenario guidelines
             2035: 155
             2040: 265
@@ -176,11 +154,8 @@ KN2045_H2:
         # import of h2 derivatives in TWh
         h2_derivate_import:
           DE:
-            2020: 0
-            2025: 0
-            2030: 10 # scenario guidelines
-            2035: 140
-            2040: 270
+            2035: 150
+            2040: 275
             2045: 400 # scenario guidelines
             2050: 400
         electrolysis:

From 5ae6b6a98a933574e68e250bab65c7230b2a81e1 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 8 Jul 2026 14:20:51 +0200
Subject: [PATCH 092/124] define a plausible trajectory for hydrogen ramp up in
 H2 scenario

---
 config/scenarios.manual.yaml | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/config/scenarios.manual.yaml b/config/scenarios.manual.yaml
index 9b8aebec4..04f1862fe 100644
--- a/config/scenarios.manual.yaml
+++ b/config/scenarios.manual.yaml
@@ -134,6 +134,13 @@ KN2045_H2:
 
   solving:
     constraints:
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2035: 8
+              2040: 20
+              2045: 50
       limits_volume_max:
         # constrain electricity import in TWh
         electricity_import:

From f96b671a2fd2c279ed363de11c71a6204c5b04e1 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 8 Jul 2026 15:01:44 +0200
Subject: [PATCH 093/124] imrpove some exports

---
 scripts/pypsa-de/export_ariadne_variables.py | 46 ++++++++++++++------
 1 file changed, 32 insertions(+), 14 deletions(-)

diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index 530cf12da..026d2d58a 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -2149,7 +2149,16 @@ def get_final_energy(
     # var["Final Energy|Industry|Geothermal"] = \
     # Not implemented
 
-    var["Final Energy|Industry|Gases"] = sum_load(n, "gas for industry", region)
+    gas_usage = (
+        n.statistics.withdrawal(bus_carrier="gas", **kwargs)
+        .filter(like=region)
+        .groupby(["carrier"])
+        .sum()
+    )
+
+    var["Final Energy|Industry|Gases"] = gas_usage.get(
+        "gas for industry", 0
+    ) + gas_usage.get("gas for industry CC", 0)
 
     for gas_type in gas_fractions.index:
         var[f"Final Energy|Industry|Gases|{gas_type}"] = (
@@ -2207,20 +2216,36 @@ def get_final_energy(
     )
 
     var["Final Energy|Industry|Liquids"] = sum_load(n, "naphtha for industry", region)
+
+    assert isclose(
+        var["Final Energy|Industry|Liquids"],
+        var["Final Energy|Industry|Liquids|Petroleum"]
+        + var["Final Energy|Industry|Liquids|Efuel"]
+        + var["Final Energy|Industry|Liquids|Biomass"],
+    )
     # subtract non-energy used liquids from total liquid demand
     var["Final Energy|Industry excl Non-Energy Use|Liquids"] = (
         var["Final Energy|Industry|Liquids"]
         - var["Final Energy|Non-Energy Use|Liquids"]
     )
 
-    # var["Final Energy|Industry|Other"] = \
-
-    var["Final Energy|Industry|Solids|Biomass"] = sum_load(
-        n, "solid biomass for industry", region
+    solid_biomass_fe = (
+        n.statistics.withdrawal(
+            bus_carrier="solid biomass",
+            **kwargs,
+        )
+        .filter(
+            like=region,
+        )
+        .groupby("carrier")
+        .sum()
     )
+
     var["Final Energy|Industry excl Non-Energy Use|Solids|Biomass"] = var[
         "Final Energy|Industry|Solids|Biomass"
-    ]
+    ] = solid_biomass_fe.get("solid biomass for industry", 0) + solid_biomass_fe.get(
+        "solid biomass for industry CC", 0
+    )
 
     mwh_coal_per_mwh_coke = 1.366
 
@@ -2366,13 +2391,6 @@ def get_final_energy(
         + decentral_heat_supply_rescom.filter(like="solar thermal").sum()
     )  # Assuming for solar thermal secondary energy == Final energy
 
-    gas_usage = (
-        n.statistics.withdrawal(bus_carrier="gas", **kwargs)
-        .filter(like=region)
-        .groupby(["carrier"])
-        .sum()
-    )
-
     # !!! Here the final is delivered as gas, not as heat
     var["Final Energy|Residential and Commercial|Gases"] = gas_usage.get(
         "urban decentral gas boiler", 0
@@ -2996,7 +3014,7 @@ def get_emissions(n, region, _energy_totals, _industry_demand):
 
     pe_fossil_fraction = (
         process_emissions.get("process emissions", 0)
-        + process_emissions.get("naptha for industry", 0) * oil_fossil_fraction
+        + process_emissions.get("naphtha for industry", 0) * oil_fossil_fraction
     ) / process_emissions.sum()
 
     var["Carbon Sequestration|DACCS"] = co2_negative_emissions.get("DAC", 0)

From 8bedebd3a6ef8dc30cf5b4df742fb888c5e01f8e Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 13 Jul 2026 16:57:54 +0200
Subject: [PATCH 094/124] introduce lignite and coal limits, harmonize
 production limits constraint

---
 config/config.de.yaml                        |  54 ++++---
 scripts/pypsa-de/additional_functionality.py | 139 ++++++++++---------
 2 files changed, 104 insertions(+), 89 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 2e88e587b..10e9c1173 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260625_reduce_space_heat
+  prefix: 20260713_coal_limits
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
@@ -583,16 +583,6 @@ solving:
           2040: 100
           2045: 125
           2050: 125
-      electrolysis:
-      # boundary condition lower?
-        DE:
-          2020: 0
-          2025: 5
-          2030: 45
-          2035: 130
-          2040: 215
-          2045: 300
-          2050: 300
       h2_derivate_import:
       # boundary condition lower?
         DE:
@@ -613,16 +603,34 @@ solving:
           2040: 220
           2045: 325
           2050: 325
-    limits_volume_min:
-      electrolysis:
-        DE:
-          2020: 0
-          2025: 0
-          2030: 0
-          2035: 0
-          2040: 0
-          2045: 0
-          2050: 0
+    limits_production_min:
+      Link:
+        H2 Electrolysis:
+          DE:
+            2020: 0
+            2025: 0
+            2030: 0
+            2035: 0
+            2040: 0
+            2045: 0
+            2050: 0
+    limits_production_max:
+      Link:
+        H2 Electrolysis:
+          DE:
+            2020: 0
+            2025: 5
+            2030: 45
+            2035: 130
+            2040: 215
+            2045: 300
+            2050: 300
+        lignite:
+          DE:
+            2025: 67.2
+        coal:
+          DE:
+            2025: 28.2
     limits_power_max: # in GW
       DE:
         2020: 15
@@ -695,9 +703,9 @@ pypsa_eur:
   Store: []
 
 must_run:
-  2020:
+  2025:
     DE:
-      lignite: 0.4
+      lignite: 0.2
       # biogas: 0.6
 
 transmission_projects:
diff --git a/scripts/pypsa-de/additional_functionality.py b/scripts/pypsa-de/additional_functionality.py
index 820db35c0..6cf325b8f 100644
--- a/scripts/pypsa-de/additional_functionality.py
+++ b/scripts/pypsa-de/additional_functionality.py
@@ -106,6 +106,71 @@ def add_capacity_limits(n, investment_year, limits_capacity, sense="maximum"):
                     sys.exit()
 
 
+def add_production_limits(n, investment_year, limits_production, sense="maximum"):
+
+    assert limits_production.keys() == {"Link"}, (
+        "limits_production only supports Link components"
+    )
+
+    for carrier in limits_production["Link"]:
+        for ct in limits_production["Link"][carrier]:
+            if investment_year not in limits_production["Link"][carrier][ct].keys():
+                continue
+
+            limit = 1e6 * limits_production["Link"][carrier][ct][investment_year]
+            logger.info(
+                f"Adding constraint on {'Link'} {carrier} production in {ct} to be {sense} {limit} MWh/a"
+            )
+
+            valid_components = (n.links.index.str[:2] == ct) & (
+                n.links.carrier == carrier
+            )
+            efficiency = n.links.loc[valid_components, "efficiency"]
+            lhs = (
+                n.model["Link-p"].loc[:, efficiency.index]
+                * n.snapshot_weightings.generators
+                * efficiency
+            ).sum()
+
+            cname = f"production_{sense}-{ct}-Link-{carrier.replace(' ', '-')}"
+
+            if cname in n.global_constraints.index:
+                logger.warning(
+                    f"Global constraint {cname} already exists. Dropping and adding it again."
+                )
+                n.global_constraints.drop(cname, inplace=True)
+
+            if sense == "maximum":
+                n.model.add_constraints(
+                    lhs <= limit,
+                    name=f"GlobalConstraint-{cname}",
+                )
+                n.add(
+                    "GlobalConstraint",
+                    cname,
+                    constant=limit,
+                    sense="<=",
+                    type="",
+                    carrier_attribute="",
+                )
+            elif sense == "minimum":
+                n.model.add_constraints(
+                    lhs >= limit,
+                    name=f"GlobalConstraint-{cname}",
+                )
+                n.add(
+                    "GlobalConstraint",
+                    cname,
+                    constant=limit,
+                    sense=">=",
+                    type="",
+                    carrier_attribute="",
+                )
+            else:
+                logger.error("sense {sense} not recognised")
+                sys.exit()
+
+
 def add_power_limits(n, investment_year, limits_power_max):
     """
     " Restricts the maximum inflow/outflow of electricity from/to a country.
@@ -278,64 +343,6 @@ def h2_import_limits(n, investment_year, limits_volume_max):
         )
 
 
-def h2_production_limits(n, investment_year, limits_volume_min, limits_volume_max):
-    for ct in limits_volume_max["electrolysis"]:
-        if ct not in limits_volume_min["electrolysis"]:
-            logger.warning(
-                f"no lower limit for H2 electrolysis in {ct} assuming 0 TWh/a"
-            )
-            limit_lower = 0
-        else:
-            limit_lower = limits_volume_min["electrolysis"][ct][investment_year] * 1e6
-
-        limit_upper = limits_volume_max["electrolysis"][ct][investment_year] * 1e6
-
-        logger.info(
-            f"limiting H2 electrolysis in DE between {limit_lower / 1e6} and {limit_upper / 1e6} TWh/a"
-        )
-
-        production = n.links[
-            (n.links.carrier == "H2 Electrolysis") & (n.links.bus0.str.contains(ct))
-        ].index
-        efficiency = n.links.loc[production, "efficiency"]
-
-        lhs = (
-            n.model["Link-p"].loc[:, production]
-            * n.snapshot_weightings.generators
-            * efficiency
-        ).sum()
-
-        cname_upper = f"H2_production_limit_upper-{ct}"
-        cname_lower = f"H2_production_limit_lower-{ct}"
-
-        n.model.add_constraints(
-            lhs <= limit_upper, name=f"GlobalConstraint-{cname_upper}"
-        )
-
-        n.model.add_constraints(
-            lhs >= limit_lower, name=f"GlobalConstraint-{cname_lower}"
-        )
-
-        if cname_upper not in n.global_constraints.index:
-            n.add(
-                "GlobalConstraint",
-                cname_upper,
-                constant=limit_upper,
-                sense="<=",
-                type="",
-                carrier_attribute="",
-            )
-        if cname_lower not in n.global_constraints.index:
-            n.add(
-                "GlobalConstraint",
-                cname_lower,
-                constant=limit_lower,
-                sense=">=",
-                type="",
-                carrier_attribute="",
-            )
-
-
 def electricity_import_limits(n, investment_year, limits_volume_max):
     for ct in limits_volume_max["electricity_import"]:
         limit = limits_volume_max["electricity_import"][ct][investment_year] * 1e6
@@ -921,6 +928,14 @@ def additional_functionality(n, snapshots, snakemake):
         n, investment_year, constraints["limits_capacity_max"], "maximum"
     )
 
+    add_production_limits(
+        n, investment_year, constraints["limits_production_min"], "minimum"
+    )
+
+    add_production_limits(
+        n, investment_year, constraints["limits_production_max"], "maximum"
+    )
+
     add_power_limits(n, investment_year, constraints["limits_power_max"])
 
     if snakemake.wildcards.clusters != "1":
@@ -928,14 +943,6 @@ def additional_functionality(n, snapshots, snakemake):
 
         electricity_import_limits(n, investment_year, constraints["limits_volume_max"])
 
-    if investment_year >= 2025:
-        h2_production_limits(
-            n,
-            investment_year,
-            constraints["limits_volume_min"],
-            constraints["limits_volume_max"],
-        )
-
     add_h2_derivate_limit(n, investment_year, constraints["limits_volume_max"])
 
     # force_boiler_profiles_existing_per_load(n)

From 32b6048ed106e51f2f13f1a2dd51ff1f89b978bb Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 16 Jul 2026 15:39:18 +0200
Subject: [PATCH 095/124] add biogas CHP; partially re-align
 add_existing_baseyear with upstream

---
 config/config.de.yaml                        |   5 +-
 config/config.default.yaml                   |   2 +-
 config/plotting.default.yaml                 |   1 +
 scripts/add_existing_baseyear.py             | 419 +++++++------------
 scripts/pypsa-de/build_existing_chp_de.py    |  11 +-
 scripts/pypsa-de/export_ariadne_variables.py |  33 +-
 6 files changed, 185 insertions(+), 286 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 10e9c1173..ad408201b 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260713_coal_limits
+  prefix: 20260716_biogas_chps
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
@@ -631,6 +631,9 @@ solving:
         coal:
           DE:
             2025: 28.2
+        biogas CHP:
+          DE:
+            2025: 29
     limits_power_max: # in GW
       DE:
         2020: 15
diff --git a/config/config.default.yaml b/config/config.default.yaml
index 7ccb927c2..8deea722d 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -1224,7 +1224,7 @@ solving:
       dual_feasibility_tolerance: 1.0e-05
       random_seed: 123
     "gurobi-default":
-      threads: 32
+      threads: 16
       method: 2
       crossover: 0
       BarConvTol: 1.0e-05
diff --git a/config/plotting.default.yaml b/config/plotting.default.yaml
index e53e0eeb3..28221d49d 100644
--- a/config/plotting.default.yaml
+++ b/config/plotting.default.yaml
@@ -495,6 +495,7 @@ plotting:
     solid biomass for industry co2 to stored: '#47411c'
     urban central solid biomass CHP: '#9d9042'
     urban central solid biomass CHP CC: '#6c5d28'
+    biogas CHP: '#92d46c'
     biomass boiler: '#8A9A5B'
     residential rural biomass boiler: '#a1a066'
     residential urban decentral biomass boiler: '#b0b87b'
diff --git a/scripts/add_existing_baseyear.py b/scripts/add_existing_baseyear.py
index 898d697a7..5e8d41c8c 100644
--- a/scripts/add_existing_baseyear.py
+++ b/scripts/add_existing_baseyear.py
@@ -26,7 +26,6 @@
 )
 from scripts.add_electricity import sanitize_carriers
 from scripts.build_energy_totals import cartesian
-from scripts.build_powerplants import add_custom_powerplants
 from scripts.definitions.heat_system import HeatSystem
 from scripts.prepare_sector_network import (
     cluster_heat_buses,
@@ -203,8 +202,10 @@ def add_power_capacities_installed_before_baseyear(
     logger.debug(f"Adding power capacities installed before {baseyear}")
 
     df_agg = pd.read_csv(powerplants_file, index_col=0)
-    if german_chps_file:
-        df_agg = add_custom_powerplants(df_agg, german_chps_file, True)
+    if "DE" in df_agg.query("Set == 'CHP'").Country:
+        msg = "PyPSA-DE reads in German CHPs from MaStR, not from powerplantmatching database. Please use `powerplants_filter` to remove DE CHPs from the powerplants.csv file."
+        logger.error(msg)
+        raise ValueError(msg)
 
     rename_fuel = {
         "Hard Coal": "coal",
@@ -213,17 +214,9 @@ def add_power_capacities_installed_before_baseyear(
         "Oil": "oil",
         "OCGT": "OCGT",
         "CCGT": "CCGT",
-        "Bioenergy": "solid biomass",
+        "Bioenergy": "urban central solid biomass CHP",
     }
 
-    # If heat is considered, add CHPs in the add_heating_capacities function.
-    # Assume that all oil power plants are not CHPs.
-    if options["heating"]:
-        df_agg = df_agg.query("Set != 'CHP'")
-    elif not options["industry"] and "Industry" in df_agg.columns:
-        df_agg["Industry"].fillna(False, inplace=True)
-        df_agg.query("not Industry", inplace=True)
-
     # Replace Fueltype "Natural Gas" with the respective technology (OCGT or CCGT)
     natural_gas_mask = df_agg["Fueltype"] == "Natural Gas"
     df_agg.loc[natural_gas_mask, "Fueltype"] = df_agg.loc[
@@ -269,12 +262,6 @@ def add_power_capacities_installed_before_baseyear(
         df_agg.DateIn + df_agg.Fueltype.map(costs.lifetime).fillna(30)
     )
 
-    # split biogas and solid biomass
-    biogas_i = df_agg.loc[
-        (df_agg.Fueltype == "solid biomass") & (df_agg.Capacity < 2)
-    ].index
-    df_agg.loc[biogas_i, "Fueltype"] = "biogas"
-
     # include renewables in df_agg
     add_existing_renewables(
         df_agg=df_agg,
@@ -284,13 +271,11 @@ def add_power_capacities_installed_before_baseyear(
         renewable_carriers=renewable_carriers,
     )
 
-    # add chp plants
-    add_chp_plants(
+    add_german_chp_plants(
         n,
         grouping_years,
         costs,
         baseyear,
-        powerplants_file,
         german_chps_file,
         lifetime_values,
         lifetime_gas_chp,
@@ -364,22 +349,7 @@ def add_power_capacities_installed_before_baseyear(
         "oil": "oil",
         "lignite": "lignite",
         "nuclear": "uranium",
-        "solid biomass": "biomass",
-        "biogas": "biogas",
-    }
-
-    cost_key_dict = {
-        "solar": "solar",
-        "solar rooftop": "solar-rooftop",
-        "onwind": "onwind",
-        "offwind-ac": "offwind",
-    }
-
-    cost_key_dict = {
-        "solar": "solar",
-        "solar rooftop": "solar-rooftop",
-        "onwind": "onwind",
-        "offwind-ac": "offwind",
+        "urban central solid biomass CHP": "biomass",
     }
 
     cost_key_dict = {
@@ -479,16 +449,7 @@ def add_power_capacities_installed_before_baseyear(
             if not new_build.empty:
                 new_capacity = capacity.loc[new_build.str.replace(name_suffix, "")]
 
-                if generator not in ["solid biomass", "biogas"]:
-                    # missing lifetimes are filled with mean lifetime
-                    # if mean cannot be built, lifetime is taken from costs.csv
-                    if isinstance(lifetime_assets, pd.Series):
-                        lifetime_assets = (
-                            lifetime_assets.reindex(capacity.index)
-                            .fillna(lifetime_assets.mean())
-                            .fillna(costs.at[generator, "lifetime"])
-                        )
-
+                if generator != "urban central solid biomass CHP":
                     n.add(
                         "Link",
                         new_capacity.index,
@@ -511,46 +472,36 @@ def add_power_capacities_installed_before_baseyear(
                         efficiency=costs.at[generator, "efficiency"],
                         efficiency2=costs.at[carrier[generator], "CO2 intensity"],
                         build_year=grouping_year,
-                        lifetime=(
-                            lifetime_assets.loc[new_capacity.index]
-                            if isinstance(lifetime_assets, pd.Series)
-                            else lifetime_assets
-                        ),
+                        lifetime=lifetime_assets.loc[new_capacity.index],
                     )
                 else:
-                    if generator == "solid biomass":
-                        bus0 = spatial.biomass.df.loc[
-                            new_capacity.index, "nodes"
-                        ].values
-                    elif generator == "biogas":
-                        bus0 = spatial.biogas.df.loc[new_capacity.index, "nodes"].values
-                    else:
-                        logger.error(f"Generator {generator} not recognized.")
-                        raise ValueError(f"Generator {generator} not recognized.")
-
-                    # We assume the electrical efficiency of a CHP for the biomass and biogas power plants
-                    # The EOP from technology data seems to be somewhat too efficient
-
                     key = "central solid biomass CHP"
-
+                    central_heat = n.buses.query(
+                        "carrier == 'urban central heat'"
+                    ).location.unique()
+                    heat_buses = new_capacity.index.map(
+                        lambda i: i + " urban central heat" if i in central_heat else ""
+                    )
                     n.add(
                         "Link",
                         new_capacity.index,
                         suffix=name_suffix,
-                        bus0=bus0,
+                        bus0=spatial.biomass.df.loc[new_capacity.index]["nodes"].values,
                         bus1=new_capacity.index,
+                        bus2=heat_buses,
                         carrier=generator,
                         p_nom=new_capacity / costs.at[key, "efficiency"],
                         capital_cost=costs.at[key, "capital_cost"]
                         * costs.at[key, "efficiency"],
                         onight_cost=costs.at[key, "investment"]
                         * costs.at[key, "efficiency"],
-                        marginal_cost=costs.at[key, "VOM"],
+                        marginal_cost=costs.at[key, "efficiency"]
+                        * costs.at[key, "VOM"],  # NB: VOM is per MWel
                         efficiency=costs.at[key, "efficiency"],
+                        efficiency2=costs.at[key, "efficiency-heat"],
                         build_year=grouping_year,
                         lifetime=lifetime_assets.loc[new_capacity.index],
                     )
-
         # check if existing capacities are larger than technical potential
         existing_large = n.generators[
             n.generators["p_nom_min"] > n.generators["p_nom_max"]
@@ -565,12 +516,11 @@ def add_power_capacities_installed_before_baseyear(
             ]
 
 
-def add_chp_plants(
+def add_german_chp_plants(
     n,
     grouping_years,
     costs,
     baseyear,
-    powerplants_file,
     german_chps_file,
     lifetime_values,
     lifetime_gas_chp,
@@ -583,17 +533,12 @@ def add_chp_plants(
         "Coal": "coal",
         "Lignite": "lignite",
         "Natural Gas": "gas",
-        "Bioenergy": "urban central solid biomass CHP",
+        "Biomasse": "solid biomass",
+        "Biogas": "biogas",
         "Oil": "oil",
     }
 
-    ppl = pd.read_csv(powerplants_file, index_col=0)
-
-    if german_chps_file:
-        if german_chps_file.endswith("german_chp_{clusters}.csv"):
-            logger.info("Supersedeing default German CHPs with custom ones from MASTR.")
-            ppl = ppl.query("~(Set == 'CHP' and Country == 'DE')")
-        ppl = add_custom_powerplants(ppl, german_chps_file, True)
+    ppl = pd.read_csv(german_chps_file, dtype={"bus": "str"})
 
     # drop assets which are already phased out / decommissioned
     # drop hydro, waste and oil fueltypes for CHP
@@ -603,10 +548,9 @@ def add_chp_plants(
         "Set == 'CHP' and (DateOut >= @baseyear or DateOut != DateOut) and (DateIn <= @limit or DateIn != DateIn) and Fueltype not in @drop_fueltypes"
     ).copy()
 
-    # calculate remaining lifetime before phase-out (+1 because assuming
-    # phase out date at the end of the year)
     chp.Fueltype = chp.Fueltype.map(rename_fuel)
-
+    if "biogas" in chp.Fueltype:
+        n.add("Carrier", "biogas CHP")
     # Fill missing DateIn, drop the remaining missing values afterwards
     chp["DateIn"] = chp.groupby("Fueltype")["DateIn"].transform(
         lambda x: x.fillna(x.mean() // 1)
@@ -621,9 +565,16 @@ def add_chp_plants(
 
     chp.dropna(subset="DateIn", inplace=True)
 
-    chp["grouping_year"] = np.take(
-        grouping_years, np.digitize(chp.DateIn, grouping_years, right=True)
-    )
+    chp["grouping_year"] = pd.cut(
+        chp.DateIn,
+        bins=grouping_years,
+        labels=grouping_years[1:],
+        right=True,
+        include_lowest=True,
+    ).astype(int)
+
+    # calculate remaining lifetime before phase-out (+1 because assuming
+    # phase out date at the end of the year)
     chp["lifetime"] = (chp.DateOut - chp["grouping_year"] + 1).fillna(
         lifetime_values["lifetime"]
     )
@@ -636,251 +587,183 @@ def add_chp_plants(
     ]  # in add_brownfield this is build_year + lifetime <= baseyear
 
     # check if the CHPs were read in from MaStR for Germany
-    if "Capacity_thermal" in chp.columns:
-        if not options["industry"]:
-            chp.query("Industry == False", inplace=True)
-
-        thermal_capacity_b = ~chp.Capacity_thermal.isna()
-        mastr_chp = chp[thermal_capacity_b]
-
-        # CHPs without thermal capacity are handled later
-        chp = chp[~thermal_capacity_b]
-
-        # exclude small CHPs below 500 kW
-        mastr_chp = mastr_chp.query("Capacity > 0.5 or Capacity_thermal > 0.5")
-
-        # separate CHPs with substantial power output from those with little power output
-        # ratio chosen for reasonable backpressure coefficients c_b
-        mastr_chp_power = mastr_chp.query("Capacity > 0.5 * Capacity_thermal").copy()
-        mastr_chp_heat = mastr_chp.query("Capacity <= 0.5 * Capacity_thermal").copy()
-
-        mastr_chp_power["p_nom"] = mastr_chp_power.eval("Capacity / Efficiency")
-        mastr_chp_power["c_b"] = mastr_chp_power.eval("Capacity / Capacity_thermal")
-        mastr_chp_power["c_b"] = mastr_chp_power["c_b"].clip(
-            upper=costs.at["CCGT", "c_b"]
-        )  # exclude outliers
-        mastr_chp_power["efficiency-heat"] = mastr_chp_power.eval("Efficiency / c_b")
-
-        # these CHPs are mainly biomass CHPs
-        mastr_chp_heat["efficiency-heat"] = costs.at[
-            "central solid biomass CHP", "efficiency-heat"
-        ]
-        mastr_chp_heat["p_nom"] = (
-            mastr_chp_heat.Capacity_thermal / mastr_chp_heat["efficiency-heat"]
-        )
-        mastr_chp_heat["Efficiency"] = mastr_chp_heat.eval("Capacity / p_nom")
-        eff_total_max = costs.loc[
-            "central solid biomass CHP", ["efficiency-heat", "efficiency"]
-        ].sum()
-        eff_heat = mastr_chp_heat["efficiency-heat"]
-        mastr_chp_heat["Efficiency"] = mastr_chp_heat["Efficiency"].clip(
-            upper=eff_total_max - eff_heat
-        )
+    assert "Capacity_thermal" in chp.columns, (
+        "Column 'Capacity_thermal' is missing from the CHP dataframe. Make sure the data for this function is read from MaStR and correctly preprocessed."
+    )
 
-        mastr_chp = pd.concat([mastr_chp_power, mastr_chp_heat])
+    if not options["industry"]:
+        chp.query("Industry == False", inplace=True)
 
-        mastr_chp_efficiency_power = mastr_chp.pivot_table(
-            index=["grouping_year", "Fueltype"],
-            columns="bus",
-            values="Efficiency",
-            aggfunc=lambda x: np.average(x, weights=mastr_chp.loc[x.index, "p_nom"]),
-        )
+    assert ~chp.Capacity_thermal.isna().any(), (
+        "Column 'Capacity_thermal' contains NaN values. Make sure the data for this function is read from MaStR and correctly preprocessed."
+    )
 
-        mastr_chp_efficiency_heat = mastr_chp.pivot_table(
-            index=["grouping_year", "Fueltype"],
-            columns="bus",
-            values="efficiency-heat",
-            aggfunc=lambda x: np.average(x, weights=mastr_chp.loc[x.index, "p_nom"]),
-        )
+    # exclude small CHPs below 500 kW except for biogas CHPs, which are often small-scale
+    mastr_chp = chp.query(
+        "(Capacity > 0.5) or (Capacity_thermal > 0.5) or (Fueltype == 'biogas')"
+    )
 
-        mastr_chp_lifetime = mastr_chp.pivot_table(
-            index=["grouping_year", "Fueltype"],
-            columns="bus",
-            values="lifetime",
-            aggfunc=lambda x: np.average(x, weights=mastr_chp.loc[x.index, "p_nom"]),
-        )
-        mastr_chp_p_nom = mastr_chp.pivot_table(
-            index=["grouping_year", "Fueltype"],
-            columns="bus",
-            values="p_nom",
-            aggfunc="sum",
-        )
+    # separate CHPs with substantial power output from those with little power output
+    # ratio chosen for reasonable backpressure coefficients c_b
+    mastr_chp_power = mastr_chp.query("Capacity > 0.5 * Capacity_thermal").copy()
+    mastr_chp_heat = mastr_chp.query("Capacity <= 0.5 * Capacity_thermal").copy()
+
+    mastr_chp_power["p_nom"] = mastr_chp_power.eval("Capacity / Efficiency")
+    mastr_chp_power["c_b"] = mastr_chp_power.eval("Capacity / Capacity_thermal")
+    mastr_chp_power["c_b"] = mastr_chp_power["c_b"].clip(
+        upper=costs.at["CCGT", "c_b"]
+    )  # exclude outliers
+    mastr_chp_power["efficiency-heat"] = mastr_chp_power.eval("Efficiency / c_b")
+
+    # these CHPs are mainly biomass CHPs
+    mastr_chp_heat["efficiency-heat"] = costs.at[
+        "central solid biomass CHP", "efficiency-heat"
+    ]
+    mastr_chp_heat["p_nom"] = (
+        mastr_chp_heat.Capacity_thermal / mastr_chp_heat["efficiency-heat"]
+    )
+    mastr_chp_heat["Efficiency"] = mastr_chp_heat.eval("Capacity / p_nom")
+    eff_total_max = costs.loc[
+        "central solid biomass CHP", ["efficiency-heat", "efficiency"]
+    ].sum()
+    eff_heat = mastr_chp_heat["efficiency-heat"]
+    mastr_chp_heat["Efficiency"] = mastr_chp_heat["Efficiency"].clip(
+        upper=eff_total_max - eff_heat
+    )
 
-        keys = {
-            "coal": "central coal CHP",
-            "gas": "central gas CHP",
-            "waste": "waste CHP",
-            "oil": "central gas CHP",
-            "lignite": "central coal CHP",
-        }
-        # add everything as Link
-        for grouping_year, generator in mastr_chp_p_nom.index:
-            # capacity is the capacity in MW at each node for this
-            p_nom = mastr_chp_p_nom.loc[grouping_year, generator]
-            threshold = capacity_threshold
-            p_nom = p_nom[p_nom > threshold]
-
-            efficiency_power = mastr_chp_efficiency_power.loc[grouping_year, generator]
-            efficiency_heat = mastr_chp_efficiency_heat.loc[grouping_year, generator]
-            lifetime = mastr_chp_lifetime.loc[grouping_year, generator]
-
-            for bus in p_nom.index:
-                # check if link already exists and set p_nom_min and efficiency
-                if generator != "urban central solid biomass CHP":
-                    suffix = f" urban central {generator} CHP-{grouping_year}"
-                else:
-                    suffix = f" {generator}-{grouping_year}"
-
-                if bus + suffix in n.links.index:
-                    # only change p_nom_min and efficiency
-                    n.links.loc[bus + suffix, "p_nom_min"] = p_nom.loc[bus]
-                    n.links.loc[bus + suffix, "p_nom"] = p_nom.loc[bus]
-                    n.links.loc[bus + suffix, "efficiency"] = efficiency_power.loc[bus]
-                    n.links.loc[bus + suffix, "efficiency2"] = efficiency_heat.loc[bus]
-                    continue
-
-                # bus1 represents electricity transmission node
-                bus1 = " ".join(bus.split()[:2])
-                if generator != "urban central solid biomass CHP":
-                    # lignite CHPs are not in DEA database - use coal CHP parameters
-                    key = keys[generator]
-                    if "EU" in vars(spatial)[generator].locations:
-                        bus0 = vars(spatial)[generator].nodes[0]
-                    else:
-                        bus0 = vars(spatial)[generator].df.loc[bus, "nodes"]
+    mastr_chp = pd.concat([mastr_chp_power, mastr_chp_heat])
 
-                    n.add(
-                        "Link",
-                        bus,
-                        suffix=f" urban central {generator} CHP-{grouping_year}",
-                        bus0=bus0,
-                        bus1=bus1,
-                        bus2=bus + " urban central heat",
-                        bus3="co2 atmosphere",
-                        carrier=f"urban central {generator} CHP",
-                        p_nom=p_nom[bus],
-                        capital_cost=costs.at[key, "capital_cost"]
-                        * costs.at[key, "efficiency"],
-                        onight_cost=costs.at[key, "investment"]
-                        * costs.at[key, "efficiency"],
-                        marginal_cost=costs.at[key, "VOM"],
-                        efficiency=efficiency_power.loc[bus],
-                        efficiency2=efficiency_heat.loc[bus],
-                        efficiency3=costs.at[generator, "CO2 intensity"],
-                        build_year=grouping_year,
-                        lifetime=lifetime.loc[bus],
-                    )
-                else:
-                    key = "central solid biomass CHP"
-                    n.add(
-                        "Link",
-                        bus,
-                        suffix=f" urban {key}-{grouping_year}",
-                        bus0=spatial.biomass.df.loc[bus1]["nodes"],
-                        bus1=bus1,
-                        bus2=bus + " urban central heat",
-                        carrier=generator,
-                        p_nom=p_nom[bus],
-                        capital_cost=costs.at[key, "capital_cost"]
-                        * costs.at[key, "efficiency"],
-                        onight_cost=costs.at[key, "investment"]
-                        * costs.at[key, "efficiency"],
-                        marginal_cost=costs.at[key, "VOM"],
-                        efficiency=efficiency_power.loc[bus],
-                        efficiency2=efficiency_heat.loc[bus],
-                        build_year=grouping_year,
-                        lifetime=lifetime.loc[bus],
-                    )
+    mastr_chp_efficiency_power = mastr_chp.pivot_table(
+        index=["grouping_year", "Fueltype"],
+        columns="bus",
+        values="Efficiency",
+        aggfunc=lambda x: np.average(x, weights=mastr_chp.loc[x.index, "p_nom"]),
+    )
 
-    # CHPs that are not from MaStR
-    chp_nodal_p_nom = chp.pivot_table(
+    mastr_chp_efficiency_heat = mastr_chp.pivot_table(
         index=["grouping_year", "Fueltype"],
         columns="bus",
-        values="Capacity",
-        aggfunc="sum",
+        values="efficiency-heat",
+        aggfunc=lambda x: np.average(x, weights=mastr_chp.loc[x.index, "p_nom"]),
     )
-    chp_nodal_lifetime = chp.pivot_table(
+
+    mastr_chp_lifetime = mastr_chp.pivot_table(
         index=["grouping_year", "Fueltype"],
         columns="bus",
         values="lifetime",
-        aggfunc=lambda x: np.average(x, weights=chp.loc[x.index, "Capacity"]),
+        aggfunc=lambda x: np.average(x, weights=mastr_chp.loc[x.index, "p_nom"]),
     )
-    for grouping_year, generator in chp_nodal_p_nom.index:
-        p_nom = chp_nodal_p_nom.loc[grouping_year, generator]
+    mastr_chp_p_nom = mastr_chp.pivot_table(
+        index=["grouping_year", "Fueltype"],
+        columns="bus",
+        values="p_nom",
+        aggfunc="sum",
+    )
+
+    keys = {
+        "coal": "central coal CHP",
+        "gas": "central gas CHP",
+        "waste": "waste CHP",
+        "oil": "central gas CHP",
+        "lignite": "central coal CHP",
+    }
+    # add everything as Link
+    for grouping_year, generator in mastr_chp_p_nom.index:
+        # capacity is the capacity in MW at each node for this
+        p_nom = mastr_chp_p_nom.loc[grouping_year, generator]
         threshold = capacity_threshold
         p_nom = p_nom[p_nom > threshold]
-        lifetime = chp_nodal_lifetime.loc[grouping_year, generator]
+
+        efficiency_power = mastr_chp_efficiency_power.loc[grouping_year, generator]
+        efficiency_heat = mastr_chp_efficiency_heat.loc[grouping_year, generator]
+        lifetime = mastr_chp_lifetime.loc[grouping_year, generator]
 
         for bus in p_nom.index:
             # check if link already exists and set p_nom_min and efficiency
-            if generator != "urban central solid biomass CHP":
-                suffix = f" urban central {generator} CHP-{grouping_year}"
-            else:
-                suffix = f" {generator}-{grouping_year}"
+            suffix = f" urban central {generator} CHP-{grouping_year}"
+            if generator == "biogas":
+                suffix = f" {generator} CHP-{grouping_year}"
 
             if bus + suffix in n.links.index:
-                # only change p_nom_min
+                # only change p_nom_min and efficiency
                 n.links.loc[bus + suffix, "p_nom_min"] = p_nom.loc[bus]
                 n.links.loc[bus + suffix, "p_nom"] = p_nom.loc[bus]
+                n.links.loc[bus + suffix, "efficiency"] = efficiency_power.loc[bus]
+                n.links.loc[bus + suffix, "efficiency2"] = efficiency_heat.loc[bus]
                 continue
 
             # bus1 represents electricity transmission node
             bus1 = " ".join(bus.split()[:2])
-            # CHPs are represented as EOP if no urban central heat bus is available
-            if f"{bus} urban central heat" in n.buses.index:
-                bus2 = bus + " urban central heat"
-            else:
-                logger.warning(
-                    f"Bus {bus} urban central heat not found. CHP is represented as EOP."
-                )
-                bus2 = ""
-
-            if generator != "urban central solid biomass CHP":
+            if generator not in ["biogas", "solid biomass"]:
                 # lignite CHPs are not in DEA database - use coal CHP parameters
                 key = keys[generator]
                 if "EU" in vars(spatial)[generator].locations:
                     bus0 = vars(spatial)[generator].nodes[0]
                 else:
                     bus0 = vars(spatial)[generator].df.loc[bus, "nodes"]
+
                 n.add(
                     "Link",
                     bus,
                     suffix=f" urban central {generator} CHP-{grouping_year}",
                     bus0=bus0,
                     bus1=bus1,
-                    bus2=bus2,
+                    bus2=bus + " urban central heat",
                     bus3="co2 atmosphere",
                     carrier=f"urban central {generator} CHP",
-                    p_nom=p_nom[bus] / costs.at[key, "efficiency"],
+                    p_nom=p_nom[bus],
                     capital_cost=costs.at[key, "capital_cost"]
                     * costs.at[key, "efficiency"],
                     onight_cost=costs.at[key, "investment"]
                     * costs.at[key, "efficiency"],
                     marginal_cost=costs.at[key, "VOM"],
-                    efficiency=costs.at[key, "efficiency"],
-                    efficiency2=costs.at[key, "efficiency"] / costs.at[key, "c_b"],
+                    efficiency=efficiency_power.loc[bus],
+                    efficiency2=efficiency_heat.loc[bus],
                     efficiency3=costs.at[generator, "CO2 intensity"],
                     build_year=grouping_year,
                     lifetime=lifetime.loc[bus],
                 )
-            else:
+            elif generator == "solid biomass":
                 key = "central solid biomass CHP"
                 n.add(
                     "Link",
-                    p_nom.index,
+                    bus,
                     suffix=f" urban {key}-{grouping_year}",
                     bus0=spatial.biomass.df.loc[bus1]["nodes"],
                     bus1=bus1,
-                    bus2=bus2,
+                    bus2=bus + " urban central heat",
                     carrier=generator,
-                    p_nom=p_nom[bus] / costs.at[key, "efficiency"],
+                    p_nom=p_nom[bus],
+                    capital_cost=costs.at[key, "capital_cost"]
+                    * costs.at[key, "efficiency"],
+                    onight_cost=costs.at[key, "investment"]
+                    * costs.at[key, "efficiency"],
+                    marginal_cost=costs.at[key, "VOM"],
+                    efficiency=efficiency_power.loc[bus],
+                    efficiency2=efficiency_heat.loc[bus],
+                    build_year=grouping_year,
+                    lifetime=lifetime.loc[bus],
+                )
+            elif generator == "biogas":
+                # uses the technological parameters of the central solid biomass CHP for biogas CHPs
+                key = "central solid biomass CHP"
+                n.add(
+                    "Link",
+                    bus,
+                    suffix=f" {generator} CHP-{grouping_year}",
+                    bus0=spatial.biogas.df.loc[bus1]["nodes"],
+                    bus1=bus1,
+                    bus2=bus + " rural heat",
+                    carrier=f"{generator} CHP",
+                    p_nom=p_nom[bus],
                     capital_cost=costs.at[key, "capital_cost"]
                     * costs.at[key, "efficiency"],
                     onight_cost=costs.at[key, "investment"]
                     * costs.at[key, "efficiency"],
                     marginal_cost=costs.at[key, "VOM"],
-                    efficiency=costs.at[key, "efficiency"],
-                    efficiency2=costs.at[key, "efficiency-heat"],
+                    efficiency=efficiency_power.loc[bus],
+                    efficiency2=efficiency_heat.loc[bus]
+                    * 0.5,  # assuming 50% of the produced heat is used for heat loads outside the biogas CHP plant, roughly based on https://www.unendlich-viel-energie.de/erneuerbare/bioenergie/fachverband-biogas-praesentiert-aktuelle-branchenzahlen
                     build_year=grouping_year,
                     lifetime=lifetime.loc[bus],
                 )
diff --git a/scripts/pypsa-de/build_existing_chp_de.py b/scripts/pypsa-de/build_existing_chp_de.py
index 93145c89d..65f3b948d 100644
--- a/scripts/pypsa-de/build_existing_chp_de.py
+++ b/scripts/pypsa-de/build_existing_chp_de.py
@@ -33,6 +33,14 @@ def clean_data(combustion, biomass, geodata):
         columns={"NameStromerzeugungseinheit": "NameKraftwerk"}, inplace=True
     )
     biomass["Einsatzort"] = ""
+    biomass["Biomasseart"] = biomass["Biomasseart"].replace(
+        {
+            "Feste Biomasse": "Biomasse",
+            "Gasförmige Biomasse": "Biogas",
+            "Flüssige Biomasse": "Biogas",
+        }
+    )
+    biomass["Energietraeger"] = biomass["Biomasseart"]
 
     data = pd.concat([biomass, combustion], join="inner", ignore_index=True)
 
@@ -94,7 +102,6 @@ def clean_data(combustion, biomass, geodata):
         "Steinkohle": "Coal",
         "Braunkohle": "Lignite",
         "andere Gase": "Natural Gas",
-        "nicht biogenere Abfälle": "Waste",
         "nicht biogener Abfall": "Waste",
         "Wärme": "Other",
         "Biomasse": "Bioenergy",
@@ -266,7 +273,7 @@ def assign_subnode(
         snakemake = mock_snakemake(
             "build_existing_chp_de",
             clusters=27,
-            run="KN2045_Mix",
+            run="KN2045_Bal_v5",
         )
 
     configure_logging(snakemake)
diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index 026d2d58a..9364efe2a 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -591,7 +591,7 @@ def _get_capacities(n, region, cap_func, cap_string="Capacity|"):
     )
 
     var[cap_string + "Electricity|Biomass|w/o CCS"] = capacities_electricity.reindex(
-        ["urban central solid biomass CHP", "solid biomass", "biogas"]
+        ["urban central solid biomass CHP", "solid biomass", "biogas CHP"]
     ).sum()
 
     var[cap_string + "Electricity|Biomass|Solids"] = capacities_electricity.filter(
@@ -599,7 +599,7 @@ def _get_capacities(n, region, cap_func, cap_string="Capacity|"):
     ).sum()
 
     var[cap_string + "Electricity|Biomass|Gases and Liquids"] = (
-        capacities_electricity.get("biogas", 0)
+        capacities_electricity.get("biogas CHP", 0)
     )
 
     var[cap_string + "Electricity|Biomass"] = (
@@ -1412,9 +1412,7 @@ def get_primary_energy(n, region):
         n, "solid biomass", region
     )
 
-    var["Primary Energy|Biomass|Gases"] = biomass_usage.filter(
-        like="biogas to gas"
-    ).sum()
+    var["Primary Energy|Biomass|Gases"] = biomass_usage.filter(like="biogas").sum()
 
     # btl_efficiency = n.links.query(
     #         "carrier == 'biomass to liquid' and (build_year == 2020)"
@@ -1444,8 +1442,8 @@ def get_primary_energy(n, region):
         ~biomass_usage.index.str.contains("CC")
     ].sum()
 
-    var["Primary Energy|Biomass|Electricity"] = (
-        biomass_CHP_E_usage + biomass_usage.reindex(["solid biomass", "biogas"]).sum()
+    var["Primary Energy|Biomass|Electricity"] = biomass_CHP_E_usage + biomass_usage.get(
+        "solid biomass", 0
     )
     var["Primary Energy|Biomass|Heat"] = biomass_CHP_H_usage + biomass_usage.get(
         "urban central solid biomass boiler", 0
@@ -1617,7 +1615,7 @@ def get_secondary_energy(n, region, _industry_demand):
     )
 
     var["Secondary Energy|Electricity|Biomass|w/o CCS"] = electricity_supply.reindex(
-        ["urban central solid biomass CHP", "solid biomass", "biogas"]
+        ["urban central solid biomass CHP", "solid biomass", "biogas CHP"]
     ).sum()
     var["Secondary Energy|Electricity|Biomass|w/ CCS"] = electricity_supply.get(
         "urban central solid biomass CHP CC", 0
@@ -1626,7 +1624,7 @@ def get_secondary_energy(n, region, _industry_demand):
         like="solid biomass"
     ).sum()
     var["Secondary Energy|Electricity|Biomass|Gaseous and Liquid"] = (
-        electricity_supply.get("biogas", 0)
+        electricity_supply.get("biogas CHP", 0)
         + var["Secondary Energy|Electricity|Gas|Biomass"]
     )
     var["Secondary Energy|Electricity|Biomass"] = (
@@ -1917,11 +1915,17 @@ def get_secondary_energy(n, region, _industry_demand):
         .sum()
         .drop(["renewable gas"], errors="ignore")
     )
+    biogas_supply = (
+        n.statistics.supply(bus_carrier="biogas", **kwargs)
+        .filter(like=region)
+        .groupby(["carrier"])
+        .sum()
+    )
 
     # Fraction supplied by Hydrogen conversion
     var["Secondary Energy|Gases|Hydrogen"] = gas_supply.get("Sabatier", 0)
 
-    var["Secondary Energy|Gases|Biomass"] = gas_supply.filter(like="bio").sum()
+    var["Secondary Energy|Gases|Biomass"] = biogas_supply.sum()
 
     var["Secondary Energy|Gases|Natural Gas"] = gas_supply.get("gas compressing", 0)
 
@@ -1931,8 +1935,6 @@ def get_secondary_energy(n, region, _industry_demand):
         + var["Secondary Energy|Gases|Natural Gas"]
     )
 
-    assert isclose(var["Secondary Energy|Gases"], gas_supply.sum())
-
     industry_demand = _industry_demand.filter(
         like=region,
         axis=0,
@@ -2388,8 +2390,11 @@ def get_final_energy(
         sum_load(
             n, "urban central heat", region
         )  # For urban central Final Energy is delivered as Heat
-        + decentral_heat_supply_rescom.filter(like="solar thermal").sum()
-    )  # Assuming for solar thermal secondary energy == Final energy
+        + decentral_heat_supply_rescom.filter(
+            like="solar thermal"
+        ).sum()  # Assuming for solar thermal secondary energy == Final energy
+        + decentral_heat_supply_rescom.filter(like="biogas CHP").sum()
+    )
 
     # !!! Here the final is delivered as gas, not as heat
     var["Final Energy|Residential and Commercial|Gases"] = gas_usage.get(

From d8c68d03771fea08b4a342f8c30f899417e74d81 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 16 Jul 2026 15:57:51 +0200
Subject: [PATCH 096/124] eliminate redundancies with base scenario

---
 config/scenarios.manual.yaml | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/config/scenarios.manual.yaml b/config/scenarios.manual.yaml
index 04f1862fe..ec688bcc7 100644
--- a/config/scenarios.manual.yaml
+++ b/config/scenarios.manual.yaml
@@ -31,7 +31,6 @@ ExPol:
               2030: 86.5   # 75 % Wind-an-Land Law
           offwind:
             DE:
-              2030: 17.3
               2035: 29.3
           solar:
             DE:
@@ -41,9 +40,6 @@ ExPol:
         Generator:
           offwind:
             DE:
-              2020: 7.8
-              2025: 11.3
-              2030: 17.3 # 12 less than NEP, because of 1 year delay
               2035: 40 # 29.3 + half of extra projects
           onwind:
             DE:
@@ -52,16 +48,10 @@ ExPol:
             DE:
               2030: 215 # uba Projektionsbericht
 
-
   sector:
     district_heating:
       potential: 0.1
 
-  offshore_nep_force:
-    cutin_year: 2025
-    cutout_year: 2035 # Hackily reduced to 2030 if delay_years: 1
-    delay_years: 1
-
 
 KN2045_Mix:
 # Default scenario, defined in pypsa.de.yaml

From 1b2503d179646232e3ac528a5587f8e3a675e920 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 16 Jul 2026 16:00:58 +0200
Subject: [PATCH 097/124] deactivate ban on new gas boilers

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index ad408201b..35e92516d 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -260,7 +260,7 @@ wasserstoff_kernnetz:
   force_all_ipcei_pci: true
 
 new_decentral_fossil_boiler_ban:
-  DE: 2029
+  DE: 2055
 
 coal_generation_ban:
   DE: 2038

From d4f2965a98a0549596d95426e74cec2078aba230 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 17 Jul 2026 15:43:42 +0200
Subject: [PATCH 098/124] improve scenario definition and correct keys

---
 config/scenarios.manual.yaml      |  56 +++++------
 config/scenarios.report.2026.yaml | 156 +++++++++++++++---------------
 2 files changed, 108 insertions(+), 104 deletions(-)

diff --git a/config/scenarios.manual.yaml b/config/scenarios.manual.yaml
index ec688bcc7..6a560efae 100644
--- a/config/scenarios.manual.yaml
+++ b/config/scenarios.manual.yaml
@@ -47,7 +47,6 @@ ExPol:
           solar:
             DE:
               2030: 215 # uba Projektionsbericht
-
   sector:
     district_heating:
       potential: 0.1
@@ -86,13 +85,15 @@ KN2045_Elek:
 
   solving:
     constraints:
+      limits_production_max:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2035: 95
+              2040: 145
+              2045: 200
+              2050: 200
       limits_volume_max:
-        electrolysis:
-          DE:
-            2035: 95
-            2040: 145
-            2045: 200
-            2050: 200
         h2_derivate_import:
           DE:
             2030: 15
@@ -155,26 +156,27 @@ KN2045_H2:
             2040: 275
             2045: 400 # scenario guidelines
             2050: 400
-        electrolysis:
-          DE:
-            2020: 0
-            2025: 5
-            2030: 45 # scenario guidelines
-            2035: 160
-            2040: 275
-            2045: 400 # scenario guidelines
-            2050: 400
-
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2025: 0
-            2030: 0
-            2035: 0
-            2040: 0
-            2045: 200
-            2050: 200
-
+      limits_production_max:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2020: 0
+              2025: 5
+              2030: 45 # scenario guidelines
+              2035: 160
+              2040: 275
+              2045: 400 # scenario guidelines
+              2050: 400
+      limits_production_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2025: 0
+              2030: 0
+              2035: 0
+              2040: 0
+              2045: 200
+              2050: 200
   industry:
     steam_biomass_fraction: 0.4
     steam_hydrogen_fraction: 0.5
diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index 923acd86e..a7456cda1 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -14,11 +14,11 @@ CurrentPolicies:
   co2_budget_DE_source: UBA
 
   co2_budget:
-    2030: 0.569
-    2035: 0.502
-    2040: 0.452
-    2045: 0.431
-    2050: 0.419
+    2030: 0.513
+    2035: 0.429
+    2040: 0.362
+    2045: 0.311
+    2050: 0.283
 
   costs:
     transmission: "underground" # either overhead line ("overhead") or underground cable ("underground")
@@ -29,29 +29,17 @@ CurrentPolicies:
           onwind:
             DE:
               2030: 86.5   # 75 % Wind-an-Land Law
-              2035: 86.5   # 75 % Wind-an-Land Law
-              2040: 86.5   # 75 % Wind-an-Land Law
-              2045: 86.5   # 75 % Wind-an-Land Law
           offwind:
             DE:
-              2030: 17.3
               2035: 29.3
-              2040: 29.3
-              2045: 29.3
           solar:
             DE:
               2030: 161.25   # 75 % PV strategy
-              2035: 161.25   # 75 % PV strategy
-              2040: 161.25   # 75 % PV strategy
-              2045: 161.25   # 75 % PV strategy
       # boundary condition of maximum volumes
       limits_capacity_max:
         Generator:
           offwind:
             DE:
-              2020: 7.8
-              2025: 11.3
-              2030: 17.3 # 12 less than NEP, because of 1 year delay
               2035: 40 # 29.3 + half of extra projects
           onwind:
             DE:
@@ -59,13 +47,11 @@ CurrentPolicies:
           solar:
             DE:
               2030: 215 # uba Projektionsbericht
-
   sector:
     district_heating:
       potential: 0.1
 
 
-
 KN2045_Bal_v5:
 # Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
 # Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
@@ -85,38 +71,40 @@ KN2045_Elec_v5:
   pypsa-de:
     reference_scenario: KN2045_Elec_v5
 
-  solving:
-    constraints:
-      limits_volume_max:
-        # constrain electricity import in TWh
-        electricity_import:
-          DE:
-            2045: 150
-            2050: 150
-        electrolysis:
-          DE:
-            2035: 95
-            2040: 145
-            2045: 200
-            2050: 200
-        h2_derivate_import:
-          DE:
-            2035: 70
-            2040: 130
-            2045: 200
-            2050: 200
-        h2_import:
-          DE:
-            2030: 10
-            2035: 90
-            2040: 170
-            2045: 250
-            2050: 250
-
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.1
-    steam_electricity_fraction: 0.5
+    solving:
+      constraints:
+        limits_production_max:
+          Link:
+            H2 Electrolysis:
+              DE:
+                2035: 95
+                2040: 145
+                2045: 200
+                2050: 200
+        limits_volume_max:
+          # constrain electricity import in TWh
+          electricity_import:
+            DE:
+              2045: 150
+              2050: 150
+          h2_derivate_import:
+            DE:
+              2030: 15
+              2035: 70
+              2040: 130
+              2045: 200
+              2050: 200
+          h2_import:
+            DE:
+              2030: 10
+              2035: 90
+              2040: 170
+              2045: 250
+              2050: 250
+    industry:
+      steam_biomass_fraction: 0.4
+      steam_hydrogen_fraction: 0.1
+      steam_electricity_fraction: 0.5
 
 
 
@@ -125,26 +113,27 @@ KN2045_Elec_plus_v5:
 # Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)
 # Ausbau der erneuerbaren Stromerzeugung erreicht politisch gesetzte Ziele
 # Importe erneuerbar erzeugter Energien auf mittlerem Niveau
-
   pypsa-de:
     reference_scenario: KN2045_Elec_plus_v5
-
   solving:
     constraints:
+      limits_production_max:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2035: 95
+              2040: 145
+              2045: 200
+              2050: 200
       limits_volume_max:
         # constrain electricity import in TWh
         electricity_import:
           DE:
             2045: 150
             2050: 150
-        electrolysis:
-          DE:
-            2035: 95
-            2040: 145
-            2045: 200
-            2050: 200
         h2_derivate_import:
           DE:
+            2030: 15
             2035: 70
             2040: 130
             2045: 200
@@ -156,15 +145,15 @@ KN2045_Elec_plus_v5:
             2040: 170
             2045: 250
             2050: 250
+  industry:
+    steam_biomass_fraction: 0.4
+    steam_hydrogen_fraction: 0.1
+    steam_electricity_fraction: 0.5
   electricity:
     H2_plants: # do not force retrofit of gas plants to H2
       force: 2055
   sector:
     v2g: true
-  industry:
-    steam_biomass_fraction: 0.4
-    steam_hydrogen_fraction: 0.1
-    steam_electricity_fraction: 0.5
 
 KN2045_H2_v5:
 # Fokus stärker auf dem Hochlauf von Technologien zur indirekten Elektrifizierung der Sektoren
@@ -177,14 +166,23 @@ KN2045_H2_v5:
 
   solving:
     constraints:
+      limits_capacity_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2035: 8
+              2040: 20
+              2045: 50
       limits_volume_max:
         # constrain electricity import in TWh
         electricity_import:
           DE:
+            2030: 35
             2035: 50
             2040: 70
             2045: 100 # scenario guidelines
             2050: 100
+        # constrain hydrogen import in TWh
         h2_import:
           DE:
             2030: 45 # scenario guidelines
@@ -195,23 +193,27 @@ KN2045_H2_v5:
         # import of h2 derivatives in TWh
         h2_derivate_import:
           DE:
-            2035: 140
-            2040: 270
-            2045: 400 # scenario guidelines
-            2050: 400
-        electrolysis:
-          DE:
-            2035: 160
+            2035: 150
             2040: 275
             2045: 400 # scenario guidelines
             2050: 400
-
-      limits_volume_min:
-        electrolysis:
-          DE:
-            2045: 200
-            2050: 200
-
+      limits_production_max:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2020: 0
+              2025: 5
+              2030: 45 # scenario guidelines
+              2035: 160
+              2040: 275
+              2045: 400 # scenario guidelines
+              2050: 400
+      limits_production_min:
+        Link:
+          H2 Electrolysis:
+            DE:
+              2045: 200
+              2050: 200
   industry:
     steam_biomass_fraction: 0.4
     steam_hydrogen_fraction: 0.5

From ad5487811a443ce627e6e1d74d48939020ce0040 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 17 Jul 2026 15:43:58 +0200
Subject: [PATCH 099/124] account biomethan and biogas separately

---
 scripts/pypsa-de/export_ariadne_variables.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index 9364efe2a..21839bd06 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -1598,18 +1598,18 @@ def get_secondary_energy(n, region, _industry_demand):
 
     gas_fractions = _get_fuel_fractions(n, region, "gas")
 
-    var["Secondary Energy|Electricity|Gas|Fossil"] = (
+    var["Secondary Energy|Electricity|Gas|Natural Gas"] = (
         var["Secondary Energy|Electricity|Gas"] * gas_fractions["Natural Gas"]
     )
     var["Secondary Energy|Electricity|Gas|Biomass"] = (
         var["Secondary Energy|Electricity|Gas"] * gas_fractions["Biomass"]
     )
-    var["Secondary Energy|Electricity|Gas|Hydrogen"] = (
+    var["Secondary Energy|Electricity|Gas|Efuel"] = (
         var["Secondary Energy|Electricity|Gas"] * gas_fractions["Efuel"]
     )
 
     var["Secondary Energy|Electricity|Fossil"] = (
-        var["Secondary Energy|Electricity|Gas|Fossil"]
+        var["Secondary Energy|Electricity|Gas|Natural Gas"]
         + var["Secondary Energy|Electricity|Oil"]
         + var["Secondary Energy|Electricity|Coal"]
     )
@@ -1625,7 +1625,6 @@ def get_secondary_energy(n, region, _industry_demand):
     ).sum()
     var["Secondary Energy|Electricity|Biomass|Gaseous and Liquid"] = (
         electricity_supply.get("biogas CHP", 0)
-        + var["Secondary Energy|Electricity|Gas|Biomass"]
     )
     var["Secondary Energy|Electricity|Biomass"] = (
         var["Secondary Energy|Electricity|Biomass|w/o CCS"]

From 4d25fe36c1fd81093fbb03fa3a9b55cd2d46ef80 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 23 Jul 2026 11:42:16 +0200
Subject: [PATCH 100/124] add biogas CHP

---
 scripts/pypsa-de/plot_ariadne_report.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/scripts/pypsa-de/plot_ariadne_report.py b/scripts/pypsa-de/plot_ariadne_report.py
index 44287c5ea..6b9e1e75d 100644
--- a/scripts/pypsa-de/plot_ariadne_report.py
+++ b/scripts/pypsa-de/plot_ariadne_report.py
@@ -60,7 +60,7 @@
     "Gas": [
         "OCGT",
         "CCGT",
-        "biogas",
+        "biogas CHP",
         "urban central gas CHP",
         "urban central gas CHP CC",
     ],
@@ -230,6 +230,7 @@
     "urban central water tanks": "Zentrale städtische Wassertanks",
     "urban central solar thermal": "Zentrale städtische Solarthermie",
     "biogas": "Biogas",
+    "biogas CHP": "Biogas-KWK",
     "solid biomass": "Biomasse",
     "methanol": "Methanol",
     "home battery": "Hausbatterie",
@@ -298,9 +299,9 @@
     "rural gas boiler": "Ländlicher Gaskessel",
     "process emissions CC": "Prozessemissionen mit CO2-Abscheidung",
     "urban decentral water tanks charger": "Ladung dezentraler städtischer Wassertanks",
-    "biogas to gas CC": "Biogas zu Gas mit CO2-Abscheidung",
+    "biogas to gas CC": "Biogas zu Biomethan mit CO2-Abscheidung",
     "urban decentral resistive heater": "Dezentrale städtische Widerstandsheizer",
-    "biogas to gas": "Biogas zu Gas",
+    "biogas to gas": "Biogas zu Biomethan",
     "OCGT": "Gas (OCGT)",
     "urban central solid biomass CHP": "Biomasse-KWK",
     "urban central gas boiler": "Zentraler städtischer Gaskessel",

From f8f8a2a87dfdd9366945e9f441058eefb57fe862 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Thu, 23 Jul 2026 18:03:47 +0200
Subject: [PATCH 101/124] increase sequestration potential in Elec_plus
 (according to Szenarienrahmen assumptions)

---
 config/scenarios.report.2026.yaml | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index a7456cda1..efb86115a 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -154,6 +154,14 @@ KN2045_Elec_plus_v5:
       force: 2055
   sector:
     v2g: true
+    co2_sequestration_potential:  # 25% higher than Bal
+      2020: 0
+      2025: 0
+      2030: 50
+      2035: 125
+      2040: 225
+      2045: 312.5
+      2050: 312.5
 
 KN2045_H2_v5:
 # Fokus stärker auf dem Hochlauf von Technologien zur indirekten Elektrifizierung der Sektoren

From 74b9f4692cb72ae60b07e9444e1fbeb2d6a1f91f Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 3 Aug 2026 17:05:15 +0200
Subject: [PATCH 102/124] more biomass in Elek+

---
 config/scenarios.report.2026.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index efb86115a..ecb8eb385 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -152,6 +152,8 @@ KN2045_Elec_plus_v5:
   electricity:
     H2_plants: # do not force retrofit of gas plants to H2
       force: 2055
+  biomass:
+    scenario: ENS_High
   sector:
     v2g: true
     co2_sequestration_potential:  # 25% higher than Bal

From a57b5e772b6c6df665db65e624291e91cfc5bd5e Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 3 Aug 2026 17:05:39 +0200
Subject: [PATCH 103/124] scale existing gas capa

---
 config/config.de.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 35e92516d..1dc42edd8 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260716_biogas_chps
+  prefix: 20260803_must_run_biogas_chp
   name:
   - KN2045_Bal_v5
   # - KN2045_Elec_plus_v5
@@ -726,7 +726,7 @@ offshore_nep_force:
   delay_years: 2
 
 scale_capacity:
-  2020:
+  2025:
     DE:
       CCGT: 10000
       "urban central gas CHP": 22000

From 2d69bbecaa07332e5ba01365bc2e1b4b5d9ee542 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 3 Aug 2026 17:05:51 +0200
Subject: [PATCH 104/124] biogas must run

---
 scripts/add_existing_baseyear.py | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/scripts/add_existing_baseyear.py b/scripts/add_existing_baseyear.py
index 5e8d41c8c..472e35d21 100644
--- a/scripts/add_existing_baseyear.py
+++ b/scripts/add_existing_baseyear.py
@@ -747,6 +747,18 @@ def add_german_chp_plants(
             elif generator == "biogas":
                 # uses the technological parameters of the central solid biomass CHP for biogas CHPs
                 key = "central solid biomass CHP"
+                # assuming biogas CHPs are relatively inflexible
+                p_min_pu = 0.5
+                # correcting for maximally available biogas potential at a given node
+                potential = (
+                    n.generators.query(
+                        "carrier.str.contains('biogas') and bus.str.startswith(@bus)"
+                    ).e_sum_max.sum()
+                    * 3
+                )
+                p_min_pu = min(p_min_pu, potential / p_nom[bus] * 8760)
+                # avoid numerical infeasibilities
+                p_min_pu -= 0.001
                 n.add(
                     "Link",
                     bus,

From fa6b223a867e20257b632855781c5dff6281815f Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 3 Aug 2026 17:06:26 +0200
Subject: [PATCH 105/124] more carriers for eleba plot

---
 scripts/pypsa-de/plot_ariadne_report.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/scripts/pypsa-de/plot_ariadne_report.py b/scripts/pypsa-de/plot_ariadne_report.py
index 6b9e1e75d..e5c8f8075 100644
--- a/scripts/pypsa-de/plot_ariadne_report.py
+++ b/scripts/pypsa-de/plot_ariadne_report.py
@@ -463,10 +463,14 @@ def plot_nodal_elec_balance(
         "H2 OCGT",
         "H2 CHP",
         "urban central H2 retrofit CHP",
+        "OCGT",
         "CCGT",
         "gas CHP",
+        "lignite",
+        "coal",
         "waste CHP CC",
         "urban central biomass CHP",
+        "biogas CHP",
         "hydro",
         "PHS",
         "battery discharger",
@@ -495,10 +499,14 @@ def plot_nodal_elec_balance(
         "H2 OCGT": "#ff0000",
         "H2 CHP": "#bf3737",
         "urban central H2 retrofit CHP": "#ff8282",
+        "OCGT": "#f9a602",
         "CCGT": "#edc566",
+        "lignite": "#4c4c4c",
+        "coal": "#8c8c8c",
         "gas CHP": "#e67c12",
         "waste CHP CC": "#a85522",
         "urban central biomass CHP": "#9d9042",
+        "biogas CHP": "#a3b55d",
         "hydro": "#5379ad",
         "PHS": "#6999db",
         "battery discharger": "#76e388",

From 3ccf0a9a726ddd81aae3e9ca5e40ca9d1c61751c Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 4 Aug 2026 16:21:22 +0200
Subject: [PATCH 106/124] add a basic exporter for electricity timeseries

---
 rules/pypsa-de/reporting.smk                 |  29 ++
 scripts/pypsa-de/export_dynamic_variables.py | 302 +++++++++++++++++++
 2 files changed, 331 insertions(+)
 create mode 100644 scripts/pypsa-de/export_dynamic_variables.py

diff --git a/rules/pypsa-de/reporting.smk b/rules/pypsa-de/reporting.smk
index fddac0fa6..3104b1c6d 100644
--- a/rules/pypsa-de/reporting.smk
+++ b/rules/pypsa-de/reporting.smk
@@ -58,6 +58,27 @@ rule export_ariadne_variables:
         scripts("pypsa-de/export_ariadne_variables.py")
 
 
+rule export_dynamic_variables:
+    input:
+        template="data/template_ariadne_database.xlsx",
+        networks=expand(
+            RESULTS
+            + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
+            **config["scenario"],
+            allow_missing=True,
+        ),
+    output:
+        exported_variables=RESULTS + "ariadne/exported_dynamic_variables.xlsx",
+    log:
+        RESULTS + "logs/export_dynamic_variables.log",
+    resources:
+        mem_mb=8000,
+    params:
+        planning_horizons=config_provider("scenario", "planning_horizons"),
+    script:
+        scripts("pypsa-de/export_dynamic_variables.py")
+
+
 rule plot_ariadne_variables:
     input:
         exported_variables_full=RESULTS + "ariadne/exported_variables_full.xlsx",
@@ -212,6 +233,14 @@ rule compare_scenarios:
         + "/scenario_comparison/Price-Carbon.png",
 
 
+rule get_dynamic_variables:
+    input:
+        dynamic_variables=expand(
+            RESULTS + "ariadne/exported_dynamic_variables.xlsx",
+            run=config_provider("run", "name"),
+        ),
+
+
 rule ariadne_all:
     input:
         # expand(
diff --git a/scripts/pypsa-de/export_dynamic_variables.py b/scripts/pypsa-de/export_dynamic_variables.py
new file mode 100644
index 000000000..b88a7ce44
--- /dev/null
+++ b/scripts/pypsa-de/export_dynamic_variables.py
@@ -0,0 +1,302 @@
+import logging
+import os
+import sys
+
+import pandas as pd
+import pypsa
+
+sys.path.insert(0, os.path.abspath(os.path.dirname(__file__) + "/../.."))
+sys.path.insert(0, os.path.abspath(os.path.dirname(__file__)))
+
+from export_ariadne_variables import _get_fuel_fractions, get_export_import
+
+from scripts._helpers import (
+    configure_logging,
+    mock_snakemake,
+    set_scenario_config,
+    update_config_from_wildcards,
+)
+
+pypsa.options.params.statistics.round = 10
+logger = logging.getLogger(__name__)
+
+# Defining global variables
+
+TWh2MWh = 1e6
+MWh2TWh = 1e-6
+MW2GW = 1e-3
+MW2TW = 1e-6
+t2Mt = 1e-6
+toe_to_MWh = 11.630  # GWh/ktoe OR MWh/toe
+
+
+EUR20TOEUR23 = 1.1076
+
+
+def get_electricity_balance(
+    n,
+    region="DE",
+    return_intermediates=False,
+):
+
+    carrier_to_label = {
+        # Secondary Energy|Electricity|Carrier
+        "hydro": "Secondary Energy|Electricity|Hydro",
+        "ror": "Secondary Energy|Electricity|Hydro",
+        "onwind": "Secondary Energy|Electricity|Wind|Onshore",
+        "offwind-ac": "Secondary Energy|Electricity|Wind|Offshore",
+        "offwind-dc": "Secondary Energy|Electricity|Wind|Offshore",
+        "solar": "Secondary Energy|Electricity|Solar",
+        "solar rooftop": "Secondary Energy|Electricity|Solar",
+        "solar-hsat": "Secondary Energy|Electricity|Solar",
+        "nuclear": "Secondary Energy|Electricity|Nuclear",
+        "solid biomass": "Secondary Energy|Electricity|Biomass",
+        "biogas CHP": "Secondary Energy|Electricity|Biomass",
+        "urban central solid biomass CHP": "Secondary Energy|Electricity|Biomass",
+        "urban central solid biomass CHP CC": "Secondary Energy|Electricity|Biomass",
+        "H2 CCGT": "Secondary Energy|Electricity|Hydrogen",
+        "H2 Fuel Cell": "Secondary Energy|Electricity|Hydrogen",
+        "H2 OCGT": "Secondary Energy|Electricity|Hydrogen",
+        "H2 retrofit OCGT": "Secondary Energy|Electricity|Hydrogen",
+        "H2 retrofit CCGT": "Secondary Energy|Electricity|Hydrogen",
+        "oil": "Secondary Energy|Electricity|Oil",
+        "urban central H2 CHP": "Secondary Energy|Electricity|Hydrogen",
+        "urban central H2 retrofit CHP": "Secondary Energy|Electricity|Hydrogen",
+        "urban central oil CHP": "Secondary Energy|Electricity|Oil",
+        "waste CHP": "Secondary Energy|Electricity|Waste",
+        "waste CHP CC": "Secondary Energy|Electricity|Waste",
+        "CCGT": "Secondary Energy|Electricity|Gas",
+        "OCGT": "Secondary Energy|Electricity|Gas",
+        "urban central gas CHP": "Secondary Energy|Electricity|Gas",
+        "urban central gas CHP CC": "Secondary Energy|Electricity|Gas",
+        "coal": "Secondary Energy|Electricity|Coal|Hard Coal",
+        "lignite": "Secondary Energy|Electricity|Coal|Lignite",
+        "urban central coal CHP": "Secondary Energy|Electricity|Coal|Hard Coal",
+        "urban central lignite CHP": "Secondary Energy|Electricity|Coal|Lignite",
+        "electricity distribution grid": "Secondary Energy|Electricity|Transmission Losses",  # in the joint balance at the AC + low voltage bus, the distribution grid should only show up for losses
+        # Secondary Energy Input|Electricity|Carrier
+        "methanolisation": "Secondary Energy Input|Electricity|Liquids",
+        "urban central air heat pump": "Secondary Energy Input|Electricity|Heat",
+        "urban central resistive heater": "Secondary Energy Input|Electricity|Heat",
+        "H2 Electrolysis": "Secondary Energy Input|Electricity|Hydrogen",
+        "H2 pipeline": "Secondary Energy Input|Electricity|Hydrogen",
+        "H2 pipeline retrofitted": "Secondary Energy Input|Electricity|Hydrogen",
+        "H2 pipeline (Kernnetz)": "Secondary Energy Input|Electricity|Hydrogen",
+        # Final Energy|Sector|Electricity
+        "DAC": "Final Energy|Carbon Dioxide Removal|Electricity",
+        "electricity": "Final Energy|Residential and Commercial|Electricity",
+        "rural air heat pump": "Final Energy|Residential and Commercial|Electricity",  # "Stromnachfrage (fix)",
+        "rural ground heat pump": "Final Energy|Residential and Commercial|Electricity",  # "Stromnachfrage (fix)",
+        "rural resistive heater": "Final Energy|Residential and Commercial|Electricity",  # "Stromnachfrage (fix)",
+        "urban decentral air heat pump": "Final Energy|Residential and Commercial|Electricity",  # "Stromnachfrage (fix)",
+        "urban decentral resistive heater": "Final Energy|Residential and Commercial|Electricity",  # "Stromnachfrage (fix)",
+        "industry electricity": "Final Energy|Industry|Electricity",
+        "BEV charger": "Final Energy|Transportation|Electricity",
+        "agriculture electricity": "Final Energy|Agriculture|Electricity",
+        "agriculture machinery electric": "Final Energy|Agriculture|Electricity",
+        # Other
+        "AC": "Trade|Electricity",
+        "DC": "Trade|Electricity",
+        "PHS": "Storage|Electricity",
+        "battery charger": "Storage|Electricity",
+        "battery discharger": "Storage|Electricity",
+        "home battery charger": "Storage|Electricity",
+        "home battery discharger": "Storage|Electricity",
+    }
+
+    electricity_balance = n.statistics.energy_balance(
+        bus_carrier=["AC", "low voltage"],
+        groupby=["bus", "name", "carrier"],
+        nice_names=False,
+        aggregate_time=False,
+    )
+    electricity_balance_by_carrier = (
+        electricity_balance[
+            electricity_balance.index.get_level_values("bus").str.startswith(region)
+        ]
+        .groupby("carrier")
+        .sum()
+    )
+
+    missing_carriers = sorted(
+        set(electricity_balance_by_carrier.index) - set(carrier_to_label)
+    )
+    assert not missing_carriers, (
+        f"Missing carriers in electricity balance: {missing_carriers}"
+    )
+    electricity_balance_by_variable = (
+        electricity_balance_by_carrier.rename(index=carrier_to_label)
+        .groupby(level=0)
+        .sum()
+    )
+    electricity_variables = electricity_balance_by_variable.copy()
+    include_gross_generation = False
+    if include_gross_generation:
+        gross_generation_factors = {
+            "Secondary Energy|Electricity|Gas": 1.03,
+            "Secondary Energy|Electricity|Coal": 1.10,
+            "Secondary Energy|Electricity|Wind": 1.02,
+            "Secondary Energy|Electricity|Solar": 1.02,
+            "Secondary Energy|Electricity|Biomass|Gaseous and Liquid": 1.05,
+            "Secondary Energy|Electricity|Biomass|Solid": 1.05,
+            "Secondary Energy|Electricity|Waste": 1.27,
+        }
+        total_generation_losses = electricity_variables.iloc[0] * 0
+        for carrier, gross_generation_factor in gross_generation_factors.items():
+            generation_losses = electricity_balance_by_variable.loc[carrier] * (
+                gross_generation_factor - 1
+            )
+            electricity_variables.loc[carrier] += generation_losses
+            total_generation_losses += generation_losses
+
+        electricity_variables.loc[
+            "Secondary Energy|Electricity|Plant Losses"
+        ] = -total_generation_losses
+
+    ac_exports, ac_imports = get_export_import(n, region, ["AC"], aggregate=False)
+    dc_exports, dc_imports = get_export_import(n, region, ["DC"], aggregate=False)
+    hourly_exports = ac_exports.add(dc_exports, fill_value=0).div(
+        n.snapshot_weightings.generators, axis=0
+    )
+    hourly_imports = ac_imports.add(dc_imports, fill_value=0).div(
+        n.snapshot_weightings.generators, axis=0
+    )
+
+    hourly_transmission_losses = (
+        hourly_imports.sum(axis=1)
+        - hourly_exports.sum(axis=1)
+        - electricity_variables.loc["Trade|Electricity"]
+    )
+    assert all(hourly_transmission_losses >= 0), (
+        "Net imports cannot be negative after accounting for Stromimporte"
+    )
+    electricity_variables.loc[
+        "Trade|Secondary Energy|Electricity|Gross Import|Volume"
+    ] = hourly_imports.sum(axis=1)
+    # TODO this is a slight misnomer, as the template asks for the gross export, not the net export )
+    electricity_variables.loc[
+        "Trade|Secondary Energy|Electricity|Volume"
+    ] = -hourly_exports.sum(axis=1)
+    electricity_variables.loc["Secondary Energy|Electricity|Transmission Losses"] -= (
+        hourly_transmission_losses
+    )
+    electricity_variables.drop("Trade|Electricity", inplace=True)
+    # TODO This could be improved by getting the fuel fraction at every hour
+    biomethane_share = _get_fuel_fractions(n, region, "gas").get("Biomass", 0)
+    biomethane_generation = (
+        electricity_variables.loc["Secondary Energy|Electricity|Gas"] * biomethane_share
+    )
+    electricity_variables.loc["Secondary Energy|Electricity|Gas"] -= (
+        biomethane_generation
+    )
+    electricity_variables.loc["Secondary Energy|Electricity|Gas|Natural Gas"] = (
+        electricity_variables.loc["Secondary Energy|Electricity|Gas"]
+    )
+    electricity_variables.drop("Secondary Energy|Electricity|Gas", inplace=True)
+    # TODO this is a misnomer, it should be Gas|Biomethane, but the template is not consistent with this
+    electricity_variables.loc["Secondary Energy|Electricity|Gas|Efuel"] = (
+        biomethane_generation
+    )
+
+    electricity_variables.loc["Secondary Energy|Electricity|Storage"] = (
+        electricity_variables.loc["Storage|Electricity"].clip(upper=0)
+    )
+    electricity_variables.loc["Secondary Energy|Electricity|Storage Discharge"] = (
+        electricity_variables.loc["Storage|Electricity"].clip(lower=0)
+    )
+    electricity_variables.drop("Storage|Electricity", inplace=True)
+
+    if return_intermediates:
+        return {
+            "electricity_balance_by_variable": electricity_balance_by_variable,
+            "hourly_imports": hourly_imports,
+            "hourly_exports": hourly_exports,
+            "hourly_transmission_losses": hourly_transmission_losses,
+            "biomethane_generation": biomethane_generation,
+            "electricity_variables": electricity_variables,
+        }
+
+    return electricity_variables
+
+
+if __name__ == "__main__":
+    if "snakemake" not in globals():
+        snakemake = mock_snakemake(
+            "export_dynamic_variables",
+            simpl="",
+            clusters=27,
+            opts="",
+            ll="vopt",
+            sector_opts="None",
+            run="KN2045_Bal_v5",
+        )
+    configure_logging(snakemake)
+    set_scenario_config(snakemake)
+    update_config_from_wildcards(snakemake.config, snakemake.wildcards)
+
+    ariadne_template = pd.read_excel(snakemake.input.template, sheet_name=None)
+    var2unit = ariadne_template["variable_definitions"].set_index("Variable")["Unit"]
+    var2unit = var2unit.str.replace("GJ", "MWh")
+    var2unit = var2unit.str.replace("PJ", "TWh")
+
+    # Load data
+    networks = [pypsa.Network(fn) for fn in snakemake.input.networks]
+
+    modelyears = [fn[-7:-3] for fn in snakemake.input.networks]
+
+    if "debug" == "debug":  # For debugging
+        var = pd.Series()
+        idx = 1
+        n = networks[idx]
+        region = "DE"
+        kwargs = {
+            "groupby": ["bus", "carrier"],
+            "at_port": True,
+            "nice_names": False,
+        }
+
+    yearly_dfs = []
+    for n, year in zip(networks, modelyears):
+        logger.info(f"Getting data for year {year}...")
+        eleba = get_electricity_balance(n, region="DE")
+        _df = (
+            eleba.rename_axis(index="Variable", columns="Time")
+            .stack()
+            .rename("Value")
+            .reset_index()
+        )
+        _df["Time"] = _df["Time"].map(
+            lambda timestamp: timestamp.replace(year=int(year))
+        )
+        _df["Model"] = "PyPSA-Eur v0.10"
+        _df["Scenario"] = snakemake.wildcards.run
+        _df["Region"] = "Deutschland"
+        _df["Unit"] = _df["Variable"].map(var2unit).fillna("NA")
+        yearly_dfs.append(_df)
+
+    df = pd.concat(yearly_dfs, ignore_index=True)
+    not_in_template = df.loc[df["Unit"] == "NA"].index
+    logger.info(
+        "Dropping variables which are not in the template: %s", not_in_template.tolist()
+    )
+    ariadne_df = df.drop(not_in_template)
+
+    meta = pd.Series(
+        {
+            "Model": "PyPSA-Eur v0.10",
+            "Scenario": snakemake.wildcards.run,
+            "Quality Assessment": "preliminary",
+            "Internal usage within Kopernikus AG Szenarien": "yes",
+            "Release for publication": "no",
+        }
+    )
+
+    # For export to the Ariadne-internal DB, convert most Wh-based entries to J
+    ariadne_df.loc[ariadne_df["Unit"] == "TWh/yr", "Value"] *= 3.6
+    ariadne_df.loc[ariadne_df["Unit"] == "TWh/yr", "Unit"] = "PJ/yr"
+    ariadne_df.loc[ariadne_df["Unit"] == "EUR2020/MWh", "Value"] /= 3.6
+    ariadne_df.loc[ariadne_df["Unit"] == "EUR2020/MWh", "Unit"] = "EUR2020/GJ"
+
+    with pd.ExcelWriter(snakemake.output.exported_variables) as writer:
+        ariadne_df.round(5).to_excel(writer, sheet_name="data", index=False)
+        meta.to_frame().T.to_excel(writer, sheet_name="meta", index=False)

From ea69344f2fcb192e008d2819dfed54f123b488a5 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 4 Aug 2026 17:38:08 +0200
Subject: [PATCH 107/124] protoype for exporting  NUTS runs regionally

---
 rules/pypsa-de/reporting.smk              |  29 +++++
 scripts/pypsa-de/export_nuts_variables.py | 124 ++++++++++++++++++++++
 2 files changed, 153 insertions(+)
 create mode 100644 scripts/pypsa-de/export_nuts_variables.py

diff --git a/rules/pypsa-de/reporting.smk b/rules/pypsa-de/reporting.smk
index 3104b1c6d..e9e069fa8 100644
--- a/rules/pypsa-de/reporting.smk
+++ b/rules/pypsa-de/reporting.smk
@@ -79,6 +79,27 @@ rule export_dynamic_variables:
         scripts("pypsa-de/export_dynamic_variables.py")
 
 
+rule export_nuts_variables:
+    input:
+        template="data/template_ariadne_database.xlsx",
+        networks=expand(
+            RESULTS
+            + "networks/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}.nc",
+            **config["scenario"],
+            allow_missing=True,
+        ),
+    output:
+        exported_variables=RESULTS + "ariadne/exported_nuts_variables.xlsx",
+    log:
+        RESULTS + "logs/export_nuts_variables.log",
+    resources:
+        mem_mb=8000,
+    params:
+        planning_horizons=config_provider("scenario", "planning_horizons"),
+    script:
+        scripts("pypsa-de/export_nuts_variables.py")
+
+
 rule plot_ariadne_variables:
     input:
         exported_variables_full=RESULTS + "ariadne/exported_variables_full.xlsx",
@@ -241,6 +262,14 @@ rule get_dynamic_variables:
         ),
 
 
+rule get_nuts_variables:
+    input:
+        nuts_variables=expand(
+            RESULTS + "ariadne/exported_nuts_variables.xlsx",
+            run=config_provider("run", "name"),
+        ),
+
+
 rule ariadne_all:
     input:
         # expand(
diff --git a/scripts/pypsa-de/export_nuts_variables.py b/scripts/pypsa-de/export_nuts_variables.py
new file mode 100644
index 000000000..99cdec5f3
--- /dev/null
+++ b/scripts/pypsa-de/export_nuts_variables.py
@@ -0,0 +1,124 @@
+import logging
+import os
+import sys
+
+import pandas as pd
+import pypsa
+
+sys.path.insert(0, os.path.abspath(os.path.dirname(__file__) + "/../.."))
+sys.path.insert(0, os.path.abspath(os.path.dirname(__file__)))
+
+from functools import reduce
+
+from export_ariadne_variables import get_capacities
+
+from scripts._helpers import (
+    configure_logging,
+    mock_snakemake,
+    set_scenario_config,
+    update_config_from_wildcards,
+)
+
+pypsa.options.params.statistics.round = 10
+logger = logging.getLogger(__name__)
+
+# Defining global variables
+
+TWh2MWh = 1e6
+MWh2TWh = 1e-6
+MW2GW = 1e-3
+MW2TW = 1e-6
+t2Mt = 1e-6
+toe_to_MWh = 11.630  # GWh/ktoe OR MWh/toe
+
+
+EUR20TOEUR23 = 1.1076
+
+
+if __name__ == "__main__":
+    if "snakemake" not in globals():
+        snakemake = mock_snakemake(
+            "export_nuts_variables",
+            simpl="",
+            clusters=27,
+            opts="",
+            ll="vopt",
+            sector_opts="None",
+            run="KN2045_Bal_v5",
+        )
+    configure_logging(snakemake)
+    set_scenario_config(snakemake)
+    update_config_from_wildcards(snakemake.config, snakemake.wildcards)
+
+    ariadne_template = pd.read_excel(snakemake.input.template, sheet_name=None)
+    var2unit = ariadne_template["variable_definitions"].set_index("Variable")["Unit"]
+    var2unit = var2unit.str.replace("GJ", "MWh")
+    var2unit = var2unit.str.replace("PJ", "TWh")
+
+    # Load data
+    networks = [pypsa.Network(fn) for fn in snakemake.input.networks]
+
+    modelyears = [fn[-7:-3] for fn in snakemake.input.networks]
+
+    if "debug" == "debug":  # For debugging
+        var = pd.Series()
+        idx = 1
+        n = networks[idx]
+        region = "DE"
+        kwargs = {
+            "groupby": ["bus", "carrier"],
+            "at_port": True,
+            "nice_names": False,
+        }
+
+    nuts_regions = n.buses.query("carrier == 'AC' and name.str.startswith('DE')").index
+    assert "DEA" in nuts_regions, (
+        "DEA not in NUTS regions, probably the run did not use the right NUTS level."
+    )
+    yearly_dfs = []
+    for n, year in zip(networks, modelyears):
+        regional_dfs = []
+        for region in nuts_regions:
+            logger.info(f"Getting data for year {year} and region {region}...")
+            var = get_capacities(n, region=region)
+            _df = var.rename_axis("Variable").to_frame(name=year).reset_index()
+            _df["Model"] = "PyPSA-DE v0.1.1"
+            _df["Scenario"] = snakemake.wildcards.run
+            _df["Region"] = region
+            _df["Unit"] = _df["Variable"].map(var2unit).fillna("NA")
+            _df = _df[["Model", "Scenario", "Region", "Variable", "Unit", year]]
+            regional_dfs.append(_df)
+        yearly_dfs.append(pd.concat(regional_dfs, ignore_index=True))
+
+    df = reduce(
+        lambda left, right: pd.merge(
+            left, right, on=["Model", "Scenario", "Region", "Variable", "Unit"]
+        ),
+        yearly_dfs,
+    )
+
+    not_in_template = df.loc[df["Unit"] == "NA"].index
+    logger.info(
+        "Dropping variables which are not in the template: %s", not_in_template.tolist()
+    )
+    ariadne_df = df.drop(not_in_template)
+
+    meta = pd.Series(
+        {
+            "Model": "PyPSA-DE v0.1.1",
+            "Scenario": snakemake.wildcards.run,
+            "Quality Assessment": "preliminary",
+            "Internal usage within Kopernikus AG Szenarien": "yes",
+            "Release for publication": "no",
+        }
+    )
+
+    # For export to the Ariadne-internal DB, convert most Wh-based entries to J
+    ariadne_df.loc[ariadne_df["Unit"] == "TWh/yr", modelyears] *= 3.6
+    ariadne_df.loc[ariadne_df["Unit"] == "TWh/yr", "Unit"] = "PJ/yr"
+    ariadne_df.loc[ariadne_df["Unit"] == "EUR2020/MWh", modelyears] /= 3.6
+    ariadne_df.loc[ariadne_df["Unit"] == "EUR2020/MWh", "Unit"] = "EUR2020/GJ"
+
+    with pd.ExcelWriter(snakemake.output.exported_variables) as writer:
+        ariadne_df.round(5).to_excel(writer, sheet_name="data", index=False)
+        meta.to_frame().T.to_excel(writer, sheet_name="meta", index=False)

From 7b6b05796f2f3ef42b4b03fad594472724327d06 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 5 Aug 2026 17:21:07 +0200
Subject: [PATCH 108/124] define scenario without transmission expansion

---
 config/config.de.yaml             |  4 +---
 config/scenarios.report.2026.yaml | 13 +++++++++++++
 2 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 1dc42edd8..6d214fa1d 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -7,7 +7,7 @@ run:
   prefix: 20260803_must_run_biogas_chp
   name:
   - KN2045_Bal_v5
-  # - KN2045_Elec_plus_v5
+  - KN2045_Bal_v5_no_transmission_expansion
   scenarios:
     enable: true
     manual_file: config/scenarios.report.2026.yaml
@@ -56,8 +56,6 @@ foresight: myopic
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#scenario
 # Wildcard docs in https://pypsa-eur.readthedocs.io/en/latest/wildcards.html
 scenario:
-  ll:
-  - vopt
   clusters:
   - 49 #current options: 27, 49
   opts:
diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index ecb8eb385..bbd8b4df3 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -62,6 +62,19 @@ KN2045_Bal_v5:
     reference_scenario: KN2045_Bal_v5
 
 
+KN2045_Bal_v5_no_transmission_expansion:
+# Ausgewogener Mix an Technologien zur Dekarbonisierung der Sektoren
+# Breites Energieträgerportfolio in der Endenergie (Strom, Wasserstoff, synthetische Kraftstoffe)
+# Ausbau der erneuerbare Stromerzeugung erreicht politisch gesetzte Ziele
+# Importe erneuerbar erzeugter Energien auf mittlerem Niveau
+# dient als Referenzszenario in der Familie der Ariadne-Szenarien
+  pypsa-de:
+    reference_scenario: KN2045_Bal_v5
+  transmission_projects:
+    enable: false
+  electricity:
+    transmission_limit: vopt
+
 KN2045_Elec_v5:
 # Fokus auf dem Hochlauf von Technologien zur direkten Elektrifizierung der Sektoren
 # Strom als präferierter Energieträger in der Endenergie, andere Energieträger ergänzend, wo nötig (Wasserstoff, synthetische Kraftstoffe)

From 3c2137a5e3c7c7c4a8a48f0a40ccf3d5825a5747 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Fri, 7 Aug 2026 15:33:34 +0200
Subject: [PATCH 109/124] plot 2025 and 2030 as well

---
 scripts/pypsa-de/plot_ariadne_report.py | 11 +----------
 1 file changed, 1 insertion(+), 10 deletions(-)

diff --git a/scripts/pypsa-de/plot_ariadne_report.py b/scripts/pypsa-de/plot_ariadne_report.py
index e5c8f8075..f9c5dfb7d 100644
--- a/scripts/pypsa-de/plot_ariadne_report.py
+++ b/scripts/pypsa-de/plot_ariadne_report.py
@@ -3,7 +3,7 @@
 import sys
 
 sys.path.insert(0, os.path.abspath(os.path.dirname(__file__)))
-from itertools import compress, islice
+from itertools import compress
 
 import cartopy
 import cartopy.crs as ccrs
@@ -1163,11 +1163,6 @@ def plot_price_duration_curve(
     y_lim_values=[-50, 300],
     language="english",
 ):
-    # only plot 2030 onwards
-    years = years[2:]
-    networks = dict(islice(networks.items(), 2, None))
-    year_colors = year_colors[2:]
-
     fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(8, 6))
 
     for i, n in enumerate(networks.values()):
@@ -1228,10 +1223,6 @@ def plot_price_duration_hist(
     regions=["DE"],
     x_lim_values=[-50, 300],
 ):
-    # only plot 2030 onwards
-    years = years[2:]
-    networks = dict(islice(networks.items(), 2, None))
-    year_colors = year_colors[2:]
     fig, axes = plt.subplots(ncols=1, nrows=len(years), figsize=(8, 3 * len(years)))
     axes = axes.flatten()
 

From 9c50b67da25c27ab39a7902974e9b604c676f4d2 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 10 Aug 2026 13:16:34 +0200
Subject: [PATCH 110/124] use historical transport data for 2025

---
 config/config.de.yaml                         | 10 +++---
 rules/pypsa-de/modifications.smk              |  1 -
 .../pypsa-de/build_exogenous_mobility_data.py | 33 ++++++++++---------
 scripts/pypsa-de/export_ariadne_variables.py  |  6 ++--
 4 files changed, 25 insertions(+), 25 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 6d214fa1d..01cf388d1 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,10 +4,9 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260803_must_run_biogas_chp
+  prefix: 20260810_improve_demand_2025
   name:
   - KN2045_Bal_v5
-  - KN2045_Bal_v5_no_transmission_expansion
   scenarios:
     enable: true
     manual_file: config/scenarios.report.2026.yaml
@@ -26,14 +25,13 @@ run:
 pypsa-de:
   leitmodelle: # Model data downloaded from public IIASA database 'ariadne2'
     general: REMIND-EU v1.1
-    transport: Aladin v1
+    transport: Aladin v
     industry: FORECAST v1.0
   use_internal_db: true
   reference_scenario: KN2045_Bal_v5
   region: Deutschland
-  ageb_for_mobility: true # In 2020 use AGEB data for final energy demand and KBA for vehicles
-  uba_for_mobility: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
-  - 0
+  uba_for_mobility: # Available for 2020–2035; uses AGEB/KBA for 2020-2025 and MWMS scenario from UBA Projektionsbericht 2025 for 2030-2035
+  - 2025
   uba_for_industry: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
     scale_non_energy: false # Scale non-energy demand directly proportional to energy demand
     enable: # Allowed values are "false" or a subset of [2025, 2030, 2035]
diff --git a/rules/pypsa-de/modifications.smk b/rules/pypsa-de/modifications.smk
index af007b2d0..ce7b9c7f0 100644
--- a/rules/pypsa-de/modifications.smk
+++ b/rules/pypsa-de/modifications.smk
@@ -34,7 +34,6 @@ rule build_exogenous_mobility_data:
         reference_scenario=config_provider("pypsa-de", "reference_scenario"),
         planning_horizons=config_provider("scenario", "planning_horizons"),
         leitmodelle=config_provider("pypsa-de", "leitmodelle"),
-        ageb_for_mobility=config_provider("pypsa-de", "ageb_for_mobility"),
         uba_for_mobility=config_provider("pypsa-de", "uba_for_mobility"),
         shipping_oil_share=config_provider("sector", "shipping_oil_share"),
         aviation_demand_factor=config_provider("sector", "aviation_demand_factor"),
diff --git a/scripts/pypsa-de/build_exogenous_mobility_data.py b/scripts/pypsa-de/build_exogenous_mobility_data.py
index 40db6315a..78fc65f9b 100644
--- a/scripts/pypsa-de/build_exogenous_mobility_data.py
+++ b/scripts/pypsa-de/build_exogenous_mobility_data.py
@@ -16,7 +16,6 @@ def get_mobility_data(
     db,
     year,
     non_land_liquids,
-    ageb_for_mobility=True,
     uba_for_mobility="",
 ):
     """
@@ -46,11 +45,10 @@ def get_mobility_data(
         mobility_data = mobility_data.div(3.6e-6)  # convert PJ to MWh
         mobility_data["million_EVs"] = 0.658407 + 0.120261  # BEV + PHEV
 
-        if ageb_for_mobility or uba_for_mobility:
-            if uba_for_mobility:
-                logger.warning(
-                    "For 2020, using historical AGEB and KBA data instead of UBA projections."
-                )
+        if int(year) in uba_for_mobility:
+            logger.warning(
+                "For 2020, using historical AGEB and KBA data instead of UBA projections."
+            )
             # AGEB 2020, https://ag-energiebilanzen.de/daten-und-fakten/bilanzen-1990-bis-2030/?_jahresbereich-bilanz=2011-2020
             mobility_data = pd.Series(
                 {
@@ -68,19 +66,25 @@ def get_mobility_data(
             mobility_data["million_EVs"] = 0.358498 + 0.280149
 
     elif year == "2025" and int(year) in uba_for_mobility:
-        # https://www.umweltbundesamt.de/sites/default/files/medien/11850/publikationen/projektionsbericht_2025.pdf, Abbildung 64 & 59,
+        logger.warning(
+            "For 2025, using historical AGEB and KBA data instead of UBA projections."
+        )
+
+        # AGEB 2025, https://ag-energiebilanzen.de/wp-content/uploads/EBD25p1.xlsx
         mobility_data = pd.Series(
             {
-                "Electricity": 21.0,
+                "Electricity": 41284.0 + 26416.0,  # Schiene + Straße
                 "Hydrogen": 0.0,
-                "Liquids": 524.0 + 51.0,
+                "Liquids": 133426.0
+                + 1210610.0
+                + 9883.0
+                + 705779.0,  # Bio Strasse + Diesel Strasse + Diesel Schiene + Otto Strasse
             }
         )
-        mobility_data["Liquids"] -= non_land_liquids[
-            int(year)
-        ]  # remove domestic navigation and aviation from UBA data to avoid double counting
-        mobility_data = mobility_data.mul(1e6)  # convert TWh to MWh
-        mobility_data["million_EVs"] = 2.7 + 1.2  # BEV + PHEV
+        mobility_data = mobility_data.div(3.6e-3)  # convert PJ to MWH
+        # https://www.kba.de/DE/Statistik/Produktkatalog/produkte/Fahrzeuge/fz27_b_uebersicht.html
+        # FZ27_202101, table FZ 27.2, 1. January 2026:
+        mobility_data["million_EVs"] = 2.034260 + 1.112958
 
     elif year == "2030" and int(year) in uba_for_mobility:
         mobility_data = pd.Series(
@@ -194,7 +198,6 @@ def get_mobility_data(
         db,
         snakemake.wildcards.planning_horizons,
         non_land_liquids,
-        ageb_for_mobility=snakemake.params.ageb_for_mobility,
         uba_for_mobility=snakemake.params.uba_for_mobility,
     )
 
diff --git a/scripts/pypsa-de/export_ariadne_variables.py b/scripts/pypsa-de/export_ariadne_variables.py
index 21839bd06..a310615ea 100644
--- a/scripts/pypsa-de/export_ariadne_variables.py
+++ b/scripts/pypsa-de/export_ariadne_variables.py
@@ -5736,12 +5736,12 @@ def get_data(
     ac_projects_invest = df.query(
         "Variable == 'Investment|Energy Supply|Electricity|Transmission|AC|NEP|Onshore'"
     )[planning_horizons].values.sum()
-
+    available_years = [y for y in planning_horizons if y in [2025, 2030, 2035, 2040]]
     df.loc[
         df.query(
             "Variable == 'Investment|Energy Supply|Electricity|Transmission|AC|Übernahme|Startnetz Delta'"
         ).index,
-        [2025, 2030, 2035, 2040],
+        available_years,
     ] += (ac_startnetz - ac_projects_invest) / 4
 
     for suffix in ["|AC|NEP", "|AC", "", " and Distribution"]:
@@ -5749,7 +5749,7 @@ def get_data(
             df.query(
                 f"Variable == 'Investment|Energy Supply|Electricity|Transmission{suffix}'"
             ).index,
-            [2025, 2030, 2035, 2040],
+            available_years,
         ] += (ac_startnetz - ac_projects_invest) / 4
 
     logger.info("Assigning mean investments of year and year + 5 to year.")

From c46edcdf324b56516598f897d07353702349f576 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 10 Aug 2026 13:17:15 +0200
Subject: [PATCH 111/124] reduce GCS potential

---
 config/config.de.yaml             |  8 ++++++++
 config/scenarios.report.2026.yaml | 12 ++++++------
 2 files changed, 14 insertions(+), 6 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 01cf388d1..6d9a52cd3 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -331,6 +331,14 @@ sector:
   regional_gas_demand: true
   regional_co2_sequestration_potential:
     enable: false
+  co2_sequestration_potential: # Oriented towards PIK-BIOMIP estimates 
+    2020: 0
+    2025: 0
+    2030: 2
+    2035: 15
+    2040: 50
+    2045: 150
+    2050: 250
   H2_retrofit: true
   hydrogen_turbine: false
   biogas_upgrading_cc: true
diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index bbd8b4df3..d677c88a2 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -169,14 +169,14 @@ KN2045_Elec_plus_v5:
     scenario: ENS_High
   sector:
     v2g: true
-    co2_sequestration_potential:  # 25% higher than Bal
+    co2_sequestration_potential:
       2020: 0
       2025: 0
-      2030: 50
-      2035: 125
-      2040: 225
-      2045: 312.5
-      2050: 312.5
+      2030: 3
+      2035: 22
+      2040: 75
+      2045: 200
+      2050: 325
 
 KN2045_H2_v5:
 # Fokus stärker auf dem Hochlauf von Technologien zur indirekten Elektrifizierung der Sektoren

From 8888f1047e15d9392236c79d05eaba4c8ba2cc0e Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 10 Aug 2026 13:37:28 +0200
Subject: [PATCH 112/124] constraint allowable solid biomass in building
 heating to roughly today's value

---
 config/config.de.yaml | 16 ++++++++++++++--
 1 file changed, 14 insertions(+), 2 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 6d9a52cd3..29bf648e6 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -458,12 +458,24 @@ solving:
         2040: 0.09
         2045: -0.05
         2050: -0.048
-    decentral_heat_budgets:  # UBA MMS, Projektionsbericht 2025, Abbildung 48
+    decentral_heat_budgets:  # UBA MMS, Projektionsbericht 2026, Abbildung 44
       heat_pump:
         DE:
           2025: 12.0
-          2030: 28.0
+          2030: 32.0
           # 2035: 38.0
+      resistive_heater:
+        DE:
+          2030: 29.0
+          # 2035: 0.0
+      biomass_boiler: # no significant increase compared to 2020 allowed
+        DE:
+          2025: 100.0
+          2030: 100.0
+          2035: 100.0
+          2040: 100.0
+          2045: 100.0
+          2050: 100.0
     efuel_export_ban: false
     limits_capacity_max:
       Generator:

From ea210c1760c2862ebc4818e84f51f66ff72673e5 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 10 Aug 2026 13:52:58 +0200
Subject: [PATCH 113/124] typo

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 29bf648e6..8c8cf61fb 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -25,7 +25,7 @@ run:
 pypsa-de:
   leitmodelle: # Model data downloaded from public IIASA database 'ariadne2'
     general: REMIND-EU v1.1
-    transport: Aladin v
+    transport: Aladin v1
     industry: FORECAST v1.0
   use_internal_db: true
   reference_scenario: KN2045_Bal_v5

From 27d09440486bd3bff07f55c419c035c8fc4ee8d6 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Mon, 10 Aug 2026 16:44:57 +0200
Subject: [PATCH 114/124] use UBA data for 2030 transport

---
 config/config.de.yaml                             |  1 +
 scripts/pypsa-de/build_exogenous_mobility_data.py | 14 +++++++++-----
 2 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 8c8cf61fb..74e0a6f2c 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -32,6 +32,7 @@ pypsa-de:
   region: Deutschland
   uba_for_mobility: # Available for 2020–2035; uses AGEB/KBA for 2020-2025 and MWMS scenario from UBA Projektionsbericht 2025 for 2030-2035
   - 2025
+  - 2030
   uba_for_industry: # Available for 2025–2035; uses MWMS scenario from UBA Projektionsbericht 2025
     scale_non_energy: false # Scale non-energy demand directly proportional to energy demand
     enable: # Allowed values are "false" or a subset of [2025, 2030, 2035]
diff --git a/scripts/pypsa-de/build_exogenous_mobility_data.py b/scripts/pypsa-de/build_exogenous_mobility_data.py
index 78fc65f9b..bbda8fd48 100644
--- a/scripts/pypsa-de/build_exogenous_mobility_data.py
+++ b/scripts/pypsa-de/build_exogenous_mobility_data.py
@@ -87,18 +87,22 @@ def get_mobility_data(
         mobility_data["million_EVs"] = 2.034260 + 1.112958
 
     elif year == "2030" and int(year) in uba_for_mobility:
+        # https://www.umweltbundesamt.de/system/files/medien/11850/publikationen/2026-07/Projektionsbericht_2026_V2.pdf, Abb 59 & 54
         mobility_data = pd.Series(
             {
-                "Electricity": 57.0,
-                "Hydrogen": 14.0,
-                "Liquids": 418.0 + 34.0 + 1.0,
+                "Electricity": 41.0,
+                "Hydrogen": 0.0,
+                "Liquids": 429.0 + 61,
             }
         )
-        mobility_data["Liquids"] -= non_land_liquids[int(year)]
+        mobility_data["Liquids"] -= non_land_liquids[
+            int(year)
+        ]  # remove domestic navigation and aviation from UBA data to avoid double counting
         mobility_data = mobility_data.mul(1e6)
-        mobility_data["million_EVs"] = 8.7 + 1.8
+        mobility_data["million_EVs"] = 7 + 2  # BEV + PHEV
 
     elif year == "2035" and int(year) in uba_for_mobility:
+        # https://www.umweltbundesamt.de/sites/default/files/medien/11850/publikationen/projektionsbericht_2025.pdf, Abbildung 64 & 59,
         mobility_data = pd.Series(
             {
                 "Electricity": 117.0,

From 0f843d77650d6e78afd2d32e7de26d37bbf669e9 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 09:54:17 +0200
Subject: [PATCH 115/124] more robust constraint building

---
 scripts/pypsa-de/additional_functionality.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/scripts/pypsa-de/additional_functionality.py b/scripts/pypsa-de/additional_functionality.py
index 6cf325b8f..09ba57ca6 100644
--- a/scripts/pypsa-de/additional_functionality.py
+++ b/scripts/pypsa-de/additional_functionality.py
@@ -882,12 +882,18 @@ def add_decentral_heat_budgets(n, decentral_heat_budgets, investment_year):
             assets = assets[assets.str.startswith(ct)]
 
             lhs = []
+
+            if set(assets).issubset(n.links_t.efficiency.index):
+                efficiency = n.links_t.efficiency.loc[assets]
+            else:
+                efficiency = n.links.loc[assets, "efficiency"]
+
             # For heatpumps the bus0 is heat and bus1 is electricity -> multiply by efficiency and by -1
             lhs.append(
                 (
                     -1
                     * n.model["Link-p"].loc[:, assets]
-                    * n.links_t.efficiency[assets]
+                    * efficiency
                     * n.snapshot_weightings.generators
                 ).sum()
             )

From b996c07d8d766497848593556d084564c8e60fc1 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 16:31:14 +0200
Subject: [PATCH 116/124] only scale DE elec load, instead of all of EU

---
 config/config.de.yaml                 |  5 +----
 scripts/pypsa-de/modify_prenetwork.py | 13 +++++++++++++
 2 files changed, 14 insertions(+), 4 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 74e0a6f2c..91717c911 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260810_improve_demand_2025
+  prefix: 20260811_scale_only_DE
   name:
   - KN2045_Bal_v5
   scenarios:
@@ -46,9 +46,6 @@ pypsa-de:
     2045: 0.49
     2050: 0.49
 
-load:
-  scaling_factor: 0.925
-
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#foresight
 foresight: myopic
 
diff --git a/scripts/pypsa-de/modify_prenetwork.py b/scripts/pypsa-de/modify_prenetwork.py
index 80134c115..398f41d6b 100644
--- a/scripts/pypsa-de/modify_prenetwork.py
+++ b/scripts/pypsa-de/modify_prenetwork.py
@@ -134,6 +134,18 @@ def nuclear_generation_ban(n):
             n.links.drop(links, inplace=True)
 
 
+def scale_DE_elec_load_to_AGEB(n):
+    idx = n.loads.query("bus.str.contains('DE') and carrier == 'electricity'").index
+    AGEB_2025 = 924144 / 3.6
+    DE_elec_load_2025 = (
+        n.loads_t.p_set[idx].sum().sum()
+        * n.snapshot_weightings.generators.sum()
+        / 8760.0
+    )
+    scaling_factor = AGEB_2025 / DE_elec_load_2025
+    n.loads_t.p_set[idx] *= scaling_factor
+
+
 def add_reversed_pipes(df):
     df_rev = df.copy().rename({"bus0": "bus1", "bus1": "bus0"}, axis=1)
     df_rev.index = df_rev.index + "-reversed"
@@ -1545,6 +1557,7 @@ def scale_industry_elec_to_2025(n, industrial_energy_demand_2025):
         )
 
     scale_industry_elec_to_2025(n, snakemake.input.industrial_demand_2025)
+    scale_DE_elec_load_to_AGEB(n)
 
     if current_year in snakemake.params.limit_cross_border_flows_ac:
         limit_cross_border_flows_ac(

From cd966d889c8eeb389cdf20164e7594115a62d328 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 16:31:30 +0200
Subject: [PATCH 117/124] slightly smaller 2025 co2 budget

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 91717c911..ddfcf78d5 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -234,7 +234,7 @@ clustering:
 co2_budget:
   # determined by EU goals and Non-co2 as well as LULUCF emisisons from https://www.nature.com/articles/s41467-025-66682-z
   #  see also locally scenario_2026_co2_budget_EU_computation.ods
-  2025: 0.632
+  2025: 0.627
   2030: 0.467
   2035: 0.285
   2040: 0.142

From efd926891dab9788b1b0a42cda63701ebba07e95 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 16:31:56 +0200
Subject: [PATCH 118/124] slow down district heat progression, because 2025
 model results already exceed AGEB

---
 config/config.de.yaml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index ddfcf78d5..8e2ce1a38 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -286,11 +286,11 @@ sector:
     potential: 0.3
     progress:
       2020: 0.0
-      2025: 0.15
-      2030: 0.3
-      2035: 0.45
-      2040: 0.6
-      2045: 0.8
+      2025: 0.0
+      2030: 0.15
+      2035: 0.3
+      2040: 0.5
+      2045: 0.75
       2050: 1.0
     subnodes:
       enable: false

From c5c8c0a28f14927053063d48de517df23e53dbc9 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 16:33:10 +0200
Subject: [PATCH 119/124]  allow less elec imports in 2025, because weather
 2012 allowed for more RES generation than real 2025

---
 config/config.de.yaml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 8e2ce1a38..413e737a6 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -591,11 +591,11 @@ solving:
       electricity_import:
         DE:
           2020: -20
-          2025: 25
-          2030: 50
-          2035: 75
-          2040: 100
-          2045: 125
+          2025: 10
+          2030: 25
+          2035: 50
+          2040: 75
+          2045: 100
           2050: 125
       h2_derivate_import:
       # boundary condition lower?

From d2a245405593d7b63e3e7d4e6231391e9b6b99b8 Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 16:37:15 +0200
Subject: [PATCH 120/124] Restrict nuclear capacity factors to 0.9

---
 scripts/pypsa-de/modify_prenetwork.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/scripts/pypsa-de/modify_prenetwork.py b/scripts/pypsa-de/modify_prenetwork.py
index 398f41d6b..245097567 100644
--- a/scripts/pypsa-de/modify_prenetwork.py
+++ b/scripts/pypsa-de/modify_prenetwork.py
@@ -134,6 +134,14 @@ def nuclear_generation_ban(n):
             n.links.drop(links, inplace=True)
 
 
+def restrict_nuclear_capacity_factor(n):
+    """
+    Restrict nuclear capacity factors to 0.9 for all nuclear generators in the network, because they run baseload and else exceed real annual generation
+    """
+    idx = n.links.query("carrier == 'nuclear'").index
+    n.links.loc[idx, "p_max_pu"] = 0.9
+
+
 def scale_DE_elec_load_to_AGEB(n):
     idx = n.loads.query("bus.str.contains('DE') and carrier == 'electricity'").index
     AGEB_2025 = 924144 / 3.6
@@ -1499,6 +1507,8 @@ def scale_industry_elec_to_2025(n, industrial_energy_demand_2025):
 
     nuclear_generation_ban(n)
 
+    restrict_nuclear_capacity_factor(n)
+
     first_technology_occurrence(n)
 
     unravel_carbonaceous_fuels(n)

From f8bc0b836a87b725340ea23249872c96bab58abf Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Tue, 11 Aug 2026 17:33:23 +0200
Subject: [PATCH 121/124] fine_tuning

---
 scripts/pypsa-de/modify_prenetwork.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/scripts/pypsa-de/modify_prenetwork.py b/scripts/pypsa-de/modify_prenetwork.py
index 245097567..9608272c8 100644
--- a/scripts/pypsa-de/modify_prenetwork.py
+++ b/scripts/pypsa-de/modify_prenetwork.py
@@ -139,16 +139,15 @@ def restrict_nuclear_capacity_factor(n):
     Restrict nuclear capacity factors to 0.9 for all nuclear generators in the network, because they run baseload and else exceed real annual generation
     """
     idx = n.links.query("carrier == 'nuclear'").index
-    n.links.loc[idx, "p_max_pu"] = 0.9
+    n.links.loc[idx, "p_max_pu"] = 0.85
 
 
 def scale_DE_elec_load_to_AGEB(n):
     idx = n.loads.query("bus.str.contains('DE') and carrier == 'electricity'").index
-    AGEB_2025 = 924144 / 3.6
+    AGEB_2025 = 924144 / 3.6e3
     DE_elec_load_2025 = (
-        n.loads_t.p_set[idx].sum().sum()
-        * n.snapshot_weightings.generators.sum()
-        / 8760.0
+        n.loads_t.p_set[idx].mul(n.snapshot_weightings.generators, axis=0).sum().sum()
+        / 1e6
     )
     scaling_factor = AGEB_2025 / DE_elec_load_2025
     n.loads_t.p_set[idx] *= scaling_factor

From 38ec12b90617c8cd2ba4444f62b789e6702fb28a Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 12 Aug 2026 12:59:21 +0200
Subject: [PATCH 122/124] only scale DE heat load, not EU

---
 config/config.de.yaml                 | 36 ++++++++++-----------------
 config/scenarios.report.2026.yaml     |  5 ++++
 rules/pypsa-de/modifications.smk      |  4 +++
 scripts/pypsa-de/modify_prenetwork.py | 31 +++++++++++++++++++++++
 4 files changed, 53 insertions(+), 23 deletions(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index 413e737a6..f6dc15538 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -45,7 +45,15 @@ pypsa-de:
     2040: 0.49
     2045: 0.49
     2050: 0.49
-
+  # Assume 1% of buildings renovated until 2030 (reduces their demand by 60%), then 2% per year until 2050
+  reduce_space_heat_DE_factor:
+    2020: 0.1
+    2025: 0.13
+    2030: 0.16
+    2035: 0.22
+    2040: 0.28
+    2045: 0.34
+    2050: 0.40
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#foresight
 foresight: myopic
 
@@ -61,10 +69,10 @@ scenario:
   planning_horizons:
   - 2025
   - 2030
-  - 2035
-  - 2040
-  - 2045
-  - 2050
+  # - 2035
+  # - 2040
+  # - 2045
+  # - 2050
 
 existing_capacities:
   grouping_years_power: [1900, 1950, 1955, 1960, 1965, 1970, 1975, 1980, 1985, 1990, 1995, 2000, 2005, 2010, 2015, 2020, 2025]
@@ -344,24 +352,6 @@ sector:
   biomass_to_liquid_cc: true
   electrobiofuels: false
   cluster_heat_buses: true
-  # calculated based on ariadne "Stock|Space Heating"
-  # and then 2% of buildings renovated per year to reduce their demand by 80%
-  reduce_space_heat_exogenously_factor:
-    # 2025: 0.07 
-    # 2030: 0.14
-    # 2035: 0.21
-    # 2040: 0.29
-    # 2045: 0.36
-    # 2050: 0.43
-    # Add 0.1 reduction to account for cold weather / high demand in the weather year 2013
-    # Roughly based on https://ag-energiebilanzen.de/wp-content/uploads/EBD24e_Auswertungstabellen_deutsch.pdf
-    # and on observed differences in Ariadne database between 2013 and 2019
-    2025: 0.17
-    2030: 0.24
-    2035: 0.31
-    2040: 0.39
-    2045: 0.46
-    2050: 0.53
   # For Germany these settings get overwritten in build_exogenous_mobility_data
   # Essentially all PyPSA-EUR settings but with a little bit of hydrogen to allow for the later overwrites
   land_transport_fuel_cell_share:
diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index d677c88a2..1582598a5 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -10,6 +10,11 @@ CurrentPolicies:
 
   pypsa-de:
     reference_scenario: CurrentPolicies
+    reduce_space_heat_DE_factor:
+      2035: 0.19 # keep Renovierungsrate fixed at 1%
+      2040: 0.22
+      2045: 0.25
+      2050: 0.28
 
   co2_budget_DE_source: UBA
 
diff --git a/rules/pypsa-de/modifications.smk b/rules/pypsa-de/modifications.smk
index ce7b9c7f0..6cebc3f29 100644
--- a/rules/pypsa-de/modifications.smk
+++ b/rules/pypsa-de/modifications.smk
@@ -262,6 +262,10 @@ rule modify_prenetwork:
         limit_cross_border_flows_ac=config_provider(
             "pypsa-de", "limit_cross_border_flows_ac"
         ),
+        space_heat_DE_factor=config_provider("pypsa-de", "reduce_space_heat_DE_factor"),
+        space_heat_EU_factor=config_provider(
+            "sector", "reduce_space_heat_exogenously_factor"
+        ),
     script:
         scripts("pypsa-de/modify_prenetwork.py")
 
diff --git a/scripts/pypsa-de/modify_prenetwork.py b/scripts/pypsa-de/modify_prenetwork.py
index 9608272c8..109dae131 100644
--- a/scripts/pypsa-de/modify_prenetwork.py
+++ b/scripts/pypsa-de/modify_prenetwork.py
@@ -153,6 +153,31 @@ def scale_DE_elec_load_to_AGEB(n):
     n.loads_t.p_set[idx] *= scaling_factor
 
 
+def scale_DE_heat_load(n, DE_factor, EU_factor):
+    building_heat_carriers = [
+        "urban central heat",
+        "urban decentral heat",
+        "rural heat",
+        "residential urban decentral heat",
+        "services urban decentral heat",
+        "residential rural heat",
+        "services rural heat",
+    ]
+    heat_scale_factor = (1 - DE_factor) / (1 - EU_factor)
+    idx = n.loads.index[
+        n.loads["bus"].str.contains("DE")
+        & n.loads["carrier"].isin(building_heat_carriers)
+    ]
+    idx = n.loads_t.p_set.columns.intersection(idx)
+    logger.info(
+        f"Space heat demand before scaling: {n.loads_t.p_set[idx].mul(n.snapshot_weightings.generators.values, axis=0).sum().sum() / 1e6} TWh"
+    )
+    n.loads_t.p_set[idx] *= heat_scale_factor
+    logger.info(
+        f"Space heat demand after scaling: {n.loads_t.p_set[idx].mul(n.snapshot_weightings.generators.values, axis=0).sum().sum() / 1e6} TWh"
+    )
+
+
 def add_reversed_pipes(df):
     df_rev = df.copy().rename({"bus0": "bus1", "bus1": "bus0"}, axis=1)
     df_rev.index = df_rev.index + "-reversed"
@@ -1568,6 +1593,12 @@ def scale_industry_elec_to_2025(n, industrial_energy_demand_2025):
     scale_industry_elec_to_2025(n, snakemake.input.industrial_demand_2025)
     scale_DE_elec_load_to_AGEB(n)
 
+    scale_DE_heat_load(
+        n,
+        DE_factor=snakemake.params.space_heat_DE_factor[current_year],
+        EU_factor=snakemake.params.space_heat_EU_factor[current_year],
+    )
+
     if current_year in snakemake.params.limit_cross_border_flows_ac:
         limit_cross_border_flows_ac(
             n, snakemake.params.limit_cross_border_flows_ac[current_year]

From 73f635e80f6882a850c50e8bb0b968c0bbb3af4a Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 12 Aug 2026 13:00:23 +0200
Subject: [PATCH 123/124] increment prefix

---
 config/config.de.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/config/config.de.yaml b/config/config.de.yaml
index f6dc15538..37284fd56 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -4,7 +4,7 @@
 
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#run
 run:
-  prefix: 20260811_scale_only_DE
+  prefix: 20260812_scale_only_DE_heat
   name:
   - KN2045_Bal_v5
   scenarios:

From 9ca34c150c47db16d052de1bac1e7462b54da45f Mon Sep 17 00:00:00 2001
From: Michael Lindner <michaellindner@posteo.de>
Date: Wed, 12 Aug 2026 14:12:14 +0200
Subject: [PATCH 124/124] no retrofit in CurPol

---
 config/scenarios.report.2026.yaml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/config/scenarios.report.2026.yaml b/config/scenarios.report.2026.yaml
index 1582598a5..bbc91f1ca 100644
--- a/config/scenarios.report.2026.yaml
+++ b/config/scenarios.report.2026.yaml
@@ -55,6 +55,9 @@ CurrentPolicies:
   sector:
     district_heating:
       potential: 0.1
+  electricity:
+    H2_plants: # do not force retrofit of gas plants to H2
+      force: 2055
 
 
 KN2045_Bal_v5: