diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index a5563d6..37c664d 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -35,11 +35,11 @@ jobs: - name: Install Dependencies run: | python -m pip install --upgrade pip - pip install -r requirements.txt + pip install -r src/requirements.txt - name: Build Jupyter Book HTML run: | - jupyter-book build . + jupyter-book build src/ - name: Setup Pages uses: actions/configure-pages@v5 diff --git a/_config.yml b/src/_config.yml similarity index 73% rename from _config.yml rename to src/_config.yml index 898b819..f84024b 100644 --- a/_config.yml +++ b/src/_config.yml @@ -1,10 +1,13 @@ # Book settings - title: Scholarly API Cookbook author: The University of Alabama Libraries -copyright: "2025" +copyright: "2026" logo: images/UALIB_logo.png -exclude_patterns: [readme.md, old, conversion_scripts] +exclude_patterns: + - readme.md + - old + - conversion_scripts + # Force re-execution of notebooks on each build. # See https://jupyterbook.org/content/execute.html execute: @@ -16,13 +19,13 @@ latex: targetname: book.tex # Add a bibtex file so that we can create citations -#bibtex_bibfiles: -# - references.bib +# bibtex_bibfiles: +# - references.bib # Information about where the book exists on the web repository: url: https://github.com/UA-Libraries-Research-Data-Services/UALIB_ScholarlyAPI_Cookbook # Online location of your book -# path_to_book: # Optional path to your book, relative to the repository root + path_to_book: src/ # Optional path to your book, relative to the repository root branch: main # Which branch of the repository should be used when creating links (optional) # Add GitHub buttons to your book @@ -36,3 +39,9 @@ launch_buttons: colab_url: "" binderhub_url: "" jupyterhub_url: "" + +sphinx: + config: + templates_path: + - _templates + html_basepath: https://ua-libraries-research-data-services.github.io/UALIB_ScholarlyAPI_Cookbook/ diff --git a/src/_templates/layout.html b/src/_templates/layout.html new file mode 100644 index 0000000..47171a8 --- /dev/null +++ b/src/_templates/layout.html @@ -0,0 +1,73 @@ +{% extends "!layout.html" %} + +{%- block extrahead %} + {{ super() }} + + + +{%- endblock %} diff --git a/_toc.yml b/src/_toc.yml similarity index 51% rename from _toc.yml rename to src/_toc.yml index d7c8caa..200b158 100644 --- a/_toc.yml +++ b/src/_toc.yml @@ -1,43 +1,43 @@ # Table of contents format: jb-book -root: src/about/introduction +root: about/introduction parts: - - caption: ARTICLE FULL-TEXT + - caption: ARTICLE FULL TEXT chapters: # Open Science Framework - - file: src/overview/osf + - file: overview/osf sections: - - file: src/python/osf + - file: python/osf title: "...in Python" # Sage - - file: src/overview/sage + - file: overview/sage sections: - - file: src/python/sage + - file: python/sage title: "...in Python" # ScienceDirect - - file: src/overview/sdirect + - file: overview/sdirect sections: - - file: src/python/sdirect + - file: python/sdirect title: "...in Python" - - file: src/r/sdirect + - file: r/sdirect title: "...in R" # Springer - - file: src/overview/springer + - file: overview/springer sections: - - file: src/python/springer + - file: python/springer title: "...in Python" # Wiley TDM - - file: src/overview/wiley-tdm + - file: overview/wiley-tdm sections: - - file: src/python/wiley-tdm + - file: python/wiley-tdm title: "...in Python" - - file: src/r/wiley-tdm + - file: r/wiley-tdm title: "...in R" @@ -45,41 +45,41 @@ parts: chapters: # arXiv - - file: src/overview/arxiv + - file: overview/arxiv sections: - - file: src/r/arxiv + - file: r/arxiv title: "...in R" # Crossref - - file: src/overview/crossref + - file: overview/crossref sections: - - file: src/python/crossref + - file: python/crossref title: "...in Python" - - file: src/r/crossref + - file: r/crossref title: "...in R" # OpenAlex - - file: src/overview/openalex + - file: overview/openalex sections: - - file: src/python/openalex + - file: python/openalex title: "...in Python" # Research Organization Registry - - file: src/overview/ror + - file: overview/ror sections: - - file: src/python/ror + - file: python/ror title: "...in Python" # Scopus - - file: src/overview/scopus + - file: overview/scopus sections: - - file: src/python/scopus + - file: python/scopus title: "...in Python" # Web of Science - - file: src/overview/wos + - file: overview/wos sections: - - file: src/python/wos + - file: python/wos title: "...in Python" @@ -87,37 +87,37 @@ parts: chapters: # U.S. Bureau of Economic Analysis - - file: src/overview/bea + - file: overview/bea sections: - - file: src/python/bea + - file: python/bea title: "...in Python" # U.S. Bureau of Labor Statistics - - file: src/overview/bls + - file: overview/bls sections: - - file: src/python/bls + - file: python/bls title: "...in Python" # U.S. Securities and Exchange - - file: src/overview/sec-edgar + - file: overview/sec-edgar sections: - - file: src/python/sec-edgar + - file: python/sec-edgar title: "...in Python" - - file: src/r/sec-edgar + - file: r/sec-edgar title: "...in R" # U.S. Treasury - - file: src/overview/us-treasury + - file: overview/us-treasury sections: - - file: src/python/us-treasury + - file: python/us-treasury title: "...in Python" # World Bank - - file: src/overview/world-bank + - file: overview/world-bank sections: - - file: src/python/world-bank + - file: python/world-bank title: "...in Python" - - file: src/r/world-bank + - file: r/world-bank title: "...in R" @@ -125,27 +125,27 @@ parts: chapters: # National Park Service - - file: src/overview/nps + - file: overview/nps sections: - - file: src/python/nps + - file: python/nps title: "...in Python" # Speedrun.com - - file: src/overview/speedrun + - file: overview/speedrun sections: - - file: src/python/speedrun + - file: python/speedrun title: "...in Python" # Stack Exchange - - file: src/overview/stack-exchange + - file: overview/stack-exchange sections: - - file: src/python/stack-exchange + - file: python/stack-exchange title: "...in Python" # Z39.50 - - file: src/overview/z3950 + - file: overview/z3950 sections: - - file: src/shell/z3950 + - file: shell/z3950 title: "...in Bash" @@ -153,27 +153,27 @@ parts: chapters: # GeoNames - - file: src/overview/geonames + - file: overview/geonames sections: - - file: src/python/geonames + - file: python/geonames title: "...in Python" # OpenStreetMap - - file: src/overview/osm + - file: overview/osm sections: - - file: src/python/osm + - file: python/osm title: "...in Python" # U.S. Census Geocoding - - file: src/overview/us-census-geocoding + - file: overview/us-census-geocoding sections: - - file: src/python/us-census-geocoding + - file: python/us-census-geocoding title: "...in Python" # USGS National Map - - file: src/overview/usgs-national-map + - file: overview/usgs-national-map sections: - - file: src/python/usgs-national-map + - file: python/usgs-national-map title: "...in Python" @@ -181,11 +181,11 @@ parts: chapters: # Chronicling America - - file: src/overview/chronam + - file: overview/chronam sections: - - file: src/python/chronam + - file: python/chronam title: "...in Python" - - file: src/r/chronam + - file: r/chronam title: "...in R" @@ -193,51 +193,51 @@ parts: chapters: # CAS Common Chemistry - - file: src/overview/casc + - file: overview/casc sections: - - file: src/python/casc + - file: python/casc title: "...in Python" - - file: src/r/casc + - file: r/casc title: "...in R" # FoodData Central - - file: src/overview/fdc + - file: overview/fdc sections: - - file: src/python/fdc + - file: python/fdc title: "...in Python" # NASA Images - - file: src/overview/nasa-images + - file: overview/nasa-images sections: - - file: src/python/nasa-images + - file: python/nasa-images title: "...in Python" # National Weather Service - - file: src/overview/nws + - file: overview/nws sections: - - file: src/python/nws + - file: python/nws title: "...in Python" # PubChem - - file: src/overview/pubchem + - file: overview/pubchem sections: - - file: src/python/pubchem + - file: python/pubchem title: "...in Python" - - file: src/r-gpl3/pubchem + - file: r-gpl3/pubchem title: "...in R" # PubChem Periodic Table - - file: src/overview/pubchem-periodic-table + - file: overview/pubchem-periodic-table sections: - - file: src/python/pubchem-periodic-table + - file: python/pubchem-periodic-table title: "...in Python" # PubMed - - file: src/overview/pubmed + - file: overview/pubmed sections: - - file: src/python/pubmed + - file: python/pubmed title: "...in Python" - - file: src/r-gpl3/pubmed + - file: r-gpl3/pubmed title: "...in R" @@ -245,37 +245,37 @@ parts: chapters: # College Scorecard - - file: src/overview/college-scorecard + - file: overview/college-scorecard sections: - - file: src/python/college-scorecard + - file: python/college-scorecard title: "...in Python" - - file: src/r/college-scorecard + - file: r/college-scorecard title: "...in R" # Congress.gov - - file: src/overview/congress + - file: overview/congress sections: - - file: src/python/congress + - file: python/congress title: "...in Python" # U.S. Census Data - - file: src/overview/us-census + - file: overview/us-census sections: - - file: src/python/us-census + - file: python/us-census title: "...in Python" - - file: src/r-gpl3/us-census + - file: r-gpl3/us-census title: "...in R" # USAspending - - file: src/overview/usa-spending + - file: overview/usa-spending sections: - - file: src/python/usa-spending + - file: python/usa-spending title: "...in Python" - - file: src/r/usa-spending + - file: r/usa-spending title: "...in R" - caption: ABOUT chapters: - - file: src/about/contributing - - file: src/about/license-reuse - - file: src/about/tech-details + - file: about/contributing + - file: about/license-reuse + - file: about/tech-details diff --git a/src/about/introduction.rst b/src/about/introduction.rst index 3e0d111..889836f 100644 --- a/src/about/introduction.rst +++ b/src/about/introduction.rst @@ -21,9 +21,9 @@ What should I be aware of before getting started? endeavored to follow all relevant API usage policies and have linked to the specific policy pages whenever possible. - While some APIs are accessible without special authentication, others require that you are - affiliated with a subscribing institution and have registered for an API key. Any required - authentication steps are noted within the individual code recipes. + While some APIs are accessible without special authentication, others require that you + register or are affiliated with a subscribing institution and have registered for an API + key. Any required authentication steps are noted within the individual code recipes. For APIs associated with subscription-licensed resources, please contact your affiliated institution before getting started. Library or other staff can confirm whether API access is diff --git a/images/UALIB_favicon.png b/src/images/UALIB_favicon.png similarity index 100% rename from images/UALIB_favicon.png rename to src/images/UALIB_favicon.png diff --git a/images/UALIB_logo.png b/src/images/UALIB_logo.png similarity index 100% rename from images/UALIB_logo.png rename to src/images/UALIB_logo.png diff --git a/src/images/script-a-icon.png b/src/images/script-a-icon.png new file mode 100644 index 0000000..8bf1e5a Binary files /dev/null and b/src/images/script-a-icon.png differ diff --git a/src/overview/sdirect.rst b/src/overview/sdirect.rst index 9a34e32..3165981 100644 --- a/src/overview/sdirect.rst +++ b/src/overview/sdirect.rst @@ -5,7 +5,7 @@ Brief Overview **************** The Elsevier ScienceDirect APIs allows programmatic access to search and retrieve ScienceDirect -metadata and article full-text. Registration is required. See the Elsevier Developer Portal for +metadata and full-text articles. Registration is required. See the Elsevier Developer Portal for information about the ScienceDirect API specification, policies, and allowed use-cases [#SDirect1]_. Note that Elsevier has detailed policies regarding text and data mining [#SDirect2]_. Please check with your institution for their Text and Data Mining Agreement with Elsevier. diff --git a/src/python/college-scorecard.ipynb b/src/python/college-scorecard.ipynb index 508e5ad..bc1f5b5 100644 --- a/src/python/college-scorecard.ipynb +++ b/src/python/college-scorecard.ipynb @@ -20,7 +20,7 @@ "\n", "**_NOTE:_** The College Scorecard API limits requests to a maximum of 1000 requests per IP address per hour.\n", "\n", - "*These recipe examples were tested on May 5, 2025.*" + "*These recipe examples were tested on February 3, 2026.*" ] }, { @@ -34,11 +34,11 @@ "The following external libraries need to be installed into your environment to run the code examples in this tutorial:\n", "\n", "- ipykernel\n", - "- requests\n", - "- python-dotenv\n", "- matplotlib\n", - "- pandas\n", "- numpy\n", + "- pandas\n", + "- python-dotenv\n", + "- requests\n", "\n", "We import the libraries used in this tutorial below:" ] @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -113,7 +113,7 @@ "{'page': 0, 'total': 6429, 'per_page': 20}" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -142,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": { "tags": [] }, @@ -153,7 +153,7 @@ "6429" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -192,6457 +192,32 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "tags": [ - "output_scroll" - ] - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "['A Better U Beauty Barber Academy',\n", - " 'A T Still University of Health Sciences',\n", - " 'Aaniiih Nakoda College',\n", - " 'ABC Adult School',\n", - " 'ABC Adult School - Cabrillo Lane',\n", - " 'ABC Beauty Academy',\n", - " 'ABCO Technology',\n", - " 'Abcott Institute',\n", - " 'Abilene Christian University',\n", - " 'Abilene Christian University-Undergraduate Online',\n", - " 'Abraham Baldwin Agricultural College',\n", - " 'Abraham Lincoln University',\n", - " 'Academia Medical Institute',\n", - " 'Academia Serrant Inc',\n", - " 'Academy College',\n", - " 'Academy Di Capelli -',\n", - " 'Academy Di Capelli-School of Cosmetology',\n", - " 'Academy for Careers and Technology',\n", - " 'Academy for Five Element Acupuncture',\n", - " 'Academy for Jewish Religion',\n", - " 'Academy for Jewish Religion California',\n", - " 'Academy for Nursing and Health Occupations',\n", - " 'Academy for Salon Professionals',\n", - " 'Academy of Allied Health Careers',\n", - " 'Academy of Art University',\n", - " 'Academy of Beauty Professionals',\n", - " 'Academy of Beauty Professionals',\n", - " 'Academy of Beauty Professionals',\n", - " 'Academy of Beauty Professionals',\n", - " 'Academy of Career Training',\n", - " 'Academy of Careers and Technology',\n", - " 'Academy of Chinese Culture and Health Sciences',\n", - " 'Academy of Cosmetology',\n", - " 'Academy of Cosmetology Barbering and Esthetics',\n", - " 'Academy of Cosmetology Inc',\n", - " 'Academy of Esthetics and Cosmetology',\n", - " 'Academy of Hair Design - Austin',\n", - " 'Academy of Hair Design-Grenada',\n", - " 'Academy of Hair Design-Jackson',\n", - " 'Academy of Hair Design-Jasper',\n", - " 'Academy of Hair Design-Las Vegas',\n", - " 'Academy of Hair Design-Lufkin',\n", - " 'Academy of Hair Design-Pearl',\n", - " 'Academy of Hair Design-Springfield',\n", - " 'Academy of Hair Technology',\n", - " 'Academy of Interactive Entertainment',\n", - " 'Academy of Interactive Entertainment',\n", - " 'Academy of Massage and Bodywork',\n", - " 'Academy of Natural Therapy Inc',\n", - " 'Academy of Professional Cosmetology',\n", - " 'Academy of Salon and Spa',\n", - " 'Academy of Salon Professionals',\n", - " 'Academy of Vocal Arts',\n", - " 'Acaydia School of Aesthetics',\n", - " 'Access Careers',\n", - " 'Access Careers-Islandia',\n", - " 'Ace Institute of Technology',\n", - " 'Acupuncture and Integrative Medicine College-Berkeley',\n", - " 'Acupuncture and Massage College',\n", - " 'Adams State University',\n", - " 'Adelphi University',\n", - " 'Adler Graduate School',\n", - " 'Adler University',\n", - " 'Adrian College',\n", - " 'Adrian H. Wallace Barber Academy',\n", - " \"Adrian's Beauty College of Turlock\",\n", - " 'Adult & Community Education Columbus City Schools - Fort Hayes Career',\n", - " 'Adult and Community Education-Hudson',\n", - " 'Adult and Continuing Education-BCTS',\n", - " 'Advance Beauty College',\n", - " 'Advance Beauty Techs Academy',\n", - " 'Advance Science International College',\n", - " 'Advanced Barber College and Hair Design',\n", - " 'Advanced Career Institute',\n", - " 'Advanced College of Cosmetology',\n", - " 'Advanced Technology Institute',\n", - " 'Advanced Training Institute',\n", - " 'Advanced Welding Institute',\n", - " 'Advantage Career Institute',\n", - " 'Advantage Technical College',\n", - " 'Advantage Technical College',\n", - " 'Advantage Technical College-Aguadilla',\n", - " 'AdventHealth University',\n", - " 'Aesthetic Science Institute',\n", - " 'Aesthetics Institute',\n", - " 'Agape College of Business and Science',\n", - " 'Agnes Scott College',\n", - " 'Aiken Technical College',\n", - " 'Aims Community College',\n", - " 'Air Force Institute of Technology-Graduate School of Engineering & '\n", - " 'Management',\n", - " 'Alabama A & M University',\n", - " 'Alabama College of Osteopathic Medicine',\n", - " 'Alabama School of Nail Technology & Cosmetology',\n", - " 'Alabama School of Nail Technology & Cosmetology - Saraland',\n", - " 'Alabama State University',\n", - " 'Alamance Community College',\n", - " 'Alamo City Barber College',\n", - " 'Alaska Bible College',\n", - " 'Alaska Career College',\n", - " 'Alaska Christian College',\n", - " 'Alaska Pacific University',\n", - " 'Alaska Vocational Technical Center',\n", - " 'Albany Beauty Academy',\n", - " 'Albany BOCES-Adult Practical Nursing Program',\n", - " 'Albany College of Pharmacy and Health Sciences',\n", - " 'Albany Law School',\n", - " 'Albany Medical College',\n", - " 'Albany State University',\n", - " 'Albany Technical College',\n", - " 'Albert Einstein College of Medicine',\n", - " 'Albertus Magnus College',\n", - " 'Albion College',\n", - " 'Albizu University-Miami',\n", - " 'Albizu University-San Juan',\n", - " 'Albright College',\n", - " 'Alcorn State University',\n", - " 'Alder Graduate School of Education',\n", - " 'Alexander Academy',\n", - " 'Alexander Paul Institute of Hair Design',\n", - " 'Alexandria Technical & Community College',\n", - " 'Alfred University',\n", - " 'Alhambra Medical University',\n", - " 'Alice Lloyd College',\n", - " 'All In The Wrist Barber Academy',\n", - " 'All-State Career School',\n", - " 'All-State Career School-Pittsburgh',\n", - " 'All-State Career-Baltimore',\n", - " 'Allan Hancock College',\n", - " 'Allegany College of Maryland',\n", - " 'Allegheny College',\n", - " 'Allegheny Wesleyan College',\n", - " 'Allen College',\n", - " 'Allen County Community College',\n", - " 'Allen School-Brooklyn',\n", - " 'Allen School-Jamaica',\n", - " 'Allen School-Phoenix',\n", - " 'Allen University',\n", - " 'Allgood Beauty Institute',\n", - " 'Alliance Computing Solutions',\n", - " 'Alliance Computing Solutions - NYC',\n", - " 'Alliant International University - Phoenix',\n", - " 'Alliant International University-Fresno',\n", - " 'Alliant International University-Irvine',\n", - " 'Alliant International University-Los Angeles',\n", - " 'Alliant International University-Sacramento',\n", - " 'Alliant International University-San Diego',\n", - " 'Alliant International University-San Francisco Bay Area',\n", - " 'Allied Health Careers Institute',\n", - " 'Allstate Hairstyling & Barber College',\n", - " 'Allure Beauty College',\n", - " 'Alma College',\n", - " 'Alpena Community College',\n", - " 'Altoona Beauty School Inc',\n", - " 'Alvernia University',\n", - " 'Alverno College',\n", - " 'Alvin Community College',\n", - " 'Amarillo College',\n", - " 'Amberton University',\n", - " 'Ambria College of Nursing',\n", - " 'America Evangelical University',\n", - " 'American Academy McAllister Institute of Funeral Service',\n", - " 'American Academy of Art College',\n", - " 'American Academy of Cosmetology',\n", - " 'American Academy of Dramatic Arts-Los Angeles',\n", - " 'American Academy of Dramatic Arts-New York',\n", - " 'American Academy of Health and Wellness',\n", - " 'American Advanced Technicians Institute',\n", - " 'American Baptist College',\n", - " 'American Barber and Beauty Academy',\n", - " 'American Beauty Academy',\n", - " 'American Beauty Academy-West Valley Campus',\n", - " 'American Beauty College',\n", - " 'American Beauty School',\n", - " 'American Beauty Schools',\n", - " 'American Career College-Anaheim',\n", - " 'American Career College-Los Angeles',\n", - " 'American Career College-Ontario',\n", - " 'American College of Acupuncture and Oriental Med',\n", - " 'American College of Barbering',\n", - " 'American College of Barbering - Florence',\n", - " 'American College of Education',\n", - " 'American College of Financial Services',\n", - " 'American College of Healthcare and Technology',\n", - " 'American College of Healthcare and Technology',\n", - " 'American College of Healthcare and Technology-Santa Ana',\n", - " 'American College of Healthcare Sciences',\n", - " 'American College of the Building Arts',\n", - " 'American Educational College',\n", - " 'American Film Institute Conservatory',\n", - " 'American Hair Academy',\n", - " 'American Institute',\n", - " 'American Institute of Alternative Medicine',\n", - " 'American Institute of Alternative Medicine',\n", - " 'American Institute of Beauty',\n", - " 'American Institute of Healthcare & Technology',\n", - " 'American Institute of Massage Therapy',\n", - " 'American Institute of Medical Sciences & Education',\n", - " 'American Institute-Cherry Hill',\n", - " 'American Institute-Clifton',\n", - " 'American Institute-Somerset',\n", - " 'American Institute-Toms River',\n", - " 'American Institute-West Hartford',\n", - " 'American InterContinental University System',\n", - " 'American InterContinental University-Atlanta',\n", - " 'American InterContinental University-Houston',\n", - " 'American International College',\n", - " 'American Islamic College',\n", - " 'American Jewish University',\n", - " 'American Massage & Bodywork Institute',\n", - " 'American Medical Academy',\n", - " 'American Medical Sciences Center',\n", - " 'American Musical and Dramatic Academy',\n", - " 'American National University',\n", - " 'American National University-Pikeville',\n", - " 'American Public University System',\n", - " 'American River College',\n", - " 'American Samoa Community College',\n", - " 'American Technical Institute',\n", - " 'American Trade School',\n", - " 'American University',\n", - " 'American University of Health Sciences',\n", - " 'Americare Technical School',\n", - " 'AMG School of Nursing',\n", - " 'Amherst College',\n", - " 'Amridge University',\n", - " 'Ana G. Mendez University',\n", - " 'Anabaptist Mennonite Biblical Seminary',\n", - " 'Anderson University',\n", - " 'Anderson University',\n", - " 'Andrew College',\n", - " 'Andrews University',\n", - " 'Angeles College',\n", - " 'Angeles Institute',\n", - " 'Angelina College',\n", - " 'Angelo State University',\n", - " 'Ann Webb Skin Institute',\n", - " 'Anna Maria College',\n", - " 'Anne Arundel Community College',\n", - " 'Annenberg School of Nursing',\n", - " 'Anoka Technical College',\n", - " 'Anoka-Ramsey Community College',\n", - " 'Anoka-Ramsey Community College-Cambridge Campus',\n", - " 'Another Level Barbering and Cosmetology School',\n", - " 'Antelope Valley Community College District',\n", - " 'Antigua College International',\n", - " 'Antilles School of Technical Careers',\n", - " 'Antioch College',\n", - " 'Antioch University',\n", - " 'Antioch University-Los Angeles',\n", - " 'Antioch University-New England',\n", - " 'Antioch University-Santa Barbara',\n", - " 'Antioch University-Seattle',\n", - " 'AOMA Graduate School of Integrative Medicine',\n", - " 'Aparicio-Levy Technical College',\n", - " 'Apex Academy Hair Skin Nails School of Cosmetology',\n", - " 'Apex College of Veterinary Technology',\n", - " 'Apex Technical School',\n", - " 'Apollo Career Center',\n", - " 'Appalachian Beauty School',\n", - " 'Appalachian Bible College',\n", - " 'Appalachian College of Pharmacy',\n", - " 'Appalachian School of Law',\n", - " 'Appalachian State University',\n", - " 'Applied Technology Services',\n", - " 'Aquinas College',\n", - " 'Aquinas Institute of Theology',\n", - " 'Arapahoe Community College',\n", - " 'Arcadia University',\n", - " 'Arclabs',\n", - " 'Arizona Academy of Beauty',\n", - " 'Arizona Christian University',\n", - " 'Arizona College of Nursing-Aurora',\n", - " 'Arizona College of Nursing-Cincinnati',\n", - " 'Arizona College of Nursing-Cleveland',\n", - " 'Arizona College of Nursing-Dallas',\n", - " 'Arizona College of Nursing-Falls Church',\n", - " 'Arizona College of Nursing-Fort Lauderdale',\n", - " 'Arizona College of Nursing-Las Vegas',\n", - " 'Arizona College of Nursing-Ontario',\n", - " 'Arizona College of Nursing-Phoenix',\n", - " 'Arizona College of Nursing-Salt Lake City',\n", - " 'Arizona College of Nursing-Sarasota',\n", - " 'Arizona College of Nursing-Southfield',\n", - " 'Arizona College of Nursing-Tampa',\n", - " 'Arizona College of Nursing-Tempe',\n", - " 'Arizona College of Nursing-Tucson',\n", - " 'Arizona College-Glendale',\n", - " 'Arizona College-Mesa',\n", - " 'Arizona Culinary Institute',\n", - " 'Arizona School of Acupuncture and Oriental Medicine',\n", - " 'Arizona School of Integrative Studies',\n", - " 'Arizona State University - Cochise',\n", - " 'Arizona State University - Lake Havasu',\n", - " 'Arizona State University - Mesa City Center',\n", - " 'Arizona State University - Northeastern Arizona',\n", - " 'Arizona State University - Pima',\n", - " 'Arizona State University - Pinal',\n", - " 'Arizona State University - The Gila Valley',\n", - " 'Arizona State University - Tucson',\n", - " 'Arizona State University - Washington D.C.',\n", - " 'Arizona State University - Yavapai',\n", - " 'Arizona State University - Yuma',\n", - " 'Arizona State University Campus Immersion',\n", - " 'Arizona State University Digital Immersion',\n", - " 'Arizona State University-Downtown Phoenix',\n", - " 'Arizona State University-Polytechnic',\n", - " 'Arizona State University-West',\n", - " 'Arizona Western College',\n", - " 'Arkansas Baptist College',\n", - " 'Arkansas Beauty College',\n", - " 'Arkansas Beauty School-Little Rock',\n", - " 'Arkansas College of Barbering and Hair Design',\n", - " 'Arkansas Colleges of Health Education',\n", - " 'Arkansas Northeastern College',\n", - " 'Arkansas State University',\n", - " 'Arkansas State University Mid-South',\n", - " 'Arkansas State University Three Rivers',\n", - " 'Arkansas State University-Beebe',\n", - " 'Arkansas State University-Mountain Home',\n", - " 'Arkansas State University-Newport',\n", - " 'Arkansas Tech University',\n", - " 'Arkansas Technical School',\n", - " 'Arkansas Welding Academy',\n", - " 'Arlington Baptist University',\n", - " 'Arlington Career Institute',\n", - " 'Arnolds Beauty School',\n", - " 'Arnot Ogden Medical Center',\n", - " 'Arrojo Cosmetology School',\n", - " 'Art Academy of Cincinnati',\n", - " 'Art Center College of Design',\n", - " \"Arthur's Beauty College\",\n", - " \"Arthur's Beauty College\",\n", - " \"Arthur's Beauty College\",\n", - " 'Artisan Academy of Cosmetology',\n", - " 'Artistic Academy of Hair Design',\n", - " 'Artistic Nails and Beauty Academy-Lakeland',\n", - " 'Artistic Nails and Beauty Academy-Tampa',\n", - " 'Asbury Theological Seminary',\n", - " 'Asbury University',\n", - " 'Ascent College',\n", - " 'Asher College',\n", - " 'Asher Institute of Hampton',\n", - " 'Asheville-Buncombe Technical Community College',\n", - " 'Ashford University',\n", - " 'Ashland Community and Technical College',\n", - " 'Ashland County-West Holmes Career Center',\n", - " 'Ashland University',\n", - " 'Ashtabula County Technical and Career Campus',\n", - " 'ASI Career Institute',\n", - " 'Asian-American International Beauty College',\n", - " 'Aspen Beauty Academy of Laurel',\n", - " 'Aspen University',\n", - " 'ASPIRA City College',\n", - " 'Assabet Valley Regional Technical School',\n", - " 'Associated Barber College of San Diego',\n", - " 'Associated Beth Rivkah Schools',\n", - " 'Associated Technical College-Los Angeles',\n", - " 'Associated Technical College-San Diego',\n", - " 'Assumption College for Sisters',\n", - " 'Assumption University',\n", - " 'ATA Career Education',\n", - " 'ATA College',\n", - " 'ATA College',\n", - " 'ATA College',\n", - " 'ATA College-Cincinnati',\n", - " 'Atelier Esthetique Institute of Esthetics',\n", - " 'Atenas College',\n", - " 'Athena Career Academy',\n", - " 'Athenaeum of Ohio',\n", - " 'Athens State University',\n", - " 'Athens Technical College',\n", - " 'ATI College-Whittier',\n", - " 'Atlanta Institute of Music and Media',\n", - " 'Atlanta Metropolitan State College',\n", - " 'Atlanta School of Massage',\n", - " 'Atlanta Technical College',\n", - " \"Atlanta's John Marshall Law School\",\n", - " 'Atlantic Cape Community College',\n", - " 'Atlantic Institute of Oriental Medicine',\n", - " 'Atlantic Technical College',\n", - " 'Atlantic University',\n", - " 'Atlantis University',\n", - " 'Auburn Career Center',\n", - " 'Auburn University',\n", - " 'Auburn University at Montgomery',\n", - " 'Augsburg University',\n", - " 'Augusta School of Massage',\n", - " 'Augusta Technical College',\n", - " 'Augusta University',\n", - " 'Augustana College',\n", - " 'Augustana University',\n", - " 'Auguste Escoffier School of Culinary Arts-Austin',\n", - " 'Auguste Escoffier School of Culinary Arts-Boulder',\n", - " 'Aultman College of Nursing and Health Sciences',\n", - " 'Aurora University',\n", - " 'Austin Career Institute',\n", - " 'Austin College',\n", - " 'Austin Community College District',\n", - " 'Austin Kade Academy',\n", - " 'Austin Medical Assistant Training',\n", - " 'Austin Peay State University',\n", - " 'Austin Presbyterian Theological Seminary',\n", - " 'Austin Presbyterian Theological Seminary- YMCA Outdoor Center',\n", - " \"Austin's Beauty College Inc\",\n", - " 'Automeca Technical College-Aguadilla',\n", - " 'Automeca Technical College-Bayamon',\n", - " 'Automeca Technical College-Caguas',\n", - " 'Automeca Technical College-Ponce',\n", - " 'Automotive Training Center-Exton',\n", - " 'Automotive Training Center-Warminster',\n", - " 'Autry Technology Center',\n", - " 'Avalon Institute-Aurora',\n", - " 'Avalon Institute-Las Vegas',\n", - " 'Avalon Institute-Layton',\n", - " 'Avalon Institute-Mesa',\n", - " 'Avalon Institute-Phoenix',\n", - " 'Avalon School of Cosmetology',\n", - " 'Ave Maria School of Law',\n", - " 'Ave Maria University',\n", - " 'Aveda Arts & Sciences Institute Lafayette-Arlington',\n", - " 'Aveda Arts & Sciences Institute Minneapolis',\n", - " 'Aveda Arts & Sciences Institute Seattle',\n", - " 'Aveda Arts & Sciences Institute-Baton Rouge',\n", - " 'Aveda Arts & Sciences Institute-Covington',\n", - " 'Aveda Arts & Sciences Institute-Lafayette',\n", - " 'Aveda Arts & Sciences Institute-New York',\n", - " 'Aveda Arts & Sciences Institute-San Antonio',\n", - " \"Aveda Fredric's Institute-Cincinnati\",\n", - " \"Aveda Fredric's Institute-Indianapolis\",\n", - " 'Aveda Institute Montana',\n", - " 'Aveda Institute Portland-Vancouver Campus',\n", - " 'Aveda Institute Tucson-Avondale',\n", - " 'Aveda Institute-Boise',\n", - " 'Aveda Institute-Chapel Hill',\n", - " 'Aveda Institute-Chicago',\n", - " 'Aveda Institute-Columbus',\n", - " 'Aveda Institute-Denver',\n", - " 'Aveda Institute-Des Moines',\n", - " 'Aveda Institute-Fort Myers',\n", - " 'Aveda Institute-Madison',\n", - " 'Aveda Institute-Maryland',\n", - " 'Aveda Institute-New Mexico',\n", - " 'Aveda Institute-Phoenix',\n", - " 'Aveda Institute-Portland',\n", - " 'Aveda Institute-Provo',\n", - " 'Aveda Institute-South Florida',\n", - " 'Aveda Institute-Tallahassee',\n", - " 'Aveda Institute-Tucson',\n", - " 'Aveda Institute-Twin Falls',\n", - " 'Avenue Academy A Cosmetology Institute',\n", - " 'Avenue Five Institute',\n", - " 'Avenue Five Institute-South Austin Campus',\n", - " 'Avera McKennan Hospital School of Radiologic Technology',\n", - " 'Avera Sacred Heart Hospital',\n", - " 'Averett University',\n", - " 'Avery James College',\n", - " 'Avi Career Training',\n", - " 'Aviation Institute of Maintenance-Atlanta',\n", - " 'Aviation Institute of Maintenance-Charlotte',\n", - " 'Aviation Institute of Maintenance-Chicago',\n", - " 'Aviation Institute of Maintenance-Dallas',\n", - " 'Aviation Institute of Maintenance-Fremont',\n", - " 'Aviation Institute of Maintenance-Houston',\n", - " 'Aviation Institute of Maintenance-Indianapolis',\n", - " 'Aviation Institute of Maintenance-Kansas City',\n", - " 'Aviation Institute of Maintenance-Las Vegas',\n", - " 'Aviation Institute of Maintenance-Manassas',\n", - " 'Aviation Institute of Maintenance-Norfolk',\n", - " 'Aviation Institute of Maintenance-Orlando',\n", - " 'Aviation Institute of Maintenance-Philadelphia',\n", - " 'Aviation Institute of Maintenance-Phoenix',\n", - " 'Aviation Institute of Maintenance-Teterboro',\n", - " 'Aviator College of Aeronautical Science & Technology - Kissimmee',\n", - " 'Aviator College of Aeronautical Science and Technology',\n", - " 'Avila University',\n", - " 'Award Beauty School',\n", - " 'Ayers Career College',\n", - " 'Azusa Pacific University',\n", - " 'B M Spurr School of Practical Nursing',\n", - " 'Babson College',\n", - " 'Bacone College',\n", - " 'Bais Binyomin Academy',\n", - " 'Bais HaMedrash and Mesivta of Baltimore',\n", - " 'Bais Medrash Elyon',\n", - " 'Bais Medrash Mayan Hatorah',\n", - " 'Bais Medrash of Dexter Park',\n", - " 'Bais Medrash Toras Chesed',\n", - " 'Baker College',\n", - " 'Baker College - Royal Oak Campus',\n", - " 'Baker College of Cadillac',\n", - " 'Baker College of Jackson',\n", - " 'Baker College of Muskegon',\n", - " 'Baker University',\n", - " 'Baker University School of Nursing',\n", - " 'Bakersfield College',\n", - " 'Bakke Graduate University',\n", - " 'Baldwin Beauty School-North Austin',\n", - " 'Baldwin Beauty School-South Austin',\n", - " 'Baldwin Park Adult & Community Education',\n", - " 'Baldwin Wallace University',\n", - " 'Ball State University',\n", - " 'Baltimore Beauty & Barber School II',\n", - " 'Baltimore City Community College',\n", - " 'Baltimore Studio of Hair Design',\n", - " 'Bancroft School of Massage Therapy',\n", - " 'Bank Street College of Education',\n", - " 'Baptist Health College Little Rock',\n", - " 'Baptist Health Sciences University',\n", - " 'Baptist Health System School of Health Professions',\n", - " 'Baptist Missionary Association Theological Seminary',\n", - " 'Baptist University of Florida',\n", - " 'Baptist University of the Americas',\n", - " 'Barber & Beauty Institute of New York',\n", - " 'Barber and Beauty Academy of Pennsylvania',\n", - " 'Barber Education Academy',\n", - " 'Barber Institute of Texas',\n", - " 'Barber School of Pittsburgh',\n", - " 'Barber Tech Academy',\n", - " 'Barber Tech Academy-Columbia',\n", - " 'Barbers Trade School',\n", - " 'Barclay College',\n", - " 'Bard College',\n", - " 'Bard College - Albion Correctional Facility',\n", - " 'Bard College - Bard Globalization and International Affairs Program',\n", - " 'Bard College - BHSEC Newark',\n", - " 'Bard College - Brooklyn Public Library',\n", - " 'Bard College - Coxsackie Correctional Facility',\n", - " 'Bard College - Eastern NY Correctional Facility',\n", - " 'Bard College - Fishkill Correctional Facility',\n", - " 'Bard College - Green Haven Correctional Facility',\n", - " 'Bard College - Holyoke Microcollege',\n", - " 'Bard College - New York Public Library Countee Cullen Branch',\n", - " 'Bard College - Taconic Correctional Facility',\n", - " 'Bard College - Woodbourne Correctional Facility',\n", - " \"Bard College at Simon's Rock\",\n", - " 'Barnard College',\n", - " 'Barnes-Jewish College Goldfarb School of Nursing',\n", - " 'Barry University',\n", - " 'Barry University Law School',\n", - " 'Barstow Community College',\n", - " 'Barton College',\n", - " 'Barton County Community College',\n", - " 'Bastyr University',\n", - " 'Bates College',\n", - " 'Bates Technical College',\n", - " 'Baton Rouge Community College',\n", - " 'Baton Rouge General Medical Center School of Nursing & School of Radiologic '\n", - " 'Technology',\n", - " 'Bay Area Medical Academy',\n", - " 'Bay Area Medical Academy - San Jose Satellite Location',\n", - " 'Bay de Noc Community College',\n", - " 'Bay Mills Community College',\n", - " 'Bay Path University',\n", - " 'Bayamon Community College',\n", - " 'Baylor College of Medicine',\n", - " 'Baylor University',\n", - " 'Bayshire Academy of Beauty Craft Inc',\n", - " \"Be'er Yaakov Talmudic Seminary\",\n", - " 'Beacon College',\n", - " 'Beal University',\n", - " 'Beal University',\n", - " 'Beau Monde Academy of Barbering and Cosmetology',\n", - " 'Beaufort County Community College',\n", - " 'Beaumont Adult School',\n", - " 'Beauty Academy of South Florida',\n", - " 'Beaver Beauty Academy',\n", - " 'Beckfield College-Florence',\n", - " 'Beis Medrash Heichal Dovid',\n", - " 'Bel-Rea Institute of Animal Technology',\n", - " 'Belanger School of Nursing',\n", - " 'Belbo Beauty Institute',\n", - " 'Belhaven University',\n", - " 'Bell Mar Beauty College',\n", - " 'Bella Capelli Academy',\n", - " 'Bella Cosmetology and Barber College',\n", - " 'Bellarmine University',\n", - " 'Bellasa Professional Institute',\n", - " 'Belle Academy of Cosmetology LLC',\n", - " 'Bellevue College',\n", - " 'Bellevue University',\n", - " 'Bellin College',\n", - " 'Bellingham Technical College',\n", - " 'Bellus Academy',\n", - " 'Bellus Academy-Chula Vista',\n", - " 'Bellus Academy-El Cajon',\n", - " 'Bellus Academy-Poway',\n", - " 'Belmont Abbey College',\n", - " 'Belmont College',\n", - " 'Belmont University',\n", - " 'Beloit College',\n", - " 'Bemidji State University',\n", - " 'Ben Franklin Career Center',\n", - " \"Bene's Career Academy\",\n", - " 'Benedict College',\n", - " 'Benedictine College',\n", - " 'Benedictine University',\n", - " 'Benjamin Franklin Cummings Institute of Technology',\n", - " 'Bennett Career Institute',\n", - " 'Bennett College',\n", - " 'Bennington College',\n", - " 'Bentley University',\n", - " 'Berea College',\n", - " 'Bergen Community College',\n", - " 'Bergin University of Canine Studies',\n", - " 'Berk Trade and Business School',\n", - " 'Berkeley City College',\n", - " 'Berkeley College-New York',\n", - " 'Berkeley College-Woodland Park',\n", - " 'Berkeley School of Theology',\n", - " 'Berklee College of Music',\n", - " 'Berkowits School of Electrolysis',\n", - " 'Berks Career & Technology Center',\n", - " 'Berkshire Community College',\n", - " 'Berry College',\n", - " 'Best Care College',\n", - " 'Bet Medrash Gadol Ateret Torah',\n", - " 'Beth Hamedrash Shaarei Yosher Institute',\n", - " 'Beth Medrash Govoha',\n", - " 'Beth Medrash Meor Yitzchok',\n", - " 'Beth Medrash of Asbury Park',\n", - " 'Bethany College',\n", - " 'Bethany College',\n", - " 'Bethany Global University',\n", - " 'Bethany Lutheran College',\n", - " 'Bethany Theological Seminary',\n", - " 'Bethel College-North Newton',\n", - " 'Bethel University',\n", - " 'Bethel University',\n", - " 'Bethel University',\n", - " 'Bethesda University',\n", - " 'Bethlehem College & Seminary',\n", - " 'Bethune-Cookman University',\n", - " 'Beulah Heights University',\n", - " 'Beverly Hills Design Institute',\n", - " 'Bevill State Community College',\n", - " 'Bexley Hall Seabury Western Theological Seminary Federation Inc.',\n", - " 'Beyond 21st Century Beauty Academy',\n", - " 'Beyond Measure Barbering Institute',\n", - " 'Big Bend Community College',\n", - " 'Big Bend Technical College',\n", - " 'Big Sandy Community and Technical College',\n", - " 'Binghamton University',\n", - " 'Biola University',\n", - " 'Birmingham-Southern College',\n", - " 'Bishop State Community College',\n", - " 'Bismarck State College',\n", - " \"BJ's Beauty & Barber College\",\n", - " 'BK Cosmo College of Cosmetology',\n", - " 'Black Hawk College',\n", - " 'Black Hills State University',\n", - " 'Black River Technical College',\n", - " 'Blackburn College',\n", - " 'Blackfeet Community College',\n", - " 'Blackhawk Technical College',\n", - " 'Blackstone Valley Vocational Regional School District',\n", - " 'Bladen Community College',\n", - " 'Blake Austin College',\n", - " \"Blalock's Professional Beauty College\",\n", - " 'Blessing Rieman College of Nursing and Health Sciences',\n", - " 'Blinn College District',\n", - " 'Bloomfield College',\n", - " 'Blue Cliff Career College',\n", - " 'Blue Cliff College',\n", - " 'Blue Cliff College-Alexandria',\n", - " 'Blue Cliff College-Gulfport',\n", - " 'Blue Cliff College-Lafayette',\n", - " 'Blue Cliff College-Metairie',\n", - " 'Blue Hills Regional Technical School',\n", - " 'Blue Mountain Christian University',\n", - " 'Blue Mountain Community College',\n", - " 'Blue Ridge Community and Technical College',\n", - " 'Blue Ridge Community College',\n", - " 'Blue Ridge Community College',\n", - " 'Bluefield College - Edward Via College of Osteopathic Medicine',\n", - " 'Bluefield State University',\n", - " 'Bluefield University',\n", - " 'Bluegrass Community and Technical College',\n", - " 'Bluffton University',\n", - " 'Bnos Zion Of Bobov Seminary',\n", - " 'Bob Jones University',\n", - " 'Boca Beauty Academy',\n", - " 'Boca Beauty Academy-Parkland',\n", - " 'Body Wisdom Massage Therapy School',\n", - " 'Boise Barber College',\n", - " 'Boise Bible College',\n", - " 'Boise State University',\n", - " 'Bolivar Technical College',\n", - " 'Bon Secours Memorial College of Nursing',\n", - " \"Bon Secours St Mary's Hospital School of Medical Imaging\",\n", - " 'Bonnie Joseph Academy of Cosmetology & Barbering',\n", - " 'Boone Career and Technical Center',\n", - " 'Boricua College',\n", - " \"Borner's Barber College\",\n", - " \"Bos-Man's Barber College\",\n", - " 'Bossier Parish Community College',\n", - " 'Boston Architectural College',\n", - " 'Boston Baptist College',\n", - " 'Boston College',\n", - " 'Boston Graduate School of Psychoanalysis Inc',\n", - " 'Boston University',\n", - " 'Bowdoin College',\n", - " 'Bowie State University',\n", - " 'Bowling Green State University-Firelands',\n", - " 'Bowling Green State University-Main Campus',\n", - " 'Bradley University',\n", - " 'Brand College',\n", - " 'Brandeis University',\n", - " 'Branford Academy of Hair & Cosmetology-Bridgeport',\n", - " 'Branford Academy of Hair and Cosmetology',\n", - " 'Brazosport College',\n", - " 'Brenau University',\n", - " 'Brescia University',\n", - " 'Brevard College',\n", - " 'Brewton-Parker College',\n", - " 'Briar Cliff University',\n", - " 'Bridgerland Technical College',\n", - " 'Bridges Beauty College',\n", - " 'Bridges Christian College',\n", - " 'BridgeValley Community & Technical College',\n", - " 'Bridgewater College',\n", - " 'Bridgewater State University',\n", - " 'Brigham Young University',\n", - " 'Brigham Young University-Hawaii',\n", - " 'Brigham Young University-Idaho',\n", - " \"Brighton Center's Center for Employment Training\",\n", - " 'Brighton Institute of Cosmetology',\n", - " 'Brightpoint Community College',\n", - " 'Brillare Beauty Institute',\n", - " 'Bristol Community College',\n", - " 'Bristol Technical Education Center',\n", - " 'Brite Divinity School',\n", - " 'Brittany Beauty Academy',\n", - " 'Brittany Beauty Academy',\n", - " 'Brittany Beauty Academy',\n", - " 'Broken Arrow Beauty College',\n", - " 'Brookdale Community College',\n", - " 'Brookline College-Albuquerque',\n", - " 'Brookline College-Phoenix',\n", - " 'Brookline College-Tempe',\n", - " 'Brookline College-Tucson',\n", - " 'Brooklyn Law School',\n", - " 'Broome Delaware Tioga BOCES-Practical Nursing Program',\n", - " 'Broward College',\n", - " 'Brown & Clermont Adult Career Campuses',\n", - " 'Brown Aveda Institute-Mentor',\n", - " 'Brown Aveda Institute-Strongsville',\n", - " 'Brown Beauty Barber School',\n", - " 'Brown University',\n", - " 'Brownson Technical School',\n", - " 'Brunswick Community College',\n", - " 'Bryan College of Health Sciences',\n", - " 'Bryan College-Dayton',\n", - " 'Bryan University',\n", - " 'Bryan University',\n", - " 'Bryant & Stratton College-Akron',\n", - " 'Bryant & Stratton College-Albany',\n", - " 'Bryant & Stratton College-Amherst',\n", - " 'Bryant & Stratton College-Bayshore',\n", - " 'Bryant & Stratton College-Buffalo',\n", - " 'Bryant & Stratton College-Greece',\n", - " 'Bryant & Stratton College-Hampton',\n", - " 'Bryant & Stratton College-Henrietta',\n", - " 'Bryant & Stratton College-Online',\n", - " 'Bryant & Stratton College-Parma',\n", - " 'Bryant & Stratton College-Racine',\n", - " 'Bryant & Stratton College-Richmond',\n", - " 'Bryant & Stratton College-Solon',\n", - " 'Bryant & Stratton College-Southtowns',\n", - " 'Bryant & Stratton College-Syracuse',\n", - " 'Bryant & Stratton College-Syracuse North',\n", - " 'Bryant & Stratton College-Virginia Beach',\n", - " 'Bryant & Stratton College-Wauwatosa',\n", - " 'Bryant University',\n", - " 'Bryn Athyn College of the New Church',\n", - " 'Bryn Mawr College',\n", - " 'Buckeye Hills Career Center',\n", - " 'Buckeye Joint Vocational School',\n", - " 'Bucknell University',\n", - " 'Buckner Barber School',\n", - " 'Bucks County Community College',\n", - " 'Bucks County Community College-Gene and Marlene Epstein Campus at Lower '\n", - " 'Bucks',\n", - " 'Bucks County Community College-Upper Bucks Campus',\n", - " 'Bucks County School of Beauty Culture Inc',\n", - " 'Buena Vista University',\n", - " 'Bull City Durham Beauty and Barber College',\n", - " 'Bunker Hill Community College',\n", - " 'Burlington County Institute of Technology - Adult Education -',\n", - " 'Burlington County Institute of Technology-Adult Education',\n", - " 'Burrell College of Osteopathic Medicine',\n", - " 'Bushnell University',\n", - " 'Bushnell University - Roseburg Campus',\n", - " 'Butler Beauty Academy',\n", - " 'Butler Beauty Academy-Kittanning Beauty Academy',\n", - " 'Butler Beauty Academy-New Castle Beauty Academy',\n", - " 'Butler Community College',\n", - " 'Butler County Community College',\n", - " 'Butler Technology and Career Development Schools',\n", - " 'Butler University',\n", - " 'Butte Academy of Beauty Culture',\n", - " 'Butte College',\n", - " 'Butte County Regional Occupational Program',\n", - " 'Byzantine Catholic Seminary of Saints Cyril and Methodius',\n", - " 'CAAN Academy of Nursing',\n", - " 'Cabarrus College of Health Sciences',\n", - " 'Cabell County Career Technology Center',\n", - " 'Cabrillo College',\n", - " 'Cabrini University',\n", - " 'Caddo Kiowa Technology Center',\n", - " 'Cadillac Institute of Cosmetology',\n", - " 'Cairn University-Langhorne',\n", - " 'Cal Northern School of Law',\n", - " 'CALC Institute of Technology',\n", - " 'CalCopa Massage School',\n", - " 'Caldwell Community College and Technical Institute',\n", - " 'Caldwell University',\n", - " 'California Aeronautical University',\n", - " 'California Baptist University',\n", - " 'California Barber and Beauty College',\n", - " 'California Beauty School',\n", - " 'California Career College',\n", - " 'California Career Institute',\n", - " 'California College of ASU',\n", - " 'California College of Barbering and Cosmetology',\n", - " 'California College of Music',\n", - " 'California College of the Arts',\n", - " 'California Hair Design Academy',\n", - " 'California Healing Arts College',\n", - " 'California Health Sciences University',\n", - " 'California Indian Nations College',\n", - " 'California Institute of Advanced Management',\n", - " 'California Institute of Arts & Technology',\n", - " 'California Institute of Arts & Technology-National City',\n", - " 'California Institute of Integral Studies',\n", - " 'California Institute of Medical Science',\n", - " 'California Institute of Technology',\n", - " 'California Institute of the Arts',\n", - " 'California Intercontinental University',\n", - " 'California Jazz Conservatory',\n", - " 'California Lutheran University',\n", - " 'California Miramar University',\n", - " 'California Northstate University',\n", - " 'California Nurses Educational Institute',\n", - " 'California Polytechnic State University-San Luis Obispo',\n", - " 'California State Polytechnic University-Humboldt',\n", - " 'California State Polytechnic University-Pomona',\n", - " 'California State University Maritime Academy',\n", - " 'California State University-Bakersfield',\n", - " 'California State University-Channel Islands',\n", - " 'California State University-Chico',\n", - " 'California State University-Dominguez Hills',\n", - " 'California State University-East Bay',\n", - " 'California State University-Fresno',\n", - " 'California State University-Fullerton',\n", - " 'California State University-Long Beach',\n", - " 'California State University-Los Angeles',\n", - " 'California State University-Monterey Bay',\n", - " 'California State University-Northridge',\n", - " 'California State University-Sacramento',\n", - " 'California State University-San Bernardino',\n", - " 'California State University-San Marcos',\n", - " 'California State University-Stanislaus',\n", - " 'California University of Science and Medicine',\n", - " 'California Western School of Law',\n", - " 'Calumet College of Saint Joseph',\n", - " 'Calvary University',\n", - " 'Calvin Theological Seminary',\n", - " 'Calvin University',\n", - " 'Calvin University - Handlon Campus',\n", - " 'Cambridge College',\n", - " 'Cambridge College of Healthcare & Technology',\n", - " 'Cambridge College of Healthcare & Technology',\n", - " 'Cambridge College of Healthcare & Technology',\n", - " 'Cambridge College of Healthcare & Technology - Miami Gardens',\n", - " 'Cambridge Technical Institute',\n", - " 'Camden County College',\n", - " 'Cameo Beauty Academy',\n", - " 'Cameo College of Essential Beauty',\n", - " 'Cameron University',\n", - " 'Campbell University',\n", - " 'Campbellsville University',\n", - " 'Canada College',\n", - " 'Canadian Valley Technology Center',\n", - " 'Canisius University',\n", - " 'Cankdeska Cikana Community College',\n", - " 'Cannella School of Hair Design-Chicago',\n", - " 'Cannella School of Hair Design-Chicago',\n", - " 'Cannella School of Hair Design-Villa Park',\n", - " 'Canton City Schools Adult Career and Technical Education',\n", - " 'Cape Cod Community College',\n", - " 'Cape Coral Technical College',\n", - " 'Cape Fear Community College',\n", - " 'Cape Girardeau Career and Technology Center',\n", - " 'Capella University',\n", - " 'Capilo School of Hair Design',\n", - " 'Capital Area Career Center',\n", - " 'Capital Health School of Nursing',\n", - " 'Capital Health School of Radiologic Technology',\n", - " 'Capital University',\n", - " 'Capitol Beauty School',\n", - " 'Capitol Technology University',\n", - " 'Capri Beauty College',\n", - " 'Capri Beauty College',\n", - " 'Capri College-Cedar Rapids',\n", - " 'Capri College-Davenport',\n", - " 'Capri College-Dubuque',\n", - " 'Capri Cosmetology Learning Centers',\n", - " 'Capstone College',\n", - " 'Cardiac and Vascular Institute of Ultrasound',\n", - " 'Career Academy of Beauty',\n", - " 'Career Academy of Hair Design',\n", - " 'Career Academy of Hair Design - Fort Smith',\n", - " 'Career Academy of Hair Design-Fayetteville',\n", - " 'Career Academy of Hair Design-Rogers',\n", - " 'Career Academy of Hair Design-Siloam Springs',\n", - " 'Career and Technology Education Centers of Licking County',\n", - " 'Career Care Institute',\n", - " 'Career Center of Southern Illinois',\n", - " 'Career Development Institute Inc',\n", - " 'Career Networks Institute',\n", - " 'Career School of NY',\n", - " 'Career Technical Institute',\n", - " 'Career Technology Center of Lackawanna County',\n", - " 'Careers Unlimited',\n", - " 'Caribbean Aviation Training Institute Inc',\n", - " 'Caribbean Forensic and Technical College',\n", - " 'Caribbean University-Bayamon',\n", - " 'Caribbean University-Carolina',\n", - " 'Caribbean University-Ponce',\n", - " 'Caribbean University-Vega Baja',\n", - " 'Caris College',\n", - " 'Carl Albert State College',\n", - " 'Carl Sandburg College',\n", - " 'Carleton College',\n", - " 'Carlow University',\n", - " 'Carlson College of Massage Therapy',\n", - " 'Carnegie Institute',\n", - " 'Carnegie Mellon University',\n", - " 'Carolina Christian College',\n", - " 'Carolina College of Biblical Studies',\n", - " 'Carolina College of Hair Design Inc',\n", - " 'Carolina University',\n", - " 'Carolinas College of Health Sciences',\n", - " 'Carrington College-Albuquerque',\n", - " 'Carrington College-Boise',\n", - " 'Carrington College-Las Vegas',\n", - " 'Carrington College-Mesa',\n", - " 'Carrington College-Phoenix North',\n", - " 'Carrington College-Pleasant Hill Campus',\n", - " 'Carrington College-Portland',\n", - " 'Carrington College-Reno',\n", - " 'Carrington College-Sacramento',\n", - " 'Carrington College-San Jose',\n", - " 'Carrington College-San Leandro Campus',\n", - " 'Carrington College-Spokane',\n", - " 'Carrington College-Stockton',\n", - " 'Carrington College-Tucson',\n", - " 'Carroll College',\n", - " 'Carroll Community College',\n", - " 'Carroll University',\n", - " 'Carson-Newman University',\n", - " 'Carteret Community College',\n", - " 'Carthage College',\n", - " 'Carthage R9 School District-Carthage Technical Center',\n", - " 'Carver Career Center',\n", - " 'Casa Loma College - Nashville',\n", - " 'Casa Loma College-Los Angeles',\n", - " 'Casal Aveda Institute',\n", - " 'Casal Institute of Nevada',\n", - " 'Cascadia College',\n", - " 'Case Western Reserve University',\n", - " 'Casper College',\n", - " 'Cass Career Center',\n", - " 'Catawba College',\n", - " 'Catawba Valley Community College',\n", - " 'Catherine Hinds Institute of Esthetics',\n", - " 'Catholic Distance University',\n", - " 'Catholic Theological Union at Chicago',\n", - " 'Cattaraugus Allegany BOCES-Practical Nursing Program',\n", - " 'Cayce/Reilly School of Massage',\n", - " 'Cayuga County Community College',\n", - " 'Cayuga Onondaga BOCES-Practical Nursing Program',\n", - " 'CBD College',\n", - " 'CBT Technology Institute-Cutler Bay',\n", - " 'CBT Technology Institute-Hialeah',\n", - " 'CBT Technology Institute-Main Campus',\n", - " 'CCI Training Center-Arlington',\n", - " 'CDE Career Institute',\n", - " 'Cecil College',\n", - " 'Cedar Crest College',\n", - " 'Cedarville University',\n", - " 'Celebrity Barber School',\n", - " 'Celebrity School of Beauty',\n", - " 'Celebrity School of Beauty - Hialeah',\n", - " 'Celebrity Stylist Beauty School',\n", - " 'CEM College-Humacao',\n", - " 'CEM College-San Juan',\n", - " 'Centenary College of Louisiana',\n", - " 'Centenary University',\n", - " 'Center for Advanced Legal Studies',\n", - " 'Center for Advanced Studies On Puerto Rico and the Caribbean',\n", - " 'Center for Allied Health Education',\n", - " 'Center for Instruction Technology & Innovation',\n", - " 'Center for Massage',\n", - " 'Center for Neurosomatic Studies',\n", - " 'Center for the Healing Arts',\n", - " 'Center for Ultrasound Research & Education',\n", - " 'Centra College',\n", - " 'Central Alabama Community College',\n", - " 'Central Arizona College',\n", - " 'Central Baptist College',\n", - " 'Central California School of Continuing Education',\n", - " 'Central California School of Continuing Education -',\n", - " 'Central Carolina Community College',\n", - " 'Central Carolina Technical College',\n", - " 'Central Christian College of Kansas',\n", - " 'Central Christian College of the Bible',\n", - " 'Central Coast College',\n", - " 'Central College',\n", - " 'Central College of Cosmetology',\n", - " 'Central Community College',\n", - " 'Central Connecticut State University',\n", - " 'Central Georgia Technical College',\n", - " 'Central Lakes College-Brainerd',\n", - " 'Central Lakes College-Staples Campus',\n", - " 'Central Louisiana Technical Community College',\n", - " 'Central Maine Community College',\n", - " 'Central Methodist University-College of Graduate and Extended Studies',\n", - " 'Central Methodist University-College of Liberal Arts and Sciences',\n", - " 'Central Michigan University',\n", - " 'Central New Mexico Community College',\n", - " 'Central Ohio Technical College',\n", - " 'Central Oklahoma College',\n", - " 'Central Oregon Community College',\n", - " 'Central Penn College',\n", - " 'Central Pennsylvania Diesel Institute',\n", - " 'Central Pennsylvania Institute of Science and Technology',\n", - " 'Central Piedmont Community College',\n", - " 'Central School of Practical Nursing',\n", - " 'Central School of Practical Nursing',\n", - " 'Central State University',\n", - " 'Central Susquehanna Intermediate Unit LPN Career',\n", - " 'Central Technology Center',\n", - " 'Central Texas Beauty College-Round Rock',\n", - " 'Central Texas Beauty College-Temple',\n", - " 'Central Texas College',\n", - " 'Central Valley Barber College',\n", - " 'Central Virginia Community College',\n", - " 'Central Washington University',\n", - " 'Central Wyoming College',\n", - " 'Central Yeshiva Beth Joseph',\n", - " 'Central Yeshiva Tomchei Tmimim Lubavitz',\n", - " 'Centralia Beauty College',\n", - " 'Centralia College',\n", - " 'Centre College',\n", - " 'Centura College-Chesapeake',\n", - " 'Centura College-Newport News',\n", - " 'Centura College-Norfolk',\n", - " 'Centura College-Richmond Main',\n", - " 'Centura College-Virginia Beach',\n", - " 'Century College',\n", - " 'Century College',\n", - " 'Cerritos College',\n", - " 'Cerro Coso Community College',\n", - " 'CES College',\n", - " 'CET-Alexandria',\n", - " 'CET-Coachella',\n", - " 'CET-Colton',\n", - " 'CET-El Centro',\n", - " 'CET-El Paso',\n", - " 'CET-Oxnard',\n", - " 'CET-Salinas',\n", - " 'CET-San Diego',\n", - " 'CET-San Jose',\n", - " 'CET-Santa Maria',\n", - " 'CET-Soledad',\n", - " 'CET-Watsonville',\n", - " 'Chabot College',\n", - " 'Chadron State College',\n", - " 'Chaffey College',\n", - " 'Chamberlain University-Arizona',\n", - " 'Chamberlain University-California',\n", - " 'Chamberlain University-Florida',\n", - " 'Chamberlain University-Georgia',\n", - " 'Chamberlain University-Illinois',\n", - " 'Chamberlain University-Indiana',\n", - " 'Chamberlain University-Louisiana',\n", - " 'Chamberlain University-Michigan',\n", - " 'Chamberlain University-Missouri',\n", - " 'Chamberlain University-Nevada',\n", - " 'Chamberlain University-New Jersey',\n", - " 'Chamberlain University-North Carolina',\n", - " 'Chamberlain University-Ohio',\n", - " 'Chamberlain University-Texas',\n", - " 'Chamberlain University-Virginia',\n", - " 'Chaminade University of Honolulu',\n", - " \"Champ's Barber School\",\n", - " \"Champ's Barber School-Lebanon\",\n", - " 'Champion Beauty College',\n", - " 'Champion Christian College',\n", - " 'Champlain College',\n", - " 'Chancellor Institute',\n", - " 'Chandler-Gilbert Community College',\n", - " 'Chapman University',\n", - " 'Charles A Jones Career and Education Center',\n", - " 'Charles and Sues School of Hair Design',\n", - " 'Charles H McCann Technical School',\n", - " 'Charles of Italy Beauty College',\n", - " 'Charles R Drew University of Medicine and Science',\n", - " 'Charles Stuart School of Diamond Setting',\n", - " 'Charleston Cosmetology Institute',\n", - " 'Charleston School of Beauty Culture',\n", - " 'Charleston School of Law',\n", - " 'Charleston Southern University',\n", - " \"Charlie's Guard-Detective Bureau and Academy Inc\",\n", - " 'Charlotte Christian College and Theological Seminary',\n", - " 'Charlotte Technical College',\n", - " 'Charter College',\n", - " 'Charter Oak State College',\n", - " 'Charzanne Beauty College',\n", - " 'Chatham University',\n", - " 'Chattahoochee Technical College',\n", - " 'Chattahoochee Valley Community College',\n", - " 'Chattanooga College Medical Dental and & Technical Careers',\n", - " 'Chattanooga State Community College',\n", - " 'Cheeks Beauty Academy',\n", - " 'Cheeks Beauty Academy',\n", - " 'Chemeketa Community College',\n", - " 'Chesapeake College',\n", - " 'Chester Career College',\n", - " 'Chester County Intermediate Unit',\n", - " 'Chestnut Hill College',\n", - " 'Cheyney University of Pennsylvania',\n", - " 'CHI Health School of Radiologic Technology',\n", - " 'Chicago Professional Center',\n", - " 'Chicago State University',\n", - " 'Chicago Theological Seminary',\n", - " 'Chief Dull Knife College',\n", - " 'Chipola College',\n", - " 'Chippewa Valley Technical College',\n", - " 'Chisholm Trail Technology Center',\n", - " 'Choffin Career and Technical Center',\n", - " 'Chowan University',\n", - " 'Chris Beauty College',\n", - " 'Christ Mission College',\n", - " 'Christian Brothers University',\n", - " 'Christian Culinary Academy',\n", - " 'Christian Theological Seminary',\n", - " 'Christina and Company Education Center',\n", - " 'Christine Valmy International School for Esthetics Skin Care & Makeup',\n", - " 'Christine Valmy International School of Esthetics & Cosmetology',\n", - " 'Christopher Newport University',\n", - " 'Chrysm Institute of Esthetics (The) - Hampton',\n", - " 'Church Divinity School of the Pacific',\n", - " 'Cincinnati College of Mortuary Science',\n", - " 'Cincinnati School of Barbering & Hair Design',\n", - " 'Cincinnati School of Medical Massage',\n", - " 'Cincinnati State Technical and Community College',\n", - " 'Cinta Aveda Institute',\n", - " 'Cinta Aveda Institute - San Jose',\n", - " 'Circle in the Square Theatre School',\n", - " 'Cisco College',\n", - " 'Citadel Military College of South Carolina',\n", - " 'Citizens School of Nursing',\n", - " 'Citrus College',\n", - " 'Citrus Heights Beauty College',\n", - " 'City College Montana State University Billings',\n", - " 'City College of San Francisco',\n", - " 'City College-Altamonte Springs',\n", - " 'City College-Hollywood',\n", - " 'City Colleges of Chicago-Harold Washington College',\n", - " 'City Colleges of Chicago-Harry S Truman College',\n", - " 'City Colleges of Chicago-Kennedy-King College',\n", - " 'City Colleges of Chicago-Malcolm X College',\n", - " 'City Colleges of Chicago-Olive-Harvey College',\n", - " 'City Colleges of Chicago-Richard J Daley College',\n", - " 'City Colleges of Chicago-Wilbur Wright College',\n", - " 'City Pointe Beauty Academy',\n", - " 'City University of Seattle',\n", - " 'City Vision University',\n", - " 'Clackamas Community College',\n", - " 'Claflin University',\n", - " 'Claremont Graduate University',\n", - " 'Claremont Lincoln University',\n", - " 'Claremont McKenna College',\n", - " 'Claremont School of Theology',\n", - " 'Clarendon College',\n", - " 'Clark Atlanta University',\n", - " 'Clark College',\n", - " 'Clark State College',\n", - " 'Clark University',\n", - " 'Clarke University',\n", - " 'Clarks Summit University',\n", - " 'Clarksburg Beauty Academy and School of Massage Therapy',\n", - " 'Clarkson College',\n", - " 'Clarkson University',\n", - " 'Clarkson University Capital Region Campus',\n", - " 'Clary Sage College',\n", - " 'Clatsop Community College',\n", - " 'Clayton State University',\n", - " 'Clear Creek Baptist Bible College',\n", - " 'Clearfield County Career and Technology Center',\n", - " 'Cleary University',\n", - " 'Clemson University',\n", - " 'Cleveland Clinic Health System-School of Diagnostic Imaging',\n", - " 'Cleveland Community College',\n", - " 'Cleveland Institute of Art',\n", - " 'Cleveland Institute of Medical Massage',\n", - " 'Cleveland Institute of Music',\n", - " 'Cleveland State Community College',\n", - " 'Cleveland State University',\n", - " 'Cleveland University-Kansas City',\n", - " 'Clinton College',\n", - " 'Clinton Community College',\n", - " 'Clinton Essex Warren Washington BOCES',\n", - " 'Clinton Technical School',\n", - " 'Cloud County Community College',\n", - " 'Clover Park Technical College',\n", - " 'Clovis Adult Education',\n", - " 'Clovis Community College',\n", - " 'Clovis Community College',\n", - " \"Cloyd's Barber School 2 Inc\",\n", - " \"Cloyd's Beauty School 1 Inc\",\n", - " \"Cloyd's Beauty School 3 Inc\",\n", - " 'Coachella Valley Beauty College',\n", - " 'Coachella Valley Beauty College-Hemet',\n", - " 'Coahoma Community College',\n", - " 'Coalinga College',\n", - " 'Coastal Alabama Community College',\n", - " 'Coastal Bend College',\n", - " 'Coastal Carolina Community College',\n", - " 'Coastal Carolina University',\n", - " 'Coastal Pines Technical College',\n", - " 'Coastline Beauty College',\n", - " 'Coastline Beauty College - Hemet',\n", - " 'Coastline Community College',\n", - " 'Coba Academy',\n", - " 'Cochise County Community College District',\n", - " 'Cochran School of Nursing',\n", - " 'Coconino Community College',\n", - " 'Coe College',\n", - " 'Coffeyville Community College',\n", - " 'Coffeyville Technical Campus',\n", - " 'Coker University',\n", - " 'Colby College',\n", - " 'Colby Community College',\n", - " 'Colby-Sawyer College',\n", - " 'Colegio de Cinematografia Artes y Television',\n", - " 'Colegio Educativo Tecnologico Industrial Inc',\n", - " 'Colegio Mayor de Tecnologia Inc',\n", - " 'Colegio Tecnico de Electricidad Galloza',\n", - " 'Colegio Universitario de San Juan',\n", - " 'Colgate Rochester Crozer Divinity School',\n", - " 'Colgate University',\n", - " 'Collectiv Academy',\n", - " 'Collectiv Hair Dressing Academy-Collectiv Academy-Dallas',\n", - " 'College for Creative Studies',\n", - " 'College of Alameda',\n", - " 'College of Athens',\n", - " 'College of Biblical Studies-Houston',\n", - " 'College of Biomedical Equipment Technology',\n", - " 'College of Central Florida',\n", - " 'College of Charleston',\n", - " 'College of Coastal Georgia',\n", - " 'College of Court Reporting Inc',\n", - " 'College of DuPage',\n", - " 'College of Eastern Idaho',\n", - " 'College of Hair Design Careers',\n", - " 'College of Hair Design-Downtown',\n", - " 'College of Hair Design-East Campus',\n", - " 'College of Health Care Professions',\n", - " 'College of Lake County',\n", - " 'College of Marin',\n", - " 'College of Menominee Nation',\n", - " 'College of Micronesia-FSM',\n", - " 'College of Our Lady of the Elms',\n", - " 'College of Saint Benedict',\n", - " 'College of Saint Mary',\n", - " 'College of San Mateo',\n", - " 'College of Southern Idaho',\n", - " 'College of Southern Maryland',\n", - " 'College of Southern Nevada',\n", - " 'College of Staten Island CUNY',\n", - " 'College of the Albemarle',\n", - " 'College of the Atlantic',\n", - " 'College of the Canyons',\n", - " 'College of the Desert',\n", - " 'College of the Holy Cross',\n", - " 'College of the Mainland',\n", - " 'College of the Marshall Islands',\n", - " 'College of the Marshall Islands - Kwajalein Campus',\n", - " 'College of the Muscogee Nation',\n", - " 'College of the Ozarks',\n", - " 'College of the Redwoods',\n", - " 'College of the Sequoias',\n", - " 'College of the Siskiyous',\n", - " 'College of Western Idaho',\n", - " 'College of Wilmington',\n", - " 'College Unbound',\n", - " 'College Unbound - Newport/Aquidneck Island',\n", - " 'Collin County Community College District',\n", - " 'Collins Career Technical Center',\n", - " 'Colorado Academy of Veterinary Technology',\n", - " 'Colorado Chinese Medicine University',\n", - " 'Colorado Christian University',\n", - " 'Colorado College',\n", - " 'Colorado Media School',\n", - " 'Colorado Mesa University',\n", - " 'Colorado Mountain College',\n", - " 'Colorado Northwestern Community College',\n", - " 'Colorado School of Healing Arts',\n", - " 'Colorado School of Mines',\n", - " 'Colorado School of Trades',\n", - " 'Colorado State University Global',\n", - " 'Colorado State University Pueblo',\n", - " 'Colorado State University-Fort Collins',\n", - " 'Colorado Technical University-Colorado Springs',\n", - " 'Colorado Technical University-Denver South',\n", - " 'Columbia Basin College',\n", - " 'Columbia Central University-Caguas',\n", - " 'Columbia College',\n", - " 'Columbia College',\n", - " 'Columbia College',\n", - " 'Columbia College',\n", - " 'Columbia College - Crystal Lake Campus',\n", - " 'Columbia College - Denver',\n", - " 'Columbia College - Eastfield Pleasant Grove',\n", - " 'Columbia College - Elgin',\n", - " 'Columbia College - Fort Leonard Wood',\n", - " 'Columbia College - Fort Leonard Wood 58th Trans BN',\n", - " 'Columbia College - Fort Sill',\n", - " 'Columbia College - Fort Stewart',\n", - " 'Columbia College - Fort Worth',\n", - " 'Columbia College - Freeport',\n", - " 'Columbia College - Hunter Army Airfield',\n", - " 'Columbia College - Imperial',\n", - " 'Columbia College - Jefferson City',\n", - " 'Columbia College - Kansas City',\n", - " 'Columbia College - Lake County',\n", - " 'Columbia College - Lake Ozark',\n", - " 'Columbia College - Los Alamitos',\n", - " 'Columbia College - Mesquite',\n", - " 'Columbia College - NAS Jacksonville',\n", - " 'Columbia College - Naval Base San Diego',\n", - " 'Columbia College - Naval Station Everett/Marysville',\n", - " 'Columbia College - NSB Kings Bay',\n", - " 'Columbia College - Orlando',\n", - " 'Columbia College - Redstone Arsenal',\n", - " 'Columbia College - Rolla',\n", - " 'Columbia College - Saint Louis',\n", - " 'Columbia College - Salt Lake',\n", - " 'Columbia College - San Diego',\n", - " 'Columbia College - Springfield',\n", - " 'Columbia College - Springfield TMobile',\n", - " 'Columbia College - Tavares PD',\n", - " 'Columbia College - USCG Base Honolulu',\n", - " 'Columbia College - Waynesville',\n", - " 'Columbia College - Whidbey Island',\n", - " 'Columbia College - Whiteman AFB',\n", - " 'Columbia College Chicago',\n", - " 'Columbia Gorge Community College',\n", - " 'Columbia International University',\n", - " 'Columbia Southern University',\n", - " 'Columbia State Community College',\n", - " 'Columbia Theological Seminary',\n", - " 'Columbia University in the City of New York',\n", - " 'Columbia-Greene Community College',\n", - " 'Columbiana County Career and Technical Center',\n", - " 'Columbus College of Art & Design',\n", - " 'Columbus School of Medical Massage',\n", - " 'Columbus State Community College',\n", - " 'Columbus State University',\n", - " 'Columbus Technical Campus',\n", - " 'Columbus Technical College',\n", - " 'Commercial Divers International',\n", - " 'Commercial Diving Technologies Institute',\n", - " 'Commonwealth Institute of Funeral Service',\n", - " 'Commonwealth of Puerto Rico Department of Education-PRAMI',\n", - " 'Commonwealth Technical Institute',\n", - " 'Commonwealth University of Pennsylvania',\n", - " 'Community Care College',\n", - " 'Community Christian College',\n", - " 'Community College of Allegheny County',\n", - " 'Community College of Aurora',\n", - " 'Community College of Baltimore County',\n", - " 'Community College of Beaver County',\n", - " 'Community College of Denver',\n", - " 'Community College of Philadelphia',\n", - " 'Community College of Rhode Island',\n", - " 'Community College of Vermont',\n", - " 'Compass Career College',\n", - " 'Compton College',\n", - " 'Compu-Med Vocational Careers Corp',\n", - " 'Compu-Med Vocational Careers Corp',\n", - " 'Conception Seminary College',\n", - " 'Concord University',\n", - " 'Concorde Career College-Aurora',\n", - " 'Concorde Career College-Broadway',\n", - " 'Concorde Career College-Dallas',\n", - " 'Concorde Career College-Garden Grove',\n", - " 'Concorde Career College-Grand Prairie',\n", - " 'Concorde Career College-Kansas City',\n", - " 'Concorde Career College-Memphis',\n", - " 'Concorde Career College-North Hollywood',\n", - " 'Concorde Career College-Portland',\n", - " 'Concorde Career College-San Antonio',\n", - " 'Concorde Career College-San Bernardino',\n", - " 'Concorde Career College-San Diego',\n", - " 'Concorde Career College-Southaven',\n", - " 'Concorde Career Institute-Jacksonville',\n", - " 'Concorde Career Institute-Miramar',\n", - " 'Concorde Career Institute-Orlando',\n", - " 'Concorde Career Institute-Tampa',\n", - " 'Concordia College at Moorhead',\n", - " 'Concordia Seminary',\n", - " 'Concordia Theological Seminary',\n", - " 'Concordia University Ann Arbor',\n", - " 'Concordia University Texas',\n", - " 'Concordia University-Chicago',\n", - " 'Concordia University-Irvine',\n", - " 'Concordia University-Nebraska',\n", - " 'Concordia University-Saint Paul',\n", - " 'Concordia University-Wisconsin',\n", - " 'Congregation Talmidei Mesivta Tiferes Shmiel Aleksander',\n", - " 'Connecticut Aero Tech School',\n", - " 'Connecticut College',\n", - " 'Connecticut State Community College',\n", - " 'Connors State College',\n", - " 'Conservatory of Recording Arts and Sciences',\n", - " 'Continental School of Beauty Culture-Mattydale',\n", - " 'Continental School of Beauty Culture-Rochester',\n", - " 'Continental School of Beauty Culture-West Seneca',\n", - " 'Contra Costa College',\n", - " 'Contra Costa Medical Career College',\n", - " 'Converse University',\n", - " 'Conway School of Landscape Design',\n", - " 'Copiah-Lincoln Community College',\n", - " 'Copiah-Lincoln Community College Simpson County Center',\n", - " 'Copiah-Lincoln Community College-Natchez Campus',\n", - " 'Copper Mountain Community College',\n", - " 'Coppin State University',\n", - " 'Corban University',\n", - " 'Corinth Academy of Cosmetology',\n", - " 'Cornell College',\n", - " 'Cornell University',\n", - " 'Cornerstone University',\n", - " 'Cornish College of the Arts',\n", - " 'Cortiva Institute',\n", - " 'Cortiva Institute',\n", - " 'Cortiva Institute',\n", - " 'Cortiva Institute',\n", - " 'Cortiva Institute',\n", - " 'Cortiva Institute',\n", - " 'Cortiva Institute-Arlington',\n", - " 'Cosmetology & Spa Academy',\n", - " 'Cosmetology Academy of Texarkana',\n", - " 'Cosmetology Concepts Niles',\n", - " 'Cosmetology School of Arts & Sciences',\n", - " 'Cosmetology Training Center',\n", - " 'Cossatot Community College of the University of Arkansas',\n", - " 'Cosumnes River College',\n", - " 'Cottey College',\n", - " 'County College of Morris',\n", - " 'Covenant College',\n", - " 'Covenant School of Nursing and Allied Health',\n", - " 'Covenant Theological Seminary',\n", - " 'Cowley County Community College',\n", - " 'Cox College',\n", - " 'Cozmo Beauty School',\n", - " 'Crafton Hills College',\n", - " 'Cranbrook Academy of Art',\n", - " 'Crave Beauty Academy',\n", - " 'Craven Community College',\n", - " 'Crawford County Career and Technical Center Practical Nursing Program',\n", - " 'Creative Hair School of Cosmetology',\n", - " 'Creative Images Institute of Cosmetology-North Dayton',\n", - " 'Creative Images Institute of Cosmetology-South Dayton',\n", - " 'Creative Touch Cosmetology School',\n", - " 'Creighton University',\n", - " 'Crescent City Bartending School',\n", - " \"Crevier's Academy of Cosmetology Arts\",\n", - " 'Criswell College',\n", - " 'Crowder College',\n", - " \"Crowley's Ridge College\",\n", - " 'Crown College',\n", - " 'Crown Cutz Academy Bristol',\n", - " 'CRU Institute of Cosmetology and Barbering',\n", - " 'CT Aerotech',\n", - " 'CTK Healthcare & Career Institute',\n", - " 'Cuesta College',\n", - " 'Culinary Institute Inc',\n", - " 'Culinary Institute of America',\n", - " 'Culinary Institute of America at Greystone',\n", - " 'Culinary Institute of America San Antonio',\n", - " 'Culinary Tech Center',\n", - " 'Culpeper Cosmetology Training Center',\n", - " 'Culver-Stockton College',\n", - " 'Cumberland University',\n", - " 'CUNY Bernard M Baruch College',\n", - " 'CUNY Borough of Manhattan Community College',\n", - " 'CUNY Bronx Community College',\n", - " 'CUNY Brooklyn College',\n", - " 'CUNY Brooklyn College - Feirstein Graduate School of Cinema',\n", - " 'CUNY City College',\n", - " 'CUNY Graduate School and University Center',\n", - " 'CUNY Hostos Community College',\n", - " 'CUNY Hunter College',\n", - " 'CUNY John Jay College of Criminal Justice',\n", - " 'CUNY Kingsborough Community College',\n", - " 'CUNY LaGuardia Community College',\n", - " 'CUNY Lehman College',\n", - " 'CUNY Medgar Evers College',\n", - " 'CUNY New York City College of Technology',\n", - " 'CUNY Queens College',\n", - " 'CUNY Queensborough Community College',\n", - " 'CUNY School of Law',\n", - " 'CUNY Stella and Charles Guttman Community College',\n", - " 'CUNY York College',\n", - " 'Curry College',\n", - " 'Curtis Institute of Music',\n", - " 'Cutting Edge Academy',\n", - " 'Cutting Edge Barber Academy',\n", - " 'Cuyahoga Community College District',\n", - " 'Cuyahoga Valley Career Center',\n", - " 'Cuyamaca College',\n", - " 'CVPH Medical Center School of Radiologic Technology',\n", - " 'CyberTex Institute of Technology',\n", - " 'Cypress College',\n", - " 'D A Dorsey Technical College',\n", - " \"D'Mart Institute\",\n", - " \"D'Youville University\",\n", - " 'D&S School of Cosmetology',\n", - " 'Daemen University',\n", - " 'Dakota College at Bottineau',\n", - " 'Dakota County Technical College',\n", - " 'Dakota State University',\n", - " 'Dakota Wesleyan University',\n", - " 'Dallas Baptist University',\n", - " 'Dallas Barber & Stylist College',\n", - " 'Dallas Christian College',\n", - " 'Dallas College',\n", - " 'Dallas Institute of Funeral Service',\n", - " 'Dallas Theological Seminary',\n", - " 'Dalton Institute of Esthetics and Cosmetology',\n", - " 'Dalton State College',\n", - " 'Danville Area Community College',\n", - " 'Danville Community College',\n", - " 'Daoist Traditions College of Chinese Medical Arts',\n", - " 'Dartmouth College',\n", - " 'Davenport University',\n", - " 'Davenport University - Detroit',\n", - " 'Davenport University - Wayne CCCD',\n", - " 'Davenport University-Kalamazoo Location',\n", - " 'Davenport University-Lansing Location',\n", - " 'Davenport University-Midland Location',\n", - " 'Davenport University-Traverse City Location',\n", - " 'Davenport University-Warren Location',\n", - " 'David Pressley School of Cosmetology',\n", - " 'Davidson College',\n", - " 'Davidson-Davie Community College',\n", - " 'Davis & Elkins College',\n", - " 'Davis College',\n", - " 'Davis College',\n", - " 'Davis Technical College',\n", - " 'Dawn Career Institute LLC',\n", - " 'Dawson Community College',\n", - " 'Daybreak University',\n", - " 'Dayton Barber College',\n", - " 'Dayton School of Medical Massage',\n", - " 'Dayton School of Medical Massage-Lima',\n", - " 'Daytona College',\n", - " 'Daytona State College',\n", - " 'De Anza College',\n", - " 'Dean College',\n", - " 'Debutantes School of Cosmetology and Nail Technology',\n", - " 'Defiance College',\n", - " 'DeHart Technical School',\n", - " 'Del Mar College',\n", - " 'Del-Mar-Va Beauty Academy',\n", - " 'Delaware Chenango Madison Otsego BOCES-Practical Nursing Program',\n", - " 'Delaware College of Art and Design',\n", - " 'Delaware County Community College',\n", - " 'Delaware County Technical School-Practical Nursing Program',\n", - " 'Delaware Learning Institute of Cosmetology',\n", - " 'Delaware State University',\n", - " 'Delaware Technical Community College-Owens',\n", - " 'Delaware Technical Community College-Stanton/Wilmington',\n", - " 'Delaware Technical Community College-Terry',\n", - " 'Delaware Valley University',\n", - " 'Delgado Community College',\n", - " 'Delta College',\n", - " 'Delta College Inc',\n", - " 'Delta College of Arts & Technology',\n", - " 'Delta College of Arts & Technology-Lafayette Campus',\n", - " 'Delta College-Slidell Campus',\n", - " 'Delta State University',\n", - " 'Delta Technical College-Mississippi',\n", - " 'Deluxe Barber College',\n", - " 'Denham Springs Beauty School',\n", - " 'Denison University',\n", - " 'Denmark College',\n", - " 'Denmark Technical College',\n", - " 'Dental Assistant Pro LLC-Columbus',\n", - " 'Dental Assistant Pro-Lebanon',\n", - " 'Denver College of Nursing',\n", - " 'Denver College of Nursing-Houston',\n", - " 'Denver Seminary',\n", - " 'Denver Seminary - Washington DC',\n", - " 'DePaul University',\n", - " 'DePauw University',\n", - " 'Derech Hachaim Seminary',\n", - " 'Dermal Science International Aesthetics and Nail Academy',\n", - " 'Des Moines Area Community College',\n", - " 'Des Moines University-Osteopathic Medical Center',\n", - " 'DeSales University',\n", - " 'Design Institute of San Diego',\n", - " \"Design's School of Cosmetology\",\n", - " 'Designer Barber & Stylist School',\n", - " 'Designer Barber & Stylist School -',\n", - " 'Detroit Business Institute-Downriver',\n", - " 'DeVry College of New York',\n", - " 'DeVry University-Arizona',\n", - " 'DeVry University-California',\n", - " 'DeVry University-Florida',\n", - " 'DeVry University-Georgia',\n", - " 'DeVry University-Illinois',\n", - " 'DeVry University-Nevada',\n", - " 'DeVry University-New Jersey',\n", - " 'DeVry University-Ohio',\n", - " 'DeVry University-Texas',\n", - " 'DeVry University-Virginia',\n", - " 'Dewey University-Carolina',\n", - " 'Dewey University-Hato Rey',\n", - " 'Dewey University-Juana Diaz',\n", - " 'Dewey University-Manati',\n", - " 'Dharma Realm Buddhist University',\n", - " 'Diablo Valley College',\n", - " 'Diamond Beauty College',\n", - " 'Diamonds College',\n", - " 'Dickinson College',\n", - " 'Dickinson State University',\n", - " 'Diesel Driving Academy-Baton Rouge',\n", - " 'Diesel Driving Academy-Shreveport',\n", - " 'DigiPen Institute of Technology',\n", - " 'Digital Film Academy',\n", - " 'Digital Film Academy - Atlanta',\n", - " 'Digital Media Institute',\n", - " 'DiGrigoli School of Cosmetology',\n", - " 'Dillard University',\n", - " 'Diman Regional Technical Institute',\n", - " 'Dine College',\n", - " 'Divers Institute of Technology',\n", - " 'Diversified Vocational College',\n", - " 'Divine Mercy University',\n", - " 'Divine Word College',\n", - " 'Dixie Technical College',\n", - " 'DLP Conemaugh Memorial Medical Center',\n", - " 'Doane University',\n", - " 'Dodge City Community College',\n", - " 'Dolce The Academy',\n", - " 'Dominican School of Philosophy & Theology',\n", - " 'Dominican University',\n", - " 'Dominican University New York',\n", - " 'Dominican University of California',\n", - " 'Don Roberts School of Hair Design',\n", - " 'Dongguk University Los Angeles',\n", - " 'Donnelly College',\n", - " 'Dordt University',\n", - " 'Dorsey College',\n", - " 'Dorsey College-Dearborn',\n", - " 'Dorsey College-Grand Rapids',\n", - " 'Dorsey College-Roseville',\n", - " 'Dorsey College-Saginaw',\n", - " 'Dorsey College-Wayne',\n", - " 'Dorsey College-Woodhaven',\n", - " 'Dorsey School of Beauty',\n", - " 'Douglas Education Center',\n", - " 'Douglas J Aveda Institute',\n", - " 'Downey Adult School',\n", - " 'Dr. Ida Rolf Institute',\n", - " 'Dragon Rises College of Oriental Medicine',\n", - " 'Dragon Rises College of Oriental Medicine - Bradenton',\n", - " 'Drake University',\n", - " 'Drew University',\n", - " 'Drexel University',\n", - " 'Drury University',\n", - " 'Drury University-College of Continuing Professional Studies',\n", - " 'DSDT',\n", - " 'Duke University',\n", - " 'Dunwoody College of Technology',\n", - " 'Duquesne University',\n", - " 'Durant Institute of Hair Design',\n", - " 'Durham Technical Community College',\n", - " 'Dutchess BOCES-Practical Nursing Program',\n", - " 'Dutchess Community College',\n", - " \"DuVall's School of Cosmetology\",\n", - " 'Dyersburg State Community College',\n", - " 'Dymond Designs Beauty School',\n", - " \"Ea La Mar's Cosmetology & Barber College\",\n", - " 'Eagle Gate College-Boise Campus',\n", - " 'Eagle Gate College-Layton',\n", - " 'Eagle Gate College-Murray',\n", - " 'Earlham College',\n", - " 'East Arkansas Community College',\n", - " 'East Carolina University',\n", - " 'East Central College',\n", - " 'East Central Community College',\n", - " 'East Central University',\n", - " 'East Georgia State College',\n", - " 'East Georgia State College - Augusta',\n", - " 'East Georgia State College - Statesboro',\n", - " 'East Los Angeles College',\n", - " 'East Mississippi Community College',\n", - " 'East Ohio College',\n", - " 'East Stroudsburg University of Pennsylvania',\n", - " 'East Tennessee State University',\n", - " 'East Texas Baptist University',\n", - " 'East Texas Cosmetology College',\n", - " 'East Valley Institute of Technology',\n", - " 'East West College of Natural Medicine',\n", - " 'East West College of the Healing Arts',\n", - " 'East-West Healing Arts Institute',\n", - " 'East-West Healing Arts Institute - Milwaukee',\n", - " 'East-West University',\n", - " 'Eastern Arizona College',\n", - " 'Eastern Center for Arts and Technology',\n", - " 'Eastern Connecticut State University',\n", - " 'Eastern Florida State College',\n", - " 'Eastern Gateway Community College',\n", - " 'Eastern Illinois University',\n", - " 'Eastern International College-Jersey City',\n", - " 'Eastern Iowa Community College District',\n", - " 'Eastern Kentucky University',\n", - " 'Eastern Maine Community College',\n", - " 'Eastern Mennonite University',\n", - " 'Eastern Michigan University',\n", - " 'Eastern Nazarene College',\n", - " 'Eastern New Mexico University Ruidoso Branch Community College',\n", - " 'Eastern New Mexico University-Main Campus',\n", - " 'Eastern New Mexico University-Roswell Campus',\n", - " 'Eastern Oklahoma County Technology Center',\n", - " 'Eastern Oklahoma State College',\n", - " 'Eastern Oregon University',\n", - " 'Eastern School of Acupuncture and Traditional Medicine',\n", - " 'Eastern Shore Community College',\n", - " 'Eastern Suffolk BOCES',\n", - " 'Eastern Suffolk BOCES',\n", - " 'Eastern Suffolk BOCES',\n", - " 'Eastern University',\n", - " 'Eastern Virginia Career College',\n", - " 'Eastern Virginia Medical School',\n", - " 'Eastern Washington University',\n", - " 'Eastern West Virginia Community and Technical College',\n", - " 'Eastern Wyoming College',\n", - " 'Eastland-Fairfield Career and Technical Schools',\n", - " 'Eastwick College-Hackensack',\n", - " 'Eastwick College-Nutley',\n", - " 'Eastwick College-Ramsey',\n", - " 'Ecclesia College',\n", - " 'Eckerd College',\n", - " 'ECPI University',\n", - " 'ECPI University - Orlando',\n", - " 'ECPI University - Roanoke',\n", - " 'ECPI University - San Antonio',\n", - " 'ECPI University-Charleston',\n", - " 'ECPI University-Charlotte',\n", - " 'ECPI University-Columbia',\n", - " 'ECPI University-Culinary Institute of Virginia',\n", - " 'ECPI University-Greensboro',\n", - " 'ECPI University-Greenville',\n", - " 'ECPI University-Innsbrook',\n", - " 'ECPI University-Manassas',\n", - " 'ECPI University-Newport News',\n", - " 'ECPI University-Raleigh',\n", - " 'ECPI University-Richmond South',\n", - " 'ECPI University-Richmond West',\n", - " 'ECPI University-Virginia Beach Health Sciences',\n", - " 'Ecumenical Theological Seminary',\n", - " 'Eden Theological Seminary',\n", - " 'Edge Academy of Beauty',\n", - " 'Edgecombe Community College',\n", - " 'Edgewood College',\n", - " 'Edison State Community College',\n", - " 'Edmonds College',\n", - " 'EDP School',\n", - " 'EDP University of Puerto Rico Inc-San Juan',\n", - " 'EDP University of Puerto Rico Inc-San Sebastian',\n", - " 'EDP University of Puerto Rico-Caguas',\n", - " 'EDP University of Puerto Rico-Humacao',\n", - " 'EDP University of Puerto Rico-Manati',\n", - " 'EDP University of Puerto Rico-Villalba',\n", - " 'Educators of Beauty College of Cosmetology-Peru',\n", - " 'Educators of Beauty College of Cosmetology-Rockford',\n", - " 'Educators of Beauty College of Cosmetology-Sterling',\n", - " 'Edward Via College of Osteopathic Medicine',\n", - " 'Edward Waters University',\n", - " 'EHOVE Career Center',\n", - " 'EINE Inc',\n", - " 'El Camino Community College District',\n", - " 'El Paso Community College',\n", - " 'Elaine Sterling Institute',\n", - " 'Electrical and HVAC/R Training Center',\n", - " 'Elevate Salon Institute',\n", - " 'Elevate Salon Institute',\n", - " 'Elevate Salon Institute',\n", - " 'Elevate Salon Institute-Westminster',\n", - " 'Elgin Community College',\n", - " 'Elim Bible Institute and College',\n", - " 'Elite Academy of Hair Design',\n", - " 'Elite Beauty College',\n", - " 'Elite College of Cosmetology',\n", - " 'Elite Cosmetology Barber & Spa Academy',\n", - " 'Elite Cosmetology School',\n", - " 'Elite School of Cosmetology',\n", - " 'Elite Welding Academy',\n", - " 'Elite Welding Academy LLC',\n", - " 'Elite Welding Academy South Point',\n", - " 'Elizabeth City State University',\n", - " 'Elizabethtown College',\n", - " 'Elizabethtown Community and Technical College',\n", - " 'Ellsworth Community College',\n", - " 'Elmezzi Graduate School of Molecular Medicine',\n", - " 'Elmhurst University',\n", - " 'Elmira College',\n", - " 'Elon University',\n", - " 'Elyon College',\n", - " 'Embry-Riddle Aeronautical University-Daytona Beach',\n", - " 'Embry-Riddle Aeronautical University-Prescott',\n", - " 'Embry-Riddle Aeronautical University-Worldwide',\n", - " 'Emerald Coast Technical College',\n", - " 'Emerson College',\n", - " 'Emily Griffith Technical College',\n", - " \"Emma's Beauty Academy-Juana Diaz\",\n", - " \"Emma's Beauty Academy-Mayaguez\",\n", - " 'Emmanuel College',\n", - " 'Emmanuel University',\n", - " 'Emmaus Bible College',\n", - " 'Emory & Henry University',\n", - " 'Emory University',\n", - " 'Emory University-Oxford College',\n", - " \"Emperor's College of Traditional Oriental Medicine\",\n", - " 'Empire Beauty School-Lehigh Valley',\n", - " 'Empire Beauty School-Augusta',\n", - " 'Empire Beauty School-Aurora',\n", - " 'Empire Beauty School-Avondale',\n", - " 'Empire Beauty School-Bangor',\n", - " 'Empire Beauty School-Bloomfield',\n", - " 'Empire Beauty School-Bloomington',\n", - " 'Empire Beauty School-Brooklyn',\n", - " 'Empire Beauty School-Buffalo',\n", - " 'Empire Beauty School-Center City Philadelphia',\n", - " 'Empire Beauty School-Chandler',\n", - " 'Empire Beauty School-Charlotte',\n", - " 'Empire Beauty School-Cheltenham',\n", - " 'Empire Beauty School-Chenoweth',\n", - " 'Empire Beauty School-Cherry Hill',\n", - " 'Empire Beauty School-Cincinnati',\n", - " 'Empire Beauty School-Concord',\n", - " 'Empire Beauty School-Dixie',\n", - " 'Empire Beauty School-E Memphis',\n", - " 'Empire Beauty School-Elizabethtown',\n", - " 'Empire Beauty School-Florence',\n", - " 'Empire Beauty School-Glen Burnie',\n", - " 'Empire Beauty School-Green Bay',\n", - " 'Empire Beauty School-Gwinnett',\n", - " 'Empire Beauty School-Hanover',\n", - " 'Empire Beauty School-Harrisburg',\n", - " 'Empire Beauty School-Hooksett',\n", - " 'Empire Beauty School-Jackson',\n", - " 'Empire Beauty School-Kennesaw',\n", - " 'Empire Beauty School-Laconia',\n", - " 'Empire Beauty School-Lakeland',\n", - " 'Empire Beauty School-Lancaster',\n", - " 'Empire Beauty School-Lebanon',\n", - " 'Empire Beauty School-Littleton',\n", - " 'Empire Beauty School-Maine',\n", - " 'Empire Beauty School-Malden',\n", - " 'Empire Beauty School-Manhattan',\n", - " 'Empire Beauty School-Michigan',\n", - " 'Empire Beauty School-Midlothian',\n", - " 'Empire Beauty School-Milwaukee',\n", - " 'Empire Beauty School-Monroeville',\n", - " 'Empire Beauty School-Morrow',\n", - " 'Empire Beauty School-Nashville',\n", - " 'Empire Beauty School-NE Philadelphia',\n", - " 'Empire Beauty School-Newport News',\n", - " 'Empire Beauty School-North Hills',\n", - " 'Empire Beauty School-Northlake',\n", - " 'Empire Beauty School-Owings Mills',\n", - " 'Empire Beauty School-Peekskill',\n", - " 'Empire Beauty School-Pineville',\n", - " 'Empire Beauty School-Pottsville',\n", - " 'Empire Beauty School-Queens',\n", - " 'Empire Beauty School-Reading',\n", - " 'Empire Beauty School-Richmond',\n", - " 'Empire Beauty School-Rochester',\n", - " 'Empire Beauty School-Savannah',\n", - " 'Empire Beauty School-Shamokin Dam',\n", - " 'Empire Beauty School-Somersworth',\n", - " 'Empire Beauty School-Speedway',\n", - " 'Empire Beauty School-Spring Lake Park',\n", - " 'Empire Beauty School-Springfield',\n", - " 'Empire Beauty School-Stone Park',\n", - " 'Empire Beauty School-Tampa',\n", - " 'Empire Beauty School-Thornton',\n", - " 'Empire Beauty School-Tucson',\n", - " 'Empire Beauty School-Union',\n", - " 'Empire Beauty School-Vernon Hills',\n", - " 'Empire Beauty School-Virginia Beach',\n", - " 'Empire Beauty School-Warwick',\n", - " 'Empire Beauty School-West Greensboro',\n", - " 'Empire Beauty School-West Mifflin',\n", - " 'Empire Beauty School-West Palm',\n", - " 'Empire Beauty School-Winston-Salem',\n", - " 'Empire Beauty School-Wyoming Valley',\n", - " 'Empire Beauty School-York',\n", - " 'Empire College',\n", - " 'Empire State University',\n", - " 'Employment Solutions-College for Technical Education',\n", - " 'Emporia State University',\n", - " 'Endicott College',\n", - " 'Ensign College',\n", - " 'Enterprise State Community College',\n", - " 'Entourage Institute of Beauty and Esthetics',\n", - " 'Epic Bible College & Graduate School',\n", - " 'Episcopal Theological Seminary of the Southwest',\n", - " 'Eric Fisher Academy',\n", - " 'Erie 1 BOCES',\n", - " 'Erie 2 Chautauqua Cattaraugus BOCES-Practical Nursing Program',\n", - " 'Erie Community College',\n", - " 'Erie Institute of Technology Inc',\n", - " 'Erikson Institute',\n", - " 'Erskine College',\n", - " 'Erwin Technical College',\n", - " 'Escondido Adult School',\n", - " 'Escuela de Artes Plasticas y Diseno de Puerto Rico',\n", - " 'Escuela de Peritos Electricistas de Isabela Inc',\n", - " 'Escuela De Troqueleria Y Herramentaje',\n", - " 'Escuela Hotelera de San Juan',\n", - " 'Escuela Tecnica de Electricidad',\n", - " 'Essex County College',\n", - " 'Esteem Academy of Beauty',\n", - " 'Estelle Medical Academy',\n", - " 'Estelle Skin Care and Spa Institute',\n", - " 'Estes Institute of Cosmetology Arts and Science',\n", - " 'Estrella Mountain Community College',\n", - " 'ETI School of Skilled Trades',\n", - " 'ETI Technical College',\n", - " 'Euphoria Institute of Beauty Arts & Sciences-Summerlin',\n", - " 'Eureka College',\n", - " 'European Massage Therapy School-Las Vegas',\n", - " 'European Medical School of Massage',\n", - " 'Evangel University',\n", - " 'Evangel University-College of Online Learning',\n", - " 'Evangel University-James River Assembly of God Church',\n", - " 'Evans Hairstyling College-Cedar City',\n", - " 'Evans Hairstyling College-Rexburg',\n", - " 'Evans Hairstyling College-St George',\n", - " 'Everett Community College',\n", - " 'Everglades University',\n", - " 'Everglades University - Miami',\n", - " 'Everglades University - Tampa',\n", - " 'Everglades University-Orlando',\n", - " 'Everglades University-Sarasota',\n", - " 'Evergreen Beauty and Barber College-Everett',\n", - " 'Evergreen Valley College',\n", - " 'Eves College of Hairstyling',\n", - " 'Evolve Beauty Academy',\n", - " 'Evvaylois Academy School of Beauty',\n", - " 'Excelsior University',\n", - " 'Exposito School of Hair Design',\n", - " 'Fairfax University of America',\n", - " 'Fairfield University',\n", - " 'Fairleigh Dickinson University-Florham Campus',\n", - " 'Fairleigh Dickinson University-Metropolitan Campus',\n", - " 'Fairmont State University',\n", - " 'Faith Baptist Bible College and Theological Seminary',\n", - " 'Faith International University',\n", - " 'Faith Theological Seminary and Christian College',\n", - " 'Falcon Institute of Health and Science',\n", - " 'Family of Faith Christian University',\n", - " 'Farmingdale State College',\n", - " 'Fashion Institute of Technology',\n", - " 'Faulkner University',\n", - " 'Faust Institute of Cosmetology-Spirit Lake',\n", - " 'Fayette County Career & Technical Institute -',\n", - " 'Fayette County Career & Technical Institute Practical Nursing Program',\n", - " 'Fayette Institute of Technology',\n", - " 'Fayetteville State University',\n", - " 'Fayetteville Technical Community College',\n", - " 'Feather River Community College District',\n", - " 'Federico Beauty Institute',\n", - " 'Felbry College',\n", - " 'Felician University',\n", - " 'Ferris State University',\n", - " 'Ferrum College',\n", - " 'FIDM-Fashion Institute of Design & Merchandising',\n", - " 'Fielding Graduate University',\n", - " 'FINE Mortuary College',\n", - " 'Finger Lakes Community College',\n", - " 'Finger Lakes Health College of Nursing & Health Sciences',\n", - " 'Firelands Regional Medical Center School of Nursing',\n", - " 'First Class Cosmetology School',\n", - " 'First Coast Barber Academy',\n", - " 'First Coast Technical College',\n", - " 'First Institute of Travel Inc.',\n", - " 'Fisher College',\n", - " 'Fisk University',\n", - " 'Fitchburg State University',\n", - " 'Five Branches University',\n", - " 'Five Towns College',\n", - " 'Flagler College',\n", - " 'Flagler Technical College',\n", - " 'Flathead Valley Community College',\n", - " 'Fletcher Technical Community College',\n", - " 'Flint Hills Technical College',\n", - " 'Florence-Darlington Technical College',\n", - " 'Florida Academy',\n", - " 'Florida Academy of Health & Beauty',\n", - " 'Florida Academy of Nursing',\n", - " 'Florida Agricultural and Mechanical University',\n", - " 'Florida Atlantic University',\n", - " 'Florida Barber Academy',\n", - " 'Florida Career College-Boynton Beach',\n", - " 'Florida Career College-Hialeah',\n", - " 'Florida Career College-Houston',\n", - " 'Florida Career College-Jacksonville',\n", - " 'Florida Career College-Lauderdale Lakes',\n", - " 'Florida Career College-Margate',\n", - " 'Florida Career College-Miami',\n", - " 'Florida Career College-Orlando',\n", - " 'Florida Career College-Pembroke Pines',\n", - " 'Florida Career College-Tampa',\n", - " 'Florida Career College-West Palm Beach',\n", - " 'Florida College',\n", - " 'Florida College of Integrative Medicine',\n", - " 'Florida Education Institute',\n", - " 'Florida Gateway College',\n", - " 'Florida Gulf Coast University',\n", - " 'Florida Institute of Recording Sound and Technology',\n", - " 'Florida Institute of Technology',\n", - " 'Florida Institute of Technology-Online',\n", - " 'Florida International Training Institute',\n", - " 'Florida International University',\n", - " 'Florida Memorial University',\n", - " 'Florida National University Training Center',\n", - " 'Florida National University-Main Campus',\n", - " 'Florida National University-South Campus',\n", - " 'Florida Panhandle Technical College',\n", - " 'Florida Polytechnic University',\n", - " 'Florida Professional Institute',\n", - " 'Florida School of Massage',\n", - " 'Florida School of Traditional Midwifery',\n", - " 'Florida Southern College',\n", - " 'Florida SouthWestern State College',\n", - " 'Florida State College at Jacksonville',\n", - " 'Florida State University',\n", - " 'Focus Personal Training Institute',\n", - " 'Folsom Lake College',\n", - " 'Fond du Lac Tribal and Community College',\n", - " 'Fontbonne University',\n", - " 'Foothill College',\n", - " 'Fordham University',\n", - " 'Formations Institute',\n", - " 'Formations Institute of Cosmetology & Barbering',\n", - " 'Forsyth Technical Community College',\n", - " 'Fort Hays State University',\n", - " 'Fort Lewis College',\n", - " 'Fort Myers Technical College',\n", - " 'Fort Peck Community College',\n", - " 'Fort Pierce Beauty Academy',\n", - " 'Fort Scott Community College',\n", - " 'Fort Valley State University',\n", - " 'Fort Worth Beauty School',\n", - " 'Fortis College',\n", - " 'Fortis College',\n", - " 'Fortis College-Baton Rouge',\n", - " 'Fortis College-Centerville',\n", - " 'Fortis College-Cincinnati',\n", - " 'Fortis College-Columbia',\n", - " 'Fortis College-Columbus',\n", - " 'Fortis College-Cutler Bay',\n", - " 'Fortis College-Cuyahoga Falls',\n", - " 'Fortis College-Dothan',\n", - " 'Fortis College-Indianapolis',\n", - " 'Fortis College-Landover',\n", - " 'Fortis College-Montgomery',\n", - " 'Fortis College-Norfolk',\n", - " 'Fortis College-Orange Park',\n", - " 'Fortis College-Richmond',\n", - " 'Fortis College-Salt Lake City',\n", - " 'Fortis College-Smyrna',\n", - " 'Fortis Institute',\n", - " 'Fortis Institute-Birmingham',\n", - " 'Fortis Institute-Cookeville',\n", - " 'Fortis Institute-Forty Fort',\n", - " 'Fortis Institute-Lawrenceville',\n", - " 'Fortis Institute-Nashville',\n", - " 'Fortis Institute-Pensacola',\n", - " 'Fortis Institute-Port Saint Lucie',\n", - " 'Fortis Institute-Scranton',\n", - " 'Fortis Institute-Towson',\n", - " 'Fortis Institute-Wayne',\n", - " 'Fosbre Academy of Hair Design',\n", - " 'Fosters Cosmetology College',\n", - " 'Fountain of Youth Academy of Cosmetology',\n", - " 'Four County Career Center',\n", - " 'Four Rivers Career Center',\n", - " 'Fox College',\n", - " 'Fox Valley Technical College',\n", - " 'Framingham State University',\n", - " 'Francis Marion University',\n", - " 'Francis Tuttle Technology Center',\n", - " 'Franciscan Missionaries of Our Lady University',\n", - " 'Franciscan School of Theology',\n", - " 'Franciscan University of Steubenville',\n", - " 'Frank Phillips College',\n", - " 'Franklin and Marshall College',\n", - " 'Franklin College',\n", - " 'Franklin County Career and Technology Center',\n", - " 'Franklin Hair Academy School of Cosmetology',\n", - " 'Franklin Pierce University',\n", - " 'Franklin Technology Center Adult Education',\n", - " 'Franklin University',\n", - " 'Franklin W Olin College of Engineering',\n", - " 'Fred K Marchman Technical College',\n", - " 'Fred W Eberle Technical Center',\n", - " 'Frederick Community College',\n", - " 'Fredrick and Charles Beauty College',\n", - " 'Freed-Hardeman University',\n", - " 'Fremont University',\n", - " 'French Academy of Cosmetology',\n", - " 'Fresno City College',\n", - " 'Fresno Pacific University',\n", - " 'Friends University',\n", - " 'Front Range Community College',\n", - " 'Frontier Community College',\n", - " 'Frontier Nursing University',\n", - " 'Frostburg State University',\n", - " 'Full Sail University',\n", - " 'Fuller Theological Seminary',\n", - " 'Fullerton College',\n", - " 'Fulton-Montgomery Community College',\n", - " 'Furman University',\n", - " 'Futura Career Institute',\n", - " 'Future Generations University',\n", - " 'FVI School of Nursing and Technology',\n", - " 'G Skin & Beauty Institute',\n", - " 'G Skin & Beauty Institute',\n", - " 'GA Beauty & Barber School',\n", - " 'Gadsden State Community College',\n", - " 'Gadsden Technical College',\n", - " 'Galaxy Medical College',\n", - " 'Galen College of Nursing-ARH',\n", - " 'Galen College of Nursing-Cincinnati',\n", - " 'Galen College of Nursing-Louisville',\n", - " 'Galen College of Nursing-San Antonio',\n", - " 'Galen College of Nursing-Tampa Bay',\n", - " 'Galen Health Institutes-Asheville',\n", - " 'Galen Health Institutes-Austin Campus',\n", - " 'Galen Health Institutes-Dallas',\n", - " 'Galen Health Institutes-Gainesville',\n", - " 'Galen Health Institutes-Houston',\n", - " 'Galen Health Institutes-Las Vegas',\n", - " 'Galen Health Institutes-Miami Campus',\n", - " 'Galen Health Institutes-Myrtle Beach',\n", - " 'Galen Health Institutes-Nashville Campus',\n", - " 'Galen Health Institutes-Pikeville',\n", - " 'Galen Health Institutes-Richmond',\n", - " 'Galen Health Institutes-Roanoke',\n", - " 'Galen Health Institutes-Salt Lake City',\n", - " 'Galen Health Institutes-Sarasota',\n", - " 'Galen Health Institutes-Wichita',\n", - " 'Gallaudet University',\n", - " 'Galveston College',\n", - " 'Gannon University',\n", - " 'Garden City Community College',\n", - " 'Garden State Science and Technology Institute',\n", - " 'Gardner-Webb University',\n", - " 'Garrett College',\n", - " 'Garrett-Evangelical Theological Seminary',\n", - " 'Gaston College',\n", - " 'Gaston College',\n", - " 'Gateway Community and Technical College',\n", - " 'GateWay Community College',\n", - " 'GateWay Community College-Central City',\n", - " 'Gateway Technical College',\n", - " 'Gavilan College',\n", - " 'Geisinger Commonwealth School of Medicine',\n", - " 'Gem City College',\n", - " 'Gemological Institute of America-Carlsbad',\n", - " 'Gemological Institute of America-New York',\n", - " 'Generations College',\n", - " 'Genesee Community College',\n", - " 'Genesee Valley BOCES-Practical Nursing Program',\n", - " 'Genesis Career College-Cookeville',\n", - " 'Genesis Career College-Lebanon',\n", - " 'Geneva College',\n", - " 'George C Wallace Community College-Dothan',\n", - " 'George C Wallace State Community College-Hanceville',\n", - " 'George C Wallace State Community College-Selma',\n", - " 'George Fox University',\n", - " 'George Mason University',\n", - " 'George Stone Technical College',\n", - " 'George T Baker Aviation Technical College',\n", - " 'George Washington University',\n", - " 'Georgetown College',\n", - " 'Georgetown University',\n", - " 'Georgia Career Institute',\n", - " 'Georgia College & State University',\n", - " 'Georgia Gwinnett College',\n", - " 'Georgia Highlands College',\n", - " 'Georgia Institute of Cosmetology',\n", - " 'Georgia Institute of Technology-Main Campus',\n", - " 'Georgia Military College',\n", - " 'Georgia Military College - Augusta',\n", - " 'Georgia Military College - Columbus',\n", - " 'Georgia Military College - Dublin',\n", - " 'Georgia Military College - Fairburn',\n", - " 'Georgia Military College - Fayetteville',\n", - " 'Georgia Military College - Madison',\n", - " 'Georgia Military College - Robins',\n", - " 'Georgia Military College - Rockdale',\n", - " 'Georgia Military College - Stone Mountain',\n", - " 'Georgia Military College - Valdosta',\n", - " 'Georgia Military College - Zebulon',\n", - " 'Georgia Northwestern Technical College',\n", - " 'Georgia Piedmont Technical College',\n", - " 'Georgia Southern University',\n", - " 'Georgia Southwestern State University',\n", - " 'Georgia State University',\n", - " 'Georgia State University-Perimeter College',\n", - " 'Georgian Court University',\n", - " 'Gerbers Akron Beauty School',\n", - " 'Germanna Community College',\n", - " 'Gettysburg College',\n", - " 'Glasgow Caledonian New York College',\n", - " 'Glen Dow Academy of Hair Design',\n", - " 'Glen Oaks Community College',\n", - " 'Glendale Career College',\n", - " 'Glendale Career College-North-West College-Bakersfield',\n", - " 'Glendale Career College-North-West College-MFSON',\n", - " 'Glendale Community College',\n", - " 'Glendale Community College',\n", - " 'Glenville State University',\n", - " 'Glitz School of Cosmetology',\n", - " 'Global Medical & Technical Training Institute',\n", - " 'Global Tech College',\n", - " 'Gnomon',\n", - " 'Goddard College',\n", - " 'Gods Bible School and College',\n", - " 'Gogebic Community College',\n", - " 'Golden Gate University',\n", - " 'Golden Gate University-Seattle',\n", - " 'Golden Gate University-Silicon Valley',\n", - " 'Golden West College',\n", - " 'Goldey-Beacom College',\n", - " 'Gonzaga University',\n", - " 'Good Samaritan College of Nursing and Health Science',\n", - " 'GoodFellas Barber College',\n", - " 'Goodwin University',\n", - " 'Goodwin University - Bridgeport Campus',\n", - " 'Gordon College',\n", - " 'Gordon Cooper Technology Center',\n", - " 'Gordon State College',\n", - " 'Gordon-Conwell Theological Seminary',\n", - " 'Goshen College',\n", - " 'Goshen School of Cosmetology',\n", - " 'Goucher College',\n", - " \"Gould's Academy\",\n", - " \"Gould's Academy\",\n", - " 'Governors State University',\n", - " 'Grabber School of Hair Design',\n", - " 'Grace Christian University',\n", - " 'Grace College and Theological Seminary',\n", - " 'Grace International Beauty School',\n", - " 'Grace Mission University',\n", - " 'Grace School of Theology',\n", - " 'Graceland University - Independence',\n", - " 'Graceland University - Trenton',\n", - " 'Graceland University-Lamoni',\n", - " 'Graduate America College',\n", - " 'Graduate Theological Union',\n", - " 'Grady Health System Professional Schools',\n", - " 'Graham Hospital School of Nursing',\n", - " \"Graham's Barber College\",\n", - " 'Grambling State University',\n", - " 'Grand Canyon University',\n", - " 'Grand Rapids Community College',\n", - " 'Grand River Technical School',\n", - " 'Grand Valley State University',\n", - " 'Grand View University',\n", - " 'Gratz College',\n", - " 'Grays Harbor College',\n", - " 'Grayson College',\n", - " 'Great Basin College',\n", - " 'Great Bay Community College',\n", - " 'Great Falls College Montana State University',\n", - " 'Great Lakes Boat Building School',\n", - " 'Great Lakes Christian College',\n", - " 'Great Lakes Institute of Technology',\n", - " 'Great Northern University',\n", - " 'Great Oaks Career Campuses',\n", - " 'Great Plains Technology Center',\n", - " 'Greater Altoona Career & Technology Center',\n", - " 'Greater Johnstown Career and Technology Center',\n", - " 'Greater Lowell Technical School',\n", - " 'Green Country Technology Center',\n", - " 'Green River College',\n", - " 'Greene County Career and Technology Center',\n", - " 'Greene County Career Center',\n", - " 'Greenfield Community College',\n", - " 'Greensboro College',\n", - " 'Greenville Technical College',\n", - " 'Greenville University',\n", - " 'Grinnell College',\n", - " 'Grossmont College',\n", - " 'Grove City College',\n", - " 'Guam Community College',\n", - " 'Guilford College',\n", - " 'Guilford Technical Community College',\n", - " 'Gulf Coast State College',\n", - " 'Gupton Jones College of Funeral Service',\n", - " 'Gurnick Academy of Medical Arts',\n", - " 'Gustavus Adolphus College',\n", - " 'Gwinnett College',\n", - " 'Gwinnett College-Lilburn',\n", - " 'Gwinnett College-Marietta Campus',\n", - " 'Gwinnett College-Sandy Springs',\n", - " 'Gwinnett Institute',\n", - " 'Gwinnett Technical College',\n", - " 'Gwynedd Mercy University',\n", - " 'H Councill Trenholm State Community College',\n", - " 'H W Brewster Technical College',\n", - " 'Hacienda La Puente Adult Education',\n", - " 'Hackensack Meridian School of Medicine',\n", - " 'Hagerstown Community College',\n", - " 'Hair Academy',\n", - " 'Hair Academy',\n", - " 'Hair Academy II',\n", - " 'Hair Academy School of Barbering & Beauty',\n", - " 'Hair Arts Institute',\n", - " 'Hair Professionals Career College',\n", - " 'Hair Professionals Career College',\n", - " 'Hair Professionals School of Cosmetology',\n", - " 'Hairmasters Institute of Cosmetology',\n", - " 'Halifax Community College',\n", - " 'Hallmark University',\n", - " 'Hamilton College',\n", - " 'Hamline University',\n", - " 'Hampden-Sydney College',\n", - " 'Hampshire College',\n", - " 'Hampton University',\n", - " 'Hamrick School',\n", - " 'Hands on Therapy',\n", - " 'Hannah E Mullins School of Practical Nursing',\n", - " 'Hannibal-LaGrange University',\n", - " 'Hanover College',\n", - " 'Harcum College',\n", - " 'Hardin-Simmons University',\n", - " 'Harding School of Theology',\n", - " 'Harding University',\n", - " 'Harford Community College',\n", - " 'Harmony Health Care Institute',\n", - " 'Harris-Stowe State University',\n", - " 'Harrisburg Area Community College',\n", - " 'Harrisburg Area Community College-Gettysburg',\n", - " 'Harrisburg Area Community College-Lancaster',\n", - " 'Harrisburg Area Community College-Lebanon',\n", - " 'Harrisburg Area Community College-York',\n", - " 'Harrisburg University of Science and Technology',\n", - " 'Hartford International University for Religion and Peace',\n", - " 'Hartnell College',\n", - " 'Hartwick College',\n", - " 'Harvard University',\n", - " 'Harvey Mudd College',\n", - " 'Haskell Indian Nations University',\n", - " 'Hastings Beauty School',\n", - " 'Hastings College',\n", - " \"Hatfield's Mississippi College of Beauty Culture\",\n", - " 'Haven University',\n", - " 'Haverford College',\n", - " 'Hawaii Community College',\n", - " 'Hawaii Institute of Hair Design',\n", - " 'Hawaii Medical College',\n", - " 'Hawaii Pacific University',\n", - " 'Hawkeye Community College',\n", - " 'Hays Academy of Hair Design',\n", - " 'Hays Academy of Hair Design',\n", - " 'Haywood Community College',\n", - " 'Hazard Community and Technical College',\n", - " 'Hazelden Betty Ford Graduate School',\n", - " 'Hazleton Area Career Center',\n", - " 'HCA Florida Mercy Hospital School of Practical Nursing',\n", - " 'HCI College',\n", - " 'HCI College - Fort Lauderdale Campus',\n", - " 'HDS Truck Driving Institute',\n", - " 'Headmasters School of Hair Design',\n", - " 'Healing Arts Center',\n", - " 'Healing Hands School of Holistic Health',\n", - " 'Healing Mountain Massage School',\n", - " 'Health And Style Institute',\n", - " 'Health and Technology Training Institute',\n", - " 'Health-Tech Institute of Memphis',\n", - " 'Healthcare Career College',\n", - " 'Healthcare Training Institute',\n", - " 'Healthcare Training Institute',\n", - " 'Heartland Community College',\n", - " 'Heartland Welding Academy',\n", - " 'Hebrew College',\n", - " 'Hebrew Theological College',\n", - " 'Hebrew Union College-Jewish Institute of Religion',\n", - " 'Hebrew Union College-Jewish Institute of Religion-Cincinnati',\n", - " 'Hebrew Union College-Jewish Institute of Religion-Los Angeles',\n", - " 'Heidelberg University',\n", - " 'Helena College University of Montana',\n", - " 'Helene Fuld College of Nursing',\n", - " 'Hellenic College-Holy Cross Greek Orthodox School of Theology',\n", - " \"Hello Gorgeous Barbers Stillwater's School of Barbering\",\n", - " 'Helms College',\n", - " 'Henderson Community College',\n", - " 'Henderson State University',\n", - " 'Hendrix College',\n", - " 'Hennepin Technical College',\n", - " 'Henrico County-Saint Marys Hospital School of Practical Nursing',\n", - " 'Henry Ford College',\n", - " 'Heritage Bible College',\n", - " 'Heritage Christian University',\n", - " 'Heritage University',\n", - " 'Heritage Valley Health System School of Nursing',\n", - " 'Herkimer County BOCES-Practical Nursing Program',\n", - " 'Herkimer County Community College',\n", - " 'Herzing University-Akron',\n", - " 'Herzing University-Atlanta',\n", - " 'Herzing University-Birmingham',\n", - " 'Herzing University-Brookfield',\n", - " 'Herzing University-Kenosha',\n", - " 'Herzing University-Madison',\n", - " 'Herzing University-Minneapolis',\n", - " 'Herzing University-Nashville',\n", - " 'Herzing University-New Orleans',\n", - " 'Herzing University-Orlando',\n", - " 'Herzing University-Tampa',\n", - " 'Hesston College',\n", - " 'High Desert Medical College',\n", - " 'High Desert Medical College - Bakerfield',\n", - " 'High Desert Medical College - Temecula',\n", - " 'High Plains Technology Center',\n", - " 'High Point University',\n", - " 'High Tech High Graduate School of Education',\n", - " 'Highland Community College',\n", - " 'Highland Community College',\n", - " 'Highlands College of Montana Tech',\n", - " 'Highline College',\n", - " 'Hilbert College',\n", - " 'Hill College',\n", - " 'Hillsborough Community College',\n", - " 'Hillsdale Beauty College',\n", - " 'Hillsdale College',\n", - " 'Hilltop Beauty School',\n", - " 'Hinds Community College',\n", - " 'Hinton Barber and Beauty College',\n", - " 'Hiram College',\n", - " 'HJ International Graduate School for Peace and Public Leadership',\n", - " 'Hobart Institute of Welding Technology',\n", - " 'Hobart William Smith Colleges',\n", - " 'Hobe Sound Bible College',\n", - " 'Hocking College',\n", - " 'Hodges University',\n", - " 'Hofstra University',\n", - " 'Hogan Institute of Cosmetology and Esthetics',\n", - " 'Hohokus School of Trade and Technical Sciences',\n", - " 'Holistic Massage Training Institute',\n", - " 'Hollins University',\n", - " 'Hollywood Cultural College',\n", - " 'Hollywood Institute',\n", - " 'Hollywood Institute of Beauty Careers',\n", - " 'Hollywood Institute of Beauty Careers-Casselberry',\n", - " 'Hollywood Institute of Beauty Careers-West Palm Beach',\n", - " 'Holmes Community College',\n", - " 'Holy Apostles College and Seminary',\n", - " 'Holy Cross College',\n", - " 'Holy Family University',\n", - " 'Holy Name Medical Center-Sister Claire Tynan School of Nursing',\n", - " 'Holyoke Community College',\n", - " 'Homestead Schools',\n", - " 'Homestead Schools-Costa Mesa',\n", - " 'Hondros College of Nursing',\n", - " 'Honolulu Community College',\n", - " 'Hood College',\n", - " 'Hood Theological Seminary',\n", - " 'Hope College',\n", - " 'Hope College of Arts and Sciences',\n", - " 'Hope International University',\n", - " 'Hopkinsville Community College',\n", - " 'Horizon University',\n", - " 'Horry-Georgetown Technical College',\n", - " 'Hoss Lee Academy',\n", - " 'Hot Springs Beauty College',\n", - " 'Houghton University',\n", - " 'House of Heavilin Beauty College-Blue Springs',\n", - " 'House of Heavilin Beauty College-Kansas City',\n", - " 'Houston Barber School',\n", - " 'Houston Christian University',\n", - " 'Houston Community College',\n", - " 'Houston International College Cardiotech Ultrasound School',\n", - " 'Houston Training School-Main Campus',\n", - " 'Houston Training Schools-Gessner',\n", - " 'Howard College',\n", - " 'Howard Community College',\n", - " 'Howard Payne University',\n", - " 'Howard University',\n", - " 'Hudson County Community College',\n", - " 'Hudson Valley Community College',\n", - " 'Huertas College',\n", - " 'Hult International Business School',\n", - " 'Humacao Community College',\n", - " 'Humphreys College-Modesto',\n", - " 'Humphreys University-Stockton and Modesto Campuses',\n", - " 'Hunter Business School',\n", - " 'Huntingdon College',\n", - " 'Huntington Junior College',\n", - " 'Huntington School of Beauty Culture',\n", - " 'Huntington University',\n", - " 'Huntsville Bible College',\n", - " 'Husson University',\n", - " 'Huston-Tillotson University',\n", - " 'Hutchinson Community College',\n", - " 'HVAC Technical Institute',\n", - " 'Hypnosis Motivation Institute',\n", - " 'IBMC College',\n", - " 'IBS School of Cosmetology and Massage',\n", - " 'Icahn School of Medicine at Mount Sinai',\n", - " 'ICOHS College',\n", - " 'ICPR Junior College',\n", - " 'ICPR Junior College',\n", - " 'ICPR Junior College-Arecibo',\n", - " 'ICPR Junior College-Mayaguez',\n", - " 'Idaho College of Osteopathic Medicine',\n", - " 'Idaho State University',\n", - " 'IDEA at ATEP',\n", - " 'Ideal Beauty Academy',\n", - " 'Ideal Beauty Academy',\n", - " 'Iliff School of Theology',\n", - " 'Ilisagvik College',\n", - " 'Illinois Central College',\n", - " 'Illinois College',\n", - " 'Illinois College of Optometry',\n", - " 'Illinois Institute of Technology',\n", - " 'Illinois Media School',\n", - " 'Illinois Media School-Chicago Campus',\n", - " 'Illinois State University',\n", - " 'Illinois Valley Community College',\n", - " 'Illinois Wesleyan University',\n", - " 'Image Maker Beauty Institute',\n", - " 'Immaculata University',\n", - " 'Immokalee Technical College',\n", - " 'Imperial Valley College',\n", - " 'Independence Community College',\n", - " 'Independent Training & Apprenticeship Program',\n", - " 'Indian Bible College',\n", - " 'Indian Capital Technology Center School District Number 4 - Coweta',\n", - " 'Indian Capital Technology Center-Muskogee',\n", - " 'Indian Capital Technology Center-Sallisaw',\n", - " 'Indian Capital Technology Center-Stilwell',\n", - " 'Indian Capital Technology Center-Tahlequah',\n", - " 'Indian Hills Community College',\n", - " 'Indian River State College',\n", - " 'Indiana County Technology Center',\n", - " 'Indiana Institute of Technology',\n", - " 'Indiana Institute of Technology-College of Professional Studies',\n", - " 'Indiana State University',\n", - " 'Indiana University of Pennsylvania-Main Campus',\n", - " 'Indiana University-Bloomington',\n", - " 'Indiana University-East',\n", - " 'Indiana University-Indianapolis',\n", - " 'Indiana University-Kokomo',\n", - " 'Indiana University-Northwest',\n", - " 'Indiana University-South Bend',\n", - " 'Indiana University-Southeast',\n", - " 'Indiana Wellness College',\n", - " 'Indiana Wesleyan University-Marion',\n", - " 'Indiana Wesleyan University-National & Global',\n", - " 'Industrial Management Training Institute',\n", - " 'Industrial Technical College',\n", - " 'Infinity College',\n", - " 'Innovate Salon Academy',\n", - " 'Innovate Salon Academy',\n", - " 'Innovate Salon Academy',\n", - " 'Installer Institute',\n", - " 'Institucion Chaviano de Mayaguez',\n", - " 'Institute for Business and Technology',\n", - " 'Institute for Clinical Social Work',\n", - " 'Institute for Doctoral Studies in the Visual Arts',\n", - " 'Institute of Advanced Medical Esthetics',\n", - " 'Institute of Allied Healthcare',\n", - " 'Institute of American Indian and Alaska Native Culture and Arts Development',\n", - " 'Institute of Beauty Careers',\n", - " 'Institute of Buddhist Studies',\n", - " 'Institute of Clinical Acupuncture & Oriental Med',\n", - " 'Institute of Culinary Education',\n", - " 'Institute of Culinary Education',\n", - " 'Institute of Health Sciences',\n", - " 'Institute of Medical Careers',\n", - " 'Institute of Medical Ultrasound',\n", - " 'Institute of Taoist Education and Acupuncture',\n", - " 'Institute of Technology',\n", - " 'Institute of Technology',\n", - " 'Institute of World Politics',\n", - " 'Instituto Educativo Premier',\n", - " 'Instituto Tecnologico de Puerto Rico-Recinto de Guayama',\n", - " 'Instituto Tecnologico de Puerto Rico-Recinto de Manati',\n", - " 'Instituto Tecnologico de Puerto Rico-Recinto de San Juan',\n", - " 'Integrated Massage Therapy Services',\n", - " 'Integrity College of Health',\n", - " 'Intellitec College-Colorado Springs',\n", - " 'Intellitec College-Grand Junction',\n", - " 'Inter American University of Puerto Rico-Aguadilla',\n", - " 'Inter American University of Puerto Rico-Arecibo',\n", - " 'Inter American University of Puerto Rico-Barranquitas',\n", - " 'Inter American University of Puerto Rico-Bayamon',\n", - " 'Inter American University of Puerto Rico-Fajardo',\n", - " 'Inter American University of Puerto Rico-Guayama',\n", - " 'Inter American University of Puerto Rico-Metro',\n", - " 'Inter American University of Puerto Rico-Ponce',\n", - " 'Inter American University of Puerto Rico-San German',\n", - " 'Inter American University of Puerto Rico-School of Law',\n", - " 'Inter American University of Puerto Rico-School of Optometry',\n", - " 'Interactive College of Technology',\n", - " 'Interactive College of Technology',\n", - " 'Interactive College of Technology',\n", - " 'Interactive College of Technology-Chamblee',\n", - " 'Interactive College of Technology-Gainesville',\n", - " 'Interactive College of Technology-Morrow',\n", - " 'Interactive College of Technology-Newport',\n", - " 'InterAmerican Technical Institute',\n", - " 'InterCoast Colleges-Fairfield',\n", - " 'InterCoast Colleges-Rancho Cordova',\n", - " 'InterCoast Colleges-Riverside',\n", - " 'InterCoast Colleges-West Covina',\n", - " 'Interdenominational Theological Center',\n", - " 'Interior Designers Institute',\n", - " 'International Academy',\n", - " 'International Academy of Style',\n", - " 'International Air and Hospitality Academy',\n", - " 'International Baptist College and Seminary',\n", - " 'International Barber College',\n", - " 'International Beauty Education Center',\n", - " 'International Beauty School 4',\n", - " 'International Business College-Indianapolis',\n", - " 'International College of Beauty Arts & Sciences',\n", - " 'International College of Broadcasting',\n", - " 'International College of Cosmetology',\n", - " 'International Culinary Arts and Sciences Institute',\n", - " 'International Institute for Restorative Practices',\n", - " 'International Institute of Cosmetology',\n", - " 'International Salon and Spa Academy',\n", - " 'International School of Beauty Inc',\n", - " 'International School of Skin Nailcare & Massage Therapy',\n", - " 'Inver Hills Community College',\n", - " 'Iona University',\n", - " 'Iowa Central Community College',\n", - " 'Iowa Lakes Community College',\n", - " 'Iowa School of Beauty-Des Moines',\n", - " 'Iowa School of Beauty-Sioux City',\n", - " 'Iowa State University',\n", - " 'Iowa Western Community College',\n", - " 'Irell & Manella Graduate School of Biological Sciences at City of Hope',\n", - " \"Irene's Myomassology Institute\",\n", - " 'Irvine Valley College',\n", - " 'Isabella Graham Hart School of Practical Nursing',\n", - " 'Island Drafting and Technical Institute',\n", - " 'Isothermal Community College',\n", - " 'Itawamba Community College',\n", - " 'Ithaca College',\n", - " 'ITI Technical College',\n", - " 'IVAEM College',\n", - " 'Ivy Tech Community College',\n", - " 'Ivy Tech Community College-Anderson',\n", - " 'Ivy Tech Community College-Bloomington',\n", - " 'Ivy Tech Community College-Columbus',\n", - " 'Ivy Tech Community College-Evansville',\n", - " 'Ivy Tech Community College-Fort Wayne',\n", - " 'Ivy Tech Community College-Hamilton County',\n", - " 'Ivy Tech Community College-Indianapolis',\n", - " 'Ivy Tech Community College-Kokomo',\n", - " 'Ivy Tech Community College-Lafayette',\n", - " 'Ivy Tech Community College-Lake County',\n", - " 'Ivy Tech Community College-Lawrenceburg',\n", - " 'Ivy Tech Community College-Madison',\n", - " 'Ivy Tech Community College-Marion',\n", - " 'Ivy Tech Community College-Muncie',\n", - " 'Ivy Tech Community College-Richmond',\n", - " 'Ivy Tech Community College-Sellersburg',\n", - " 'Ivy Tech Community College-South Bend/Elkhart',\n", - " 'Ivy Tech Community College-Terre Haute',\n", - " 'Ivy Tech Community College-Valparaiso',\n", - " 'IYRS School of Technology & Trades',\n", - " 'J D Academy of Salon and Spa',\n", - " 'J F Ingram State Technical College',\n", - " 'J Michael Harrold Beauty Academy',\n", - " 'J Sargeant Reynolds Community College',\n", - " 'J. F. Drake State Community and Technical College',\n", - " \"J's Barber College\",\n", - " 'Jackson College',\n", - " 'Jackson State Community College',\n", - " 'Jackson State University',\n", - " 'Jackson Theological Seminary',\n", - " 'Jacksonville College-Main Campus',\n", - " 'Jacksonville State University',\n", - " 'Jacksonville University',\n", - " 'James A. Rhodes State College',\n", - " 'James Madison University',\n", - " 'James Rumsey Technical Institute',\n", - " 'James Sprunt Community College',\n", - " 'Jamestown Business College',\n", - " 'Jamestown Business College -',\n", - " 'Jamestown Community College',\n", - " 'Jarvis Christian University',\n", - " \"Jay's Technical Institute\",\n", - " 'Jazz Barber and Hairstyling Academy',\n", - " \"JB's Hair Design and Barber College\",\n", - " 'Jean Madeline Aveda Institute',\n", - " 'Jefferson College',\n", - " 'Jefferson Community and Technical College',\n", - " 'Jefferson Community College',\n", - " 'Jefferson County Dubois Area Vocational Technical Practical Nursing Program',\n", - " 'Jefferson Lewis BOCES-Practical Nursing Program',\n", - " 'Jefferson Regional School of Nursing',\n", - " 'Jefferson State Community College',\n", - " 'Jenks Beauty College',\n", - " 'Jersey College',\n", - " 'Jersey College - Brooksville',\n", - " 'Jersey College - Cleveland',\n", - " 'Jersey College - Ewing',\n", - " 'Jersey College - Fort Lauderdale',\n", - " 'Jersey College - Fort Wayne',\n", - " 'Jersey College - Jacksonville',\n", - " 'Jersey College - Jenkintown',\n", - " 'Jersey College - Knoxville',\n", - " 'Jersey College - Largo',\n", - " 'Jersey College - Melbourne',\n", - " 'Jersey College - Naples',\n", - " 'Jersey College - Port Charlotte',\n", - " 'Jersey College - Scranton',\n", - " 'Jersey College - Tampa',\n", - " 'Jersey College - Tucson',\n", - " 'Jesuit School of Theology of Santa Clara University',\n", - " 'Jewish Theological Seminary of America',\n", - " 'JFK Muhlenberg Harold B. and Dorothy A. Snyder Schools',\n", - " 'Jna Institute of Culinary Arts',\n", - " 'John A Gupton College',\n", - " 'John A Logan College',\n", - " 'John Amico School of Hair Design',\n", - " 'John Brown University',\n", - " 'John C Calhoun State Community College',\n", - " 'John Carroll University',\n", - " 'John D Rockefeller IV Career Center',\n", - " 'John Jay Beauty College',\n", - " 'John Patrick University of Health and Applied Sciences',\n", - " 'John Paul the Great Catholic University',\n", - " 'John Wesley International Barber and Beauty College',\n", - " 'John Wood Community College',\n", - " \"Johnny Matthew's Hairdressing Training School\",\n", - " 'Johns Hopkins University',\n", - " 'Johnson & Wales University-Charlotte',\n", - " 'Johnson & Wales University-Online',\n", - " 'Johnson & Wales University-Providence',\n", - " 'Johnson C Smith University',\n", - " 'Johnson College',\n", - " 'Johnson County Community College',\n", - " 'Johnson University',\n", - " 'Johnson University Florida',\n", - " 'Johnston Community College',\n", - " 'Joliet Junior College',\n", - " 'Jones County Junior College',\n", - " 'Jones Technical Institute',\n", - " 'Jose Maria Vargas University',\n", - " \"Josef's School of Hair Skin & Body-Fargo\",\n", - " \"Josef's School of Hair Skin & Body-Grand Forks\",\n", - " 'Joseph F McCloskey School of Nursing',\n", - " \"Joseph's College Cosmetology\",\n", - " 'Joyce University of Nursing and Health Sciences',\n", - " \"JT's Cuts Academy\",\n", - " 'Judson University',\n", - " 'Jung Tao School of Classical Chinese Medicine',\n", - " 'Juniata College',\n", - " 'Jupiter Beauty Academy',\n", - " 'Kairos University',\n", - " 'KaiStar',\n", - " 'Kaizen Beauty Academy',\n", - " 'Kalamazoo College',\n", - " 'Kalamazoo Valley Community College',\n", - " 'Kankakee Community College',\n", - " 'Kansas Christian College',\n", - " 'Kansas City Art Institute',\n", - " 'Kansas City Kansas Community College',\n", - " 'Kansas City University',\n", - " 'Kansas City University-Joplin',\n", - " 'Kansas Health Science Center',\n", - " 'Kansas State University',\n", - " 'Kansas Wesleyan University',\n", - " 'Kapiolani Community College',\n", - " 'Kaskaskia College',\n", - " 'Kauai Community College',\n", - " 'KC Beauty Academy',\n", - " \"KC's School of Hair Design\",\n", - " 'KCK Beauty & Barber Academy',\n", - " 'KD Conservatory College of Film and Dramatic Arts',\n", - " 'Kean University',\n", - " 'Keck Graduate Institute',\n", - " 'Keene Beauty Academy',\n", - " 'Keene State College',\n", - " 'Kehilath Yakov Rabbinical Seminary',\n", - " 'Keiser University - Clearwater',\n", - " 'Keiser University - New Port Richey',\n", - " 'Keiser University - Residential (Flagship)',\n", - " 'Keiser University- Miami',\n", - " 'Keiser University-Daytona',\n", - " 'Keiser University-Ft Lauderdale',\n", - " 'Keiser University-Ft Myers',\n", - " 'Keiser University-Jacksonville',\n", - " 'Keiser University-Lakeland',\n", - " 'Keiser University-Melbourne',\n", - " 'Keiser University-Orlando',\n", - " 'Keiser University-Pembroke Pines',\n", - " 'Keiser University-Port St Lucie',\n", - " 'Keiser University-Sarasota',\n", - " 'Keiser University-Tallahassee',\n", - " 'Keiser University-Tampa',\n", - " 'Keiser University-West Palm Beach',\n", - " 'Kellogg Community College',\n", - " 'Kennebec Valley Community College',\n", - " 'Kennesaw State University',\n", - " 'Kenneth Shuler School of Cosmetology and Nails-Columbia',\n", - " 'Kenneth Shuler School of Cosmetology-Columbia',\n", - " 'Kenneth Shuler School of Cosmetology-Florence',\n", - " 'Kenneth Shuler School of Cosmetology-Goose Creek',\n", - " 'Kenneth Shuler School of Cosmetology-Greenville',\n", - " 'Kenneth Shuler School of Cosmetology-North Augusta',\n", - " 'Kenneth Shuler School of Cosmetology-Rock Hill',\n", - " 'Kenneth Shuler School of Cosmetology-Spartanburg',\n", - " \"Kenny's Academy of Barbering\",\n", - " 'Kenrick Glennon Seminary',\n", - " 'Kent State University at Ashtabula',\n", - " 'Kent State University at East Liverpool',\n", - " 'Kent State University at Geauga',\n", - " 'Kent State University at Kent',\n", - " 'Kent State University at Salem',\n", - " 'Kent State University at Stark',\n", - " 'Kent State University at Trumbull',\n", - " 'Kent State University at Tuscarawas',\n", - " 'Kentucky Christian University',\n", - " 'Kentucky Horseshoeing School',\n", - " 'Kentucky Mountain Bible College',\n", - " 'Kentucky State University',\n", - " 'Kentucky Wesleyan College',\n", - " 'Kenyon College',\n", - " 'Keser Torah-Mayan Hatalmud',\n", - " 'Kettering College',\n", - " 'Kettering College - Ollie Davis Medical Arts and Education Center',\n", - " 'Kettering University',\n", - " 'Keuka College',\n", - " 'Keune Academy by 124',\n", - " 'Keweenaw Bay Ojibwa Community College',\n", - " 'Keweenaw Bay Ojibwa Community College - Wabanung Campus',\n", - " 'Key College',\n", - " 'Keystone College',\n", - " 'Kiamichi Technology Center-McAlester',\n", - " 'Kilgore College',\n", - " 'King University',\n", - " \"King's College\",\n", - " 'Kino College',\n", - " 'Kirksville Area Technical Center',\n", - " 'Kirkwood Community College',\n", - " 'Kirtland Community College',\n", - " 'Kishwaukee College',\n", - " 'Klamath Community College',\n", - " 'Knox College',\n", - " 'Knox County Career Center',\n", - " 'Kutztown University of Pennsylvania',\n", - " 'Kuyper College',\n", - " 'L Makeup Institute',\n", - " \"L'esprit Academy\",\n", - " \"L'esprit Academy - Royal Oak\",\n", - " 'La Belle Beauty Academy',\n", - " 'La Belle Beauty School',\n", - " 'La James College of Hairstyling and Cosmetology',\n", - " 'La James International College-Cedar Falls',\n", - " 'La James International College-Davenport',\n", - " 'La James International College-Ft Dodge',\n", - " 'La James International College-Johnston',\n", - " 'La Roche University',\n", - " 'La Salle University',\n", - " 'La Sierra University',\n", - " 'LaBarberia Institute of Hair',\n", - " 'Labette Community College',\n", - " 'Laboure College of Healthcare',\n", - " 'Lac Courte Oreilles Ojibwe University',\n", - " 'Lackawanna College',\n", - " 'Lafayette College',\n", - " 'LaGrange College',\n", - " 'Laguna College of Art and Design',\n", - " 'Lake Area Technical College',\n", - " 'Lake Erie College',\n", - " 'Lake Erie College of Osteopathic Medicine',\n", - " 'Lake Forest College',\n", - " 'Lake Forest Graduate School of Management',\n", - " 'Lake Land College',\n", - " 'Lake Michigan College',\n", - " 'Lake Region State College',\n", - " 'Lake Superior College',\n", - " 'Lake Superior State University',\n", - " 'Lake Tahoe Community College',\n", - " 'Lake Technical College',\n", - " 'Lake Washington Institute of Technology',\n", - " 'Lake-Sumter State College',\n", - " 'Lakeland Community College',\n", - " 'Lakeland University',\n", - " 'Lakes Region Community College',\n", - " 'Lakeshore Technical College',\n", - " 'Lakeview College of Nursing',\n", - " 'Lakewood School of Therapeutic Massage',\n", - " 'Lakewood University',\n", - " 'Lamar Community College',\n", - " 'Lamar Institute of Technology',\n", - " 'Lamar State College-Orange',\n", - " 'Lamar State College-Port Arthur',\n", - " 'Lamar University',\n", - " 'Lamson Institute',\n", - " 'Lancaster Beauty School',\n", - " 'Lancaster Bible College',\n", - " 'Lancaster County Career and Technology Center',\n", - " 'Lancaster School of Cosmetology & Therapeutic Bodywork',\n", - " 'Lancaster Theological Seminary',\n", - " 'Lander University',\n", - " 'Landmark College',\n", - " 'Lane College',\n", - " 'Lane Community College',\n", - " 'Laney College',\n", - " 'Langston University',\n", - " 'Lanier Technical College',\n", - " 'Lansdale School of Business',\n", - " 'Lansdale School of Cosmetology Inc',\n", - " 'Lansing Community College',\n", - " 'Laramie County Community College',\n", - " 'Laredo CHI Academy Beauty School',\n", - " 'Laredo College',\n", - " \"Larry's Barber College\",\n", - " \"Larry's Barber College\",\n", - " \"Larry's Barber College-Joliet\",\n", - " 'Las Positas College',\n", - " 'Las Vegas College',\n", - " 'LaSalle Tech',\n", - " 'Lasell University',\n", - " 'Lassen Community College',\n", - " 'Latin American Bible Institute',\n", - " 'Latin Beauty Academy',\n", - " 'Laurel Business Institute',\n", - " 'Laurel Ridge Community College',\n", - " 'Laurel Technical Institute',\n", - " 'Laurus College',\n", - " 'Lawrence & Company College of Cosmetology',\n", - " 'Lawrence & Company College of Cosmetology',\n", - " 'Lawrence Memorial Hospital School of Nursing',\n", - " 'Lawrence Technological University',\n", - " 'Lawrence University',\n", - " 'Lawrenceburg Technical College',\n", - " 'Lawson State Community College',\n", - " 'Le Moyne College',\n", - " 'Le Moyne-Owen College',\n", - " 'Lebanon County Area Vocational Technical School',\n", - " 'Lebanon Valley College',\n", - " 'Lee College',\n", - " 'Lee Professional Institute',\n", - " 'Lee University',\n", - " 'Leech Lake Tribal College',\n", - " 'Lees-McRae College',\n", - " 'Leeward Community College',\n", - " 'Legends Barber College',\n", - " 'LeGrand Institute of Cosmetology Inc',\n", - " 'Lehigh Carbon Community College',\n", - " 'Lehigh Career & Technical Institute',\n", - " 'Lehigh University',\n", - " 'Lehigh Valley Barber School',\n", - " 'Lemoore College',\n", - " 'Lenape Technical School Practical Nursing Program',\n", - " 'Lenoir Community College',\n", - " 'Lenoir-Rhyne University',\n", - " 'Leon Studio One School of Beauty Knowledge',\n", - " 'Leons Beauty School Inc',\n", - " 'Lesley University',\n", - " 'Leston College',\n", - " 'Leston College -',\n", - " 'LeTourneau University',\n", - " 'Lewis & Clark College',\n", - " 'Lewis and Clark Community College',\n", - " 'Lewis University',\n", - " 'Lewis-Clark State College',\n", - " 'Lex La-Ray Technical Center',\n", - " 'Lexington Healing Arts Academy',\n", - " 'Lexington Theological Seminary',\n", - " 'Lia Schorr Institute of Cosmetic Skin Care Training',\n", - " 'Liberty University',\n", - " 'Liceo de Arte y Tecnologia',\n", - " 'Liceo de Arte-Dise-O y Comercio',\n", - " 'Life Chiropractic College West',\n", - " 'Life Chiropractic College West - Bellevue University',\n", - " 'Life Pacific University',\n", - " 'Life Pacific University-Virginia',\n", - " 'Life University',\n", - " \"Lil Lou's Beauty and Barber College\",\n", - " \"Lil Lou's Beauty and Barber College-Hammond\",\n", - " 'LIM College',\n", - " 'Limestone University',\n", - " 'Lincoln Christian University',\n", - " 'Lincoln College of Technology-Columbia',\n", - " 'Lincoln College of Technology-Denver',\n", - " 'Lincoln College of Technology-Grand Prairie',\n", - " 'Lincoln College of Technology-Indianapolis',\n", - " 'Lincoln College of Technology-Marietta',\n", - " 'Lincoln College of Technology-Melrose Park',\n", - " 'Lincoln College of Technology-Nashville',\n", - " 'Lincoln Land Community College',\n", - " 'Lincoln Memorial University',\n", - " 'Lincoln Technical Institute-Allentown',\n", - " 'Lincoln Technical Institute-East Windsor',\n", - " 'Lincoln Technical Institute-Iselin',\n", - " 'Lincoln Technical Institute-Lincoln',\n", - " 'Lincoln Technical Institute-Mahwah',\n", - " 'Lincoln Technical Institute-Moorestown',\n", - " 'Lincoln Technical Institute-New Britain',\n", - " 'Lincoln Technical Institute-Paramus',\n", - " 'Lincoln Technical Institute-Philadelphia',\n", - " 'Lincoln Technical Institute-Shelton',\n", - " 'Lincoln Technical Institute-South Plainfield',\n", - " 'Lincoln Technical Institute-Union',\n", - " 'Lincoln Technical Institute-Whitestone',\n", - " 'Lincoln Trail College',\n", - " 'Lincoln University',\n", - " 'Lincoln University',\n", - " 'Lincoln University',\n", - " 'Lindenwood University',\n", - " 'Lindsey Hopkins Technical College',\n", - " 'Lindsey Institute of Cosmetology',\n", - " 'Lindsey Wilson College',\n", - " 'Linfield University',\n", - " 'Linn-Benton Community College',\n", - " 'Lionel University',\n", - " 'Lipscomb University',\n", - " 'Little Big Horn College',\n", - " 'Little Priest Tribal College',\n", - " 'Lively Technical College',\n", - " 'Livingstone College',\n", - " 'Logan University',\n", - " 'Loma Linda University',\n", - " 'Lone Star College System',\n", - " 'Long Beach City College',\n", - " 'Long Island Beauty School-Hauppauge',\n", - " 'Long Island Beauty School-Hempstead',\n", - " 'Long Island Business Institute',\n", - " 'Long Island Nail Skin & Hair Institute',\n", - " 'Long Island University',\n", - " 'Longwood University',\n", - " 'Longy School of Music of Bard College',\n", - " 'Lorain County Community College',\n", - " 'Lorain County Joint Vocational School District',\n", - " 'Loraines Academy & Spa',\n", - " 'Loras College',\n", - " 'Lorenzo Walker Technical College',\n", - " 'Los Angeles Academy of Figurative Art',\n", - " 'Los Angeles City College',\n", - " 'Los Angeles College of Aesthetics',\n", - " 'Los Angeles College of Music',\n", - " 'Los Angeles County College of Nursing and Allied Health',\n", - " 'Los Angeles Film School',\n", - " 'Los Angeles Harbor College',\n", - " 'Los Angeles Mission College',\n", - " 'Los Angeles Pacific College',\n", - " 'Los Angeles Pacific University',\n", - " 'Los Angeles Pierce College',\n", - " 'Los Angeles Southwest College',\n", - " 'Los Angeles Trade Technical College',\n", - " 'Los Angeles Valley College',\n", - " 'Los Medanos College',\n", - " 'Lotus Professional College',\n", - " 'Louisburg College',\n", - " 'Louisiana Academy of Beauty',\n", - " 'Louisiana Christian University',\n", - " 'Louisiana Culinary Institute',\n", - " 'Louisiana Delta Community College',\n", - " 'Louisiana State University and Agricultural & Mechanical College',\n", - " 'Louisiana State University Health Sciences Center-New Orleans',\n", - " 'Louisiana State University Health Sciences Center-Shreveport',\n", - " 'Louisiana State University-Alexandria',\n", - " 'Louisiana State University-Eunice',\n", - " 'Louisiana State University-Shreveport',\n", - " 'Louisiana Tech University',\n", - " 'Louisville Presbyterian Theological Seminary',\n", - " 'Lourdes University',\n", - " 'Love Beauty School Inc',\n", - " 'Lowell Academy Hairstyling Institute',\n", - " 'Lower Columbia College',\n", - " 'Loyola Marymount University',\n", - " 'Loyola University Chicago',\n", - " 'Loyola University Maryland',\n", - " 'Loyola University New Orleans',\n", - " 'Lu Ross Academy',\n", - " 'Lubbock Christian University',\n", - " 'Luckes Beauty Academy LLC',\n", - " 'Luna Community College',\n", - " 'Lurleen B Wallace Community College',\n", - " 'Luther College',\n", - " 'Luther Rice College & Seminary',\n", - " 'Luther Seminary',\n", - " 'Lutheran School of Theology at Chicago',\n", - " 'Luzerne County Community College',\n", - " 'Lycoming College',\n", - " \"Lyle's College of Beauty\",\n", - " \"Lyle's College of Beauty\",\n", - " 'Lynn University',\n", - " 'Lynnes Welding Training',\n", - " 'Lynnes Welding Training - Ramsey',\n", - " 'Lynnes Welding Training-Bismarck',\n", - " 'Lyon College',\n", - " 'Lytles Redwood Empire Beauty College',\n", - " 'M J Murphy Beauty College of Mount Pleasant',\n", - " 'M State - Detroit Lakes Campus',\n", - " 'M State - Moorhead Campus',\n", - " 'M State - Wadena Campus',\n", - " 'M T Training Center',\n", - " 'M-DCPS The English Center',\n", - " 'Macalester College',\n", - " 'Machzikei Hadath Rabbinical College',\n", - " 'Macomb Community College',\n", - " 'Madera Community College',\n", - " 'Madison Adult Career Center',\n", - " 'Madison Area Technical College',\n", - " 'Madison Oneida BOCES-Practical Nursing Program',\n", - " 'Madisonville Community College',\n", - " 'Madonna University',\n", - " 'Magdalen College',\n", - " 'Maharishi International University',\n", - " 'Mahoning County Career and Technical Center',\n", - " 'Maine College of Art & Design',\n", - " 'Maine College of Health Professions',\n", - " 'Maine Maritime Academy',\n", - " 'Maine Media College',\n", - " 'MAK Beauty Institute',\n", - " 'Makana Esthetics Wellness Academy',\n", - " 'Malone University',\n", - " 'Manatee Technical College',\n", - " 'Manchester Community College',\n", - " 'Manchester University',\n", - " 'Mandalyn Academy',\n", - " 'Mandl School-The College of Allied Health',\n", - " 'Manhattan Area Technical College',\n", - " 'Manhattan Christian College',\n", - " 'Manhattan College',\n", - " 'Manhattan School of Computer Technology',\n", - " 'Manhattan School of Music',\n", - " 'Manhattanville College',\n", - " 'Manna University',\n", - " 'Manor College',\n", - " \"Manuel and Theresa's School of Hair Design\",\n", - " \"Manuel and Theresa's School of Hair Design-Bryan\",\n", - " \"Manuel and Theresa's School of Hair Design-Victoria\",\n", - " 'Maranatha Baptist University',\n", - " 'Margaret H Rollins School of Nursing at Beebe Medical Center',\n", - " 'Maria College of Albany',\n", - " 'Marian Health Careers Center-Los Angeles Campus',\n", - " 'Marian Health Careers Center-Van Nuys Campus',\n", - " 'Marian University',\n", - " 'Marian University',\n", - " 'Marian University-Ancilla',\n", - " 'Mariano Moreno Culinary Institute',\n", - " 'Marietta College',\n", - " 'Marion Military Institute',\n", - " 'Marion S Whelan School of Nursing of Geneva General Hospital',\n", - " 'Marion Technical College',\n", - " 'Marion Technical College',\n", - " 'Marist College',\n", - " 'Marketti Academy of Cosmetology',\n", - " 'Marquette University',\n", - " 'Mars Hill University',\n", - " 'Marshall B Ketchum University',\n", - " 'Marshall University',\n", - " 'Marshalltown Community College',\n", - " 'Martin Community College',\n", - " 'Martin Luther College',\n", - " 'Martin University',\n", - " 'Martinsburg College',\n", - " 'Mary Baldwin University',\n", - " 'Maryland Beauty Academy of Essex',\n", - " 'Maryland Institute College of Art',\n", - " 'Maryland University of Integrative Health',\n", - " 'Marymount Manhattan College',\n", - " 'Marymount University',\n", - " 'Maryville College',\n", - " 'Maryville University of Saint Louis',\n", - " 'Marywood University',\n", - " 'Mason Anthony School of Cosmetology Arts & Sciences',\n", - " 'Massachusetts Bay Community College',\n", - " 'Massachusetts College of Art and Design',\n", - " 'Massachusetts College of Liberal Arts',\n", - " 'Massachusetts Institute of Technology',\n", - " 'Massachusetts Maritime Academy',\n", - " 'Massachusetts School of Barbering',\n", - " 'Massachusetts School of Law',\n", - " 'Massage Institute of Memphis',\n", - " 'Massasoit Community College',\n", - " \"Master's Barber & Styling College\",\n", - " 'Mauna Loa Helicopters',\n", - " 'Mayfield College',\n", - " 'Mayland Community College',\n", - " 'Maynard A. Traviss Technical College - Central Florida Aerospace Academy',\n", - " 'Mayo Clinic College of Medicine and Science',\n", - " 'Mayo Clinic College of Medicine and Science - Arizona',\n", - " 'Mayo Clinic College of Medicine and Science - Florida',\n", - " 'Maysville Community and Technical College',\n", - " 'Mayville State University',\n", - " 'McCormick Theological Seminary',\n", - " 'McDaniel College',\n", - " 'McDowell Technical Community College',\n", - " 'McHenry County College',\n", - " 'MCI',\n", - " 'McKendree University',\n", - " 'McLennan Community College',\n", - " 'McMurry University',\n", - " 'McNeese State University',\n", - " 'McPherson College',\n", - " 'MCPHS University',\n", - " 'MCVSD',\n", - " 'MDT College of Health Sciences',\n", - " 'Meadville Theological School of Lombard College',\n", - " 'Mech-Tech College',\n", - " \"Mechon L'hoyroa\",\n", - " 'Med College',\n", - " 'MediaTech Institute-Dallas',\n", - " 'MediaTech Institute-Houston',\n", - " 'Medical Allied Career Center',\n", - " 'Medical Career & Technical College',\n", - " 'Medical Career College of Northern California',\n", - " 'Medical Career Institute',\n", - " 'Medical College of Wisconsin',\n", - " 'Medical Institute of Palm Beach',\n", - " 'Medical Solutions Academy',\n", - " 'Medical Training College',\n", - " 'Medical University of South Carolina',\n", - " 'Medina County Career Center',\n", - " 'MedQuest College',\n", - " 'Medspa Academies',\n", - " 'Medspa Academies-National Institute of Modern Aesthetics',\n", - " 'Meharry Medical College',\n", - " 'Mei Barber School',\n", - " 'Memorial Hospital School of Radiation Therapy Technology',\n", - " 'Memphis Theological Seminary',\n", - " 'Mendocino College',\n", - " 'Menlo College',\n", - " 'Merced College',\n", - " 'Mercer County Career Center',\n", - " 'Mercer County Community College',\n", - " 'Mercer County Technical Education Center',\n", - " 'Mercer University',\n", - " 'Mercy College of Health Sciences',\n", - " 'Mercy College of Ohio',\n", - " 'Mercy University',\n", - " \"Mercy-St Luke's School of Radiologic Technology\",\n", - " 'Mercyhurst University',\n", - " 'Meredith College',\n", - " 'Meridian College',\n", - " 'Meridian Community College',\n", - " 'Meridian Institute of Surgical Assisting',\n", - " 'Meridian Technology Center',\n", - " 'Meridian University',\n", - " 'Merkaz Bnos-Business School',\n", - " 'Merrimack College',\n", - " 'Merritt College',\n", - " 'Merryfield Academy',\n", - " \"Meryma'at Barber College\",\n", - " 'Mesa Community College',\n", - " 'Mesalands Community College',\n", - " 'Mesivta of Eastern Parkway-Yeshiva Zichron Meilech',\n", - " 'Mesivta Torah Vodaath Rabbinical Seminary',\n", - " 'Mesivtha Tifereth Jerusalem of America',\n", - " 'Messenger College',\n", - " 'Messiah University',\n", - " 'Methodist College',\n", - " 'Methodist Theological School in Ohio',\n", - " 'Methodist University',\n", - " 'Metro Beauty Academy',\n", - " 'Metro Detroit Barber College',\n", - " 'Metro Technology Centers',\n", - " 'Metropolitan College of New York',\n", - " 'Metropolitan Community College Area',\n", - " 'Metropolitan Community College-Kansas City',\n", - " 'Metropolitan Learning Institute',\n", - " 'Metropolitan State University',\n", - " 'Metropolitan State University of Denver',\n", - " 'MGH Institute of Health Professions',\n", - " 'Miami Ad School',\n", - " 'Miami Ad School-Atlanta',\n", - " 'Miami Ad School-New York',\n", - " 'Miami Dade College',\n", - " 'Miami Lakes Educational Center and Technical College',\n", - " 'Miami Lakes Educational Center and Technical College -',\n", - " 'Miami Media School',\n", - " 'Miami Regional University',\n", - " 'Miami University-Hamilton',\n", - " 'Miami University-Middletown',\n", - " 'Miami University-Oxford',\n", - " 'Miami Valley Career Technology Center',\n", - " 'MIAT College of Technology',\n", - " \"Michael's Barber & Hair Stylist Academy\",\n", - " 'Michigan Career and Technical Institute',\n", - " 'Michigan College of Beauty-Monroe',\n", - " 'Michigan College of Beauty-Troy',\n", - " 'Michigan School of Psychology',\n", - " 'Michigan State University',\n", - " 'Michigan Technological University',\n", - " 'Mid Cities Barber College',\n", - " 'Mid Michigan College',\n", - " 'Mid-America Christian University',\n", - " 'Mid-America College of Funeral Service',\n", - " 'Mid-America Technology Center',\n", - " 'Mid-Atlantic Christian University',\n", - " 'Mid-Del Technology Center',\n", - " 'Mid-EastCTC-Adult Education',\n", - " 'Mid-Plains Community College',\n", - " 'Mid-South Christian College',\n", - " 'Mid-State Technical College',\n", - " 'MidAmerica Nazarene University',\n", - " 'Middle Georgia State University',\n", - " 'Middle Tennessee School of Anesthesia Inc',\n", - " 'Middle Tennessee State University',\n", - " 'Middlebury College',\n", - " 'Middlebury Institute of International Studies at Monterey',\n", - " 'Middlesex College',\n", - " 'Middlesex Community College',\n", - " 'Midfield Institute of Cosmetology',\n", - " 'Midland College',\n", - " 'Midland University',\n", - " 'Midlands Technical College',\n", - " 'Midway University',\n", - " 'Midwest Barber College',\n", - " 'Midwest College of Oriental Medicine-Racine',\n", - " 'Midwest College of Oriental Medicine-Skokie',\n", - " 'Midwest Institute',\n", - " 'Midwest Technical Institute-Illinois',\n", - " 'Midwest Technical Institute-Missouri',\n", - " 'Midwestern Baptist Theological Seminary',\n", - " 'Midwestern Career College',\n", - " 'Midwestern State University',\n", - " 'Midwestern University-Downers Grove',\n", - " 'Midwestern University-Glendale',\n", - " 'Midwives College of Utah',\n", - " 'Mifflin County Academy of Science and Technology',\n", - " 'Milan Institute of Cosmetology-El Paso',\n", - " 'Milan Institute of Cosmetology-Reno',\n", - " 'Milan Institute of Cosmetology-San Antonio Military',\n", - " 'Milan Institute of Cosmetology-Vacaville',\n", - " 'Milan Institute-Amarillo',\n", - " 'Milan Institute-Bakersfield',\n", - " 'Milan Institute-Clovis',\n", - " 'Milan Institute-Las Vegas',\n", - " 'Milan Institute-Merced',\n", - " 'Milan Institute-Palm Desert',\n", - " 'Milan Institute-San Antonio Ingram',\n", - " 'Milan Institute-Sparks',\n", - " 'Milan Institute-Visalia',\n", - " 'Mildred Elley School-Albany Campus',\n", - " 'Mildred Elley-New York Campus',\n", - " 'Mildred Elley-Pittsfield Campus',\n", - " 'Miles College',\n", - " 'Miles Community College',\n", - " 'Millennia Atlantic University',\n", - " 'Miller-Motte College-Arizona Automotive Institute',\n", - " 'Miller-Motte College-Augusta',\n", - " 'Miller-Motte College-Berks Technical Institute',\n", - " 'Miller-Motte College-Charleston',\n", - " 'Miller-Motte College-Chattanooga',\n", - " 'Miller-Motte College-Columbus',\n", - " 'Miller-Motte College-Conway',\n", - " 'Miller-Motte College-Fayetteville',\n", - " 'Miller-Motte College-Jacksonville',\n", - " 'Miller-Motte College-Macon',\n", - " 'Miller-Motte College-McCann-Allentown',\n", - " 'Miller-Motte College-McCann-Lewisburg',\n", - " 'Miller-Motte College-McCann-Monroe',\n", - " 'Miller-Motte College-Raleigh',\n", - " 'Miller-Motte College-STVT-Arlington',\n", - " 'Miller-Motte College-STVT-Corpus Christi',\n", - " 'Miller-Motte College-STVT-McAllen',\n", - " 'Miller-Motte College-STVT-San Antonio',\n", - " 'Miller-Motte College-Tulsa',\n", - " 'Miller-Motte College-Wilmington',\n", - " 'Millersville University of Pennsylvania',\n", - " 'Milligan University',\n", - " 'Millikin University',\n", - " 'Millsaps College',\n", - " 'Milwaukee Area Technical College',\n", - " 'Milwaukee Career College',\n", - " 'Milwaukee Institute of Art & Design',\n", - " 'Milwaukee School of Engineering',\n", - " 'Mind Body Institute',\n", - " 'Mineral Area College',\n", - " 'Mineral County Vocational Technical Center',\n", - " 'Minerva University',\n", - " 'Mingo Extended Learning Center',\n", - " 'Minneapolis College of Art and Design',\n", - " 'Minneapolis Community and Technical College',\n", - " 'Minnesota North College',\n", - " 'Minnesota North College - Itasca',\n", - " 'Minnesota North College - Mesabi Range Eveleth',\n", - " 'Minnesota North College - Mesabi Range Virginia',\n", - " 'Minnesota North College - Rainy River',\n", - " 'Minnesota North College - Vermilion',\n", - " 'Minnesota State College Southeast',\n", - " 'Minnesota State CollegeSoutheast-Red Wing Campus',\n", - " 'Minnesota State Community and Technical College',\n", - " 'Minnesota State University Moorhead',\n", - " 'Minnesota State University-Mankato',\n", - " 'Minnesota West Community and Technical College',\n", - " 'Minot State University',\n", - " 'MiraCosta College',\n", - " 'MiraCosta College - San Elijo Campus',\n", - " 'Mirrer Yeshiva Cent Institute',\n", - " 'Misericordia University',\n", - " 'Missio Theological Seminary',\n", - " 'Mission Beauty Institute',\n", - " 'Mission College',\n", - " 'Mission University',\n", - " 'Mississippi College',\n", - " 'Mississippi Delta Community College',\n", - " 'Mississippi Gulf Coast Community College',\n", - " 'Mississippi Institute of Aesthetics Nails & Cosmetology',\n", - " 'Mississippi State University',\n", - " 'Mississippi University for Women',\n", - " 'Mississippi Valley State University',\n", - " 'Missouri Baptist University',\n", - " 'Missouri College of Cosmetology and Esthetics',\n", - " 'Missouri Southern State University',\n", - " 'Missouri State University-Springfield',\n", - " 'Missouri State University-West Plains',\n", - " 'Missouri University of Science and Technology',\n", - " 'Missouri Valley College',\n", - " 'Missouri Western State University',\n", - " 'Mitchell College',\n", - " 'Mitchell Community College',\n", - " 'Mitchell Hamline School of Law',\n", - " 'Mitchell Technical College',\n", - " 'Mitchells Academy',\n", - " 'Mitsu Sato Hair Academy',\n", - " 'MIXED Institute of Cosmetology & Barber',\n", - " 'Moberly Area Community College',\n", - " 'Mobile Technical Training',\n", - " 'Model College of Hair Design',\n", - " 'Modern Beauty Academy',\n", - " 'Modern Hairstyling Institute-Arecibo',\n", - " 'Modern Hairstyling Institute-Bayamon',\n", - " 'Modern Hairstyling Institute-Carolina',\n", - " 'Modern Technology School',\n", - " 'Modern Welding School',\n", - " 'Modesto Junior College',\n", - " 'Mohave Community College',\n", - " 'Mohawk Valley Community College',\n", - " 'Moler Barber College',\n", - " 'Moler Hollywood Beauty Academy',\n", - " 'Moler-Pickens Beauty Academy',\n", - " 'Molloy College',\n", - " 'Monmouth College',\n", - " 'Monmouth University',\n", - " 'Monmouth University - Monmouth Park Corporate Center',\n", - " 'Monongalia County Technical Education Center',\n", - " 'Monroe College',\n", - " 'Monroe Community College',\n", - " 'Monroe County Community College',\n", - " 'Montana Academy of Salons',\n", - " 'Montana Barber Institute',\n", - " 'Montana Bible College',\n", - " 'Montana State University',\n", - " 'Montana State University Billings',\n", - " 'Montana State University-Northern',\n", - " 'Montana Technological University',\n", - " 'Montcalm Community College',\n", - " 'Montclair State University',\n", - " 'Montefiore School of Nursing',\n", - " 'Monterey Peninsula College',\n", - " 'Montessori Education Center of the Rockies',\n", - " 'Montgomery Beauty School',\n", - " 'Montgomery Beauty School-Baltimore Beauty & Barber School',\n", - " 'Montgomery College',\n", - " 'Montgomery Community College',\n", - " 'Montgomery County Community College',\n", - " 'Montreat College',\n", - " 'Montserrat College of Art',\n", - " 'Monty Tech',\n", - " 'Moody Bible Institute',\n", - " 'Moody Bible Institute - Spokane',\n", - " 'Moody Theological Seminary and Graduate School--Michigan',\n", - " 'Moore Career College',\n", - " 'Moore College of Art and Design',\n", - " 'Moore Norman Technology Center',\n", - " 'Moorpark College',\n", - " 'Moraine Park Technical College',\n", - " 'Moraine Valley Community College',\n", - " 'Moravian University',\n", - " 'More Tech Institute',\n", - " 'Morehead State University',\n", - " 'Morehouse College',\n", - " 'Morehouse School of Medicine',\n", - " 'Moreno Valley College',\n", - " 'Morgan Community College',\n", - " 'Morgan State University',\n", - " 'Morgantown Beauty College Inc',\n", - " 'Morningside University',\n", - " 'Morris Brown College',\n", - " 'Morris College',\n", - " 'Morris County Vocational School District',\n", - " 'Morrison Institute of Technology',\n", - " 'Morton College',\n", - " 'Motion Picture Institute',\n", - " 'Motlow State Community College',\n", - " 'Motoring Technical Training Institute',\n", - " 'MotoRing Technical Training Institute',\n", - " 'Mott Community College',\n", - " 'Mount Aloysius College',\n", - " 'Mount Angel Seminary',\n", - " 'Mount Carmel College of Nursing',\n", - " 'Mount Carmel College of Nursing - Fairfield',\n", - " 'Mount Holyoke College',\n", - " 'Mount Marty University',\n", - " 'Mount Mary University',\n", - " 'Mount Mercy University',\n", - " 'Mount Saint Mary College',\n", - " \"Mount Saint Mary's University\",\n", - " \"Mount Saint Mary's University - Doheny Campus\",\n", - " 'Mount Sinai Phillips School of Nursing',\n", - " 'Mount St. Joseph University',\n", - " \"Mount St. Mary's University\",\n", - " 'Mount Vernon Nazarene University',\n", - " 'Mount Wachusett Community College',\n", - " 'Mountain Empire Community College',\n", - " 'Mountain Gateway Community College',\n", - " 'Mountain State School of Massage',\n", - " 'Mountainland Technical College',\n", - " 'Mountwest Community and Technical College',\n", - " \"Mr Wayne's School of Unisex Hair Design\",\n", - " 'Ms Roberts Academy of Beauty Culture',\n", - " 'Mt Hood Community College',\n", - " 'Mt San Antonio College',\n", - " 'Mt San Jacinto Community College District',\n", - " 'Mt. Diablo Adult Education-Mt. Diablo USD',\n", - " 'MTI College',\n", - " 'Muhlenberg College',\n", - " 'Multnomah University',\n", - " 'Murray State College',\n", - " 'Murray State University',\n", - " 'Musicians Institute',\n", - " 'Muskegon Community College',\n", - " 'Muskingum University',\n", - " \"My Le's Beauty College\",\n", - " \"My Le's Beauty College\",\n", - " 'MyComputerCareer at Columbus',\n", - " 'MyComputerCareer at Indianapolis',\n", - " 'MyComputerCareer at Raleigh',\n", - " 'Myotherapy Institute',\n", - " 'Myotherapy Massage College',\n", - " 'MyrAngel Beauty Institute',\n", - " 'Mystros Barber Academy',\n", - " 'Mystros Barber Academy - Missouri City',\n", - " 'Napa Valley College',\n", - " 'Naropa University',\n", - " 'NASCAR Technical Institute',\n", - " 'Nash Community College',\n", - " 'Nashotah House',\n", - " 'Nashua Community College',\n", - " 'Nashville Film Institute',\n", - " 'Nashville State Community College',\n", - " 'Nassau Community College',\n", - " 'Nathan Layne Institute of Cosmetology',\n", - " 'National American University-Rapid City',\n", - " 'National Aviation Academy of New England',\n", - " 'National Aviation Academy of Tampa Bay',\n", - " 'National Beauty College',\n", - " 'National Career College',\n", - " 'National Career Education',\n", - " 'National Career Institute',\n", - " 'National Conservatory of Dramatic Arts',\n", - " 'National Holistic Institute',\n", - " 'National Institute for Medical Assistant Advancement (NIMAA)',\n", - " 'National Latino Education Institute',\n", - " 'National Louis University',\n", - " 'National Paralegal College',\n", - " 'National Park College',\n", - " 'National Personal Training Institute',\n", - " 'National Personal Training Institute-Tampa',\n", - " 'National Polytechnic College',\n", - " 'National University',\n", - " 'National University of Health Sciences',\n", - " 'National University of Natural Medicine',\n", - " 'NationsUniversity',\n", - " 'Natural Images Beauty College',\n", - " 'Navajo Technical University',\n", - " 'Naval Postgraduate School',\n", - " 'Navarro College',\n", - " 'Nazarene Bible College',\n", - " 'Nazarene Theological Seminary',\n", - " 'Nazareth University',\n", - " 'Nebraska College of Technical Agriculture',\n", - " 'Nebraska Indian Community College',\n", - " 'Nebraska Methodist College of Nursing & Allied Health',\n", - " 'Nebraska Wesleyan University',\n", - " \"Neecee's Barber College\",\n", - " 'Neighborhood Playhouse School of the Theater',\n", - " 'Neo-Esthetique European Institute',\n", - " 'Neosho Beauty College',\n", - " 'Neosho County Community College',\n", - " 'Ner Israel Rabbinical College',\n", - " 'Networks Barber College',\n", - " 'Networks Barber College',\n", - " 'Neumann University',\n", - " 'Neumont College of Computer Science',\n", - " 'Nevada Career Institute',\n", - " 'Nevada State University',\n", - " 'New Age Training',\n", - " 'New Beginning College of Cosmetology',\n", - " 'New Beginnings Beauty Academy',\n", - " 'New Brunswick Theological Seminary',\n", - " 'New Castle School of Trades',\n", - " 'New Castle School of Trades',\n", - " 'New Castle School of Trades - East Liverpool Campus',\n", - " 'New College of Florida',\n", - " 'New Community Career & Technical Institute',\n", - " 'New Concept Massage and Beauty School',\n", - " 'New Dimensions School of Hair Design',\n", - " 'New England College',\n", - " 'New England College of Optometry',\n", - " 'New England Hair Academy',\n", - " 'New England Institute of Technology',\n", - " 'New England Law-Boston',\n", - " 'New England Tractor Trailer Training School of Connecticut',\n", - " 'New England Tractor Trailer Training School of CT-Bridgeport',\n", - " 'New England Tractor Trailer Training School of Massachusetts',\n", - " 'New England Tractor Trailer Training School of Rhode Island',\n", - " 'New Hampshire Institute for Therapeutic Arts',\n", - " 'New Hampshire Institute for Therapeutic Arts',\n", - " 'New Hope Christian College-Eugene',\n", - " 'New Jersey City University',\n", - " 'New Jersey Institute of Technology',\n", - " 'New Mexico Highlands University',\n", - " 'New Mexico Institute of Mining and Technology',\n", - " 'New Mexico Junior College',\n", - " 'New Mexico Military Institute',\n", - " 'New Mexico State University-Alamogordo',\n", - " 'New Mexico State University-Dona Ana',\n", - " 'New Mexico State University-Grants',\n", - " 'New Mexico State University-Main Campus',\n", - " 'New Orleans Baptist Theological Seminary',\n", - " 'New Professions Technical Institute',\n", - " 'New River Community and Technical College',\n", - " 'New River Community College',\n", - " 'New Saint Andrews College',\n", - " 'New Tyler Barber College Inc',\n", - " 'New York Academy of Art',\n", - " 'New York Automotive and Diesel Institute',\n", - " 'New York College of Health Professions',\n", - " 'New York College of Podiatric Medicine',\n", - " 'New York College of Traditional Chinese Medicine',\n", - " 'New York Conservatory for Dramatic Arts',\n", - " 'New York Film Academy',\n", - " 'New York Institute of Beauty',\n", - " 'New York Institute of Massage Inc',\n", - " 'New York Institute of Technology',\n", - " 'New York Law School',\n", - " 'New York Medical Career Training Center',\n", - " 'New York Medical College',\n", - " 'New York School for Medical and Dental Assistants',\n", - " 'New York School of Esthetics & Day Spa',\n", - " 'New York School of Interior Design',\n", - " 'New York Seminary',\n", - " 'New York Theological Seminary',\n", - " 'New York University',\n", - " 'Newberry College',\n", - " 'Newman University',\n", - " 'Newschool of Architecture and Design',\n", - " 'NewU University',\n", - " \"NHTI-Concord's Community College\",\n", - " 'Niagara County Community College',\n", - " 'Niagara University',\n", - " 'Nicholls State University',\n", - " 'Nichols College',\n", - " 'Nicolet Area Technical College',\n", - " 'Nightingale College',\n", - " 'No Grease Barber School',\n", - " 'Norco College',\n", - " 'Norfolk State University',\n", - " 'Normandale Community College',\n", - " \"North Adrian's College of Beauty Inc\",\n", - " 'North American Trade Schools',\n", - " 'North American University',\n", - " 'North Arkansas College',\n", - " 'North Bennet Street School',\n", - " 'North Carolina A & T State University',\n", - " 'North Carolina Central University',\n", - " 'North Carolina State University at Raleigh',\n", - " 'North Carolina Wesleyan University',\n", - " 'North Central College',\n", - " 'North Central Institute',\n", - " 'North Central Kansas Technical College',\n", - " 'North Central Michigan College',\n", - " 'North Central Missouri College',\n", - " 'North Central State College',\n", - " 'North Central Texas College',\n", - " 'North Central University',\n", - " 'North Country Community College',\n", - " 'North Dakota State College of Science',\n", - " 'North Dakota State University-Main Campus',\n", - " 'North Florida College',\n", - " 'North Florida Cosmetology Institute',\n", - " 'North Florida Technical College',\n", - " 'North Georgia Technical College',\n", - " 'North Greenville University',\n", - " 'North Hennepin Community College',\n", - " 'North Idaho College',\n", - " 'North Iowa Area Community College',\n", - " 'North Park University',\n", - " 'North Seattle College',\n", - " 'North Shore Community College',\n", - " 'North-West College-Anaheim',\n", - " 'North-West College-Glendale',\n", - " 'North-West College-Long Beach',\n", - " 'North-West College-Pomona',\n", - " 'North-West College-Riverside',\n", - " 'North-West College-San Diego',\n", - " 'North-West College-Van Nuys',\n", - " 'North-West College-West Covina',\n", - " 'Northampton County Area Community College',\n", - " 'Northampton County Area Community College-Monroe',\n", - " 'Northcentral Technical College',\n", - " 'Northcentral University',\n", - " 'Northeast Alabama Community College',\n", - " 'Northeast College of Health Sciences',\n", - " 'Northeast Community College',\n", - " 'Northeast Iowa Community College',\n", - " 'Northeast Lakeview College',\n", - " 'Northeast Mississippi Community College',\n", - " 'Northeast Ohio Medical University',\n", - " 'Northeast State Community College',\n", - " 'Northeast Technical Institute',\n", - " 'Northeast Technology Center',\n", - " 'Northeast Texas Community College',\n", - " 'Northeast Wisconsin Technical College',\n", - " 'Northeastern Illinois University',\n", - " 'Northeastern Junior College',\n", - " 'Northeastern Oklahoma A&M College',\n", - " 'Northeastern Seminary',\n", - " 'Northeastern State University',\n", - " 'Northeastern Technical College',\n", - " 'Northeastern University',\n", - " 'Northeastern University Oakland',\n", - " 'Northeastern University Professional Programs',\n", - " 'Northern Arizona University',\n", - " 'Northern Baptist Theological Seminary',\n", - " 'Northern Career Institute',\n", - " 'Northern Essex Community College',\n", - " 'Northern Illinois University',\n", - " 'Northern Institute of Cosmetology',\n", - " 'Northern Kentucky University',\n", - " 'Northern Maine Community College',\n", - " 'Northern Marianas College',\n", - " 'Northern Michigan University',\n", - " 'Northern New Mexico College',\n", - " 'Northern Oklahoma College',\n", - " 'Northern Pennsylvania Regional College',\n", - " 'Northern State University',\n", - " 'Northern Technical College',\n", - " 'Northern Tier Career Center',\n", - " 'Northern Virginia Community College',\n", - " 'Northern Virginia School of Therapeutic Massage',\n", - " 'Northern Wyoming Community College District',\n", - " 'Northland College',\n", - " 'Northland Community and Technical College',\n", - " 'Northland Community and Technical College - East Grand Forks',\n", - " 'Northland Pioneer College',\n", - " 'Northpoint Bible College',\n", - " 'Northshore Technical Community College',\n", - " 'NorthShore University HealthSystem School of Nurse Anesthesia',\n", - " 'NorthWest Arkansas Community College',\n", - " 'Northwest Career College',\n", - " 'Northwest College',\n", - " 'Northwest College of Art & Design',\n", - " 'Northwest College-Beaverton',\n", - " 'Northwest College-Clackamas',\n", - " 'Northwest College-Eugene',\n", - " 'Northwest College-Medford',\n", - " 'Northwest College-Tualatin',\n", - " 'Northwest Educational Center',\n", - " 'Northwest Florida State College',\n", - " 'Northwest HVAC/R Training Center',\n", - " 'Northwest Indian College',\n", - " 'Northwest Iowa Community College',\n", - " 'Northwest Kansas Technical College',\n", - " 'Northwest Louisiana Technical Community College',\n", - " 'Northwest Mississippi Community College',\n", - " 'Northwest Missouri State University',\n", - " 'Northwest Nazarene University',\n", - " 'Northwest School of Wooden Boat Building',\n", - " 'Northwest Shoals Community College',\n", - " 'Northwest State Community College',\n", - " 'Northwest Technical College',\n", - " 'Northwest Technical Institute',\n", - " 'Northwest Technology Center-Alva',\n", - " 'Northwest Technology Center-Fairview',\n", - " 'Northwest University',\n", - " 'Northwest University-Center for Online and Extended Education',\n", - " 'Northwest Vista College',\n", - " 'Northwestern College',\n", - " 'Northwestern College',\n", - " 'Northwestern Health Sciences University',\n", - " 'Northwestern Michigan College',\n", - " 'Northwestern Oklahoma State University',\n", - " 'Northwestern State University of Louisiana',\n", - " 'Northwestern Technological Institute',\n", - " 'Northwestern University',\n", - " 'Northwood Technical College',\n", - " 'Northwood University',\n", - " 'Norwich University',\n", - " 'Nossi College of Art and Design',\n", - " 'Notre Dame College',\n", - " 'Notre Dame de Namur University',\n", - " 'Notre Dame of Maryland University',\n", - " 'Nouvelle Institute',\n", - " 'Nova Academy of Cosmetology',\n", - " 'Nova Academy of Cosmetology Woodbury',\n", - " 'Nova College de Puerto Rico',\n", - " 'Nova Southeastern University',\n", - " 'NTMA Training Centers of Southern California',\n", - " 'NUC University',\n", - " 'NUC University - Arecibo',\n", - " 'NUC University - Caguas',\n", - " 'NUC University - Florida Technical College - Cutler Bay',\n", - " 'NUC University - Florida Technical College - Deland',\n", - " 'NUC University - Florida Technical College - Kissimmee',\n", - " 'NUC University - Florida Technical College - Lakeland',\n", - " 'NUC University - Florida Technical College - Orlando',\n", - " 'NUC University - Florida Technical College - Pembroke Pines',\n", - " 'NUC University - Florida Technical College - Tampa',\n", - " 'NUC University - IBC Technical Division - Aguadilla',\n", - " 'NUC University - IBC Technical Division - Arecibo',\n", - " 'NUC University - IBC Technical Division - Bayamon',\n", - " 'NUC University - IBC Technical Division - Caguas',\n", - " 'NUC University - IBC Technical Division - Escorial',\n", - " 'NUC University - IBC Technical Division - Fajardo',\n", - " 'NUC University - IBC Technical Division - Guayama',\n", - " 'NUC University - IBC Technical Division - Los Colobos',\n", - " 'NUC University - IBC Technical Division - Manati',\n", - " 'NUC University - IBC Technical Division - Mayaguez',\n", - " 'NUC University - IBC Technical Division - Moca',\n", - " 'NUC University - IBC Technical Division - Ponce',\n", - " 'NUC University - IBC Technical Division - Yauco',\n", - " 'NUC University - Mayaguez',\n", - " 'NUC University - Ponce',\n", - " 'NUC University - Rio Grande',\n", - " 'NUC University - South Florida',\n", - " 'Nueta Hidatsa Sahnish College',\n", - " 'Nunez Community College',\n", - " 'Nuvani Institute',\n", - " 'Nuvani Institute',\n", - " 'Nuvani Institute-Del Rio',\n", - " 'Nuvani Institute-South Campus',\n", - " 'Nuvani Institute-Uvalde',\n", - " 'Nuvo College of Cosmetology',\n", - " 'NYSMedical&Dental Assistants - American Institute of Clinical Massage',\n", - " \"O'Briens Aveda Institute\",\n", - " 'Oak Hills Christian College',\n", - " 'Oak Valley College',\n", - " 'Oakland City University',\n", - " 'Oakland Community College',\n", - " 'Oakland University',\n", - " 'Oakton College',\n", - " 'Oakwood University',\n", - " 'Oberlin College',\n", - " 'Oblate School of Theology',\n", - " 'Occidental College',\n", - " 'Ocean Corporation',\n", - " 'Ocean County College',\n", - " 'Ocean County Vocational-Technical School',\n", - " 'Oconee Fall Line Technical College',\n", - " 'Odessa College',\n", - " 'Oehrlein School of Cosmetology',\n", - " 'Ogden-Weber Technical College',\n", - " 'Ogeechee Technical College',\n", - " 'Oglala Lakota College',\n", - " 'Ogle School Hair Skin Nails-Arlington',\n", - " 'Ogle School Hair Skin Nails-Dallas',\n", - " 'Ogle School Hair Skin Nails-Denton',\n", - " 'Ogle School Hair Skin Nails-Ft Worth',\n", - " 'Ogle School Hair Skin Nails-Hurst',\n", - " 'Ogle School Hair Skin Nails-North Dallas',\n", - " 'Ogle School Hair Skin Nails-San Antonio',\n", - " 'Ogle School Hair Skin Nails-Stafford',\n", - " 'Ogle School Hair Skin Nails-Willowbrook',\n", - " 'Oglethorpe University',\n", - " 'Ohel Margulia Seminary',\n", - " 'Ohio Business College-Dayton-Driving Academy',\n", - " 'Ohio Business College-Sandusky',\n", - " 'Ohio Business College-Sheffield',\n", - " 'Ohio Christian University',\n", - " 'Ohio Dominican University',\n", - " 'Ohio Institute of Allied Health',\n", - " 'Ohio Media School-Cincinnati',\n", - " 'Ohio Media School-Columbus',\n", - " 'Ohio Media School-Valley View',\n", - " 'Ohio Medical Career College',\n", - " 'Ohio Northern University',\n", - " 'Ohio State Beauty Academy',\n", - " 'Ohio State College of Barber Styling',\n", - " 'Ohio State School of Cosmetology-Canal Winchester',\n", - " 'Ohio State School of Cosmetology-Heath',\n", - " 'Ohio State University Agricultural Technical Institute',\n", - " 'Ohio State University-Lima Campus',\n", - " 'Ohio State University-Main Campus',\n", - " 'Ohio State University-Mansfield Campus',\n", - " 'Ohio State University-Marion Campus',\n", - " 'Ohio State University-Newark Campus',\n", - " 'Ohio Technical College',\n", - " 'Ohio University-Chillicothe Campus',\n", - " 'Ohio University-Eastern Campus',\n", - " 'Ohio University-Lancaster Campus',\n", - " 'Ohio University-Main Campus',\n", - " 'Ohio University-Southern Campus',\n", - " 'Ohio University-Zanesville Campus',\n", - " 'Ohio Wesleyan University',\n", - " 'Ohlone College',\n", - " 'Ohr Hameir Theological Seminary',\n", - " 'Okaloosa Technical College',\n", - " 'Oklahoma Baptist University',\n", - " 'Oklahoma Christian University',\n", - " 'Oklahoma City Community College',\n", - " 'Oklahoma City University',\n", - " 'Oklahoma Panhandle State University',\n", - " 'Oklahoma State University Center for Health Sciences',\n", - " 'Oklahoma State University Institute of Technology',\n", - " 'Oklahoma State University-Main Campus',\n", - " 'Oklahoma State University-Oklahoma City',\n", - " 'Oklahoma Technical College',\n", - " 'Oklahoma Wesleyan University',\n", - " 'Old Dominion University',\n", - " 'Old Town Barber College - KC',\n", - " 'Old Town Barber College-Wichita',\n", - " 'Oliver Finley Academy of Cosmetology',\n", - " 'Olivet Nazarene University',\n", - " 'Olney Central College',\n", - " 'Olympian Academy of Cosmetology',\n", - " 'Olympic College',\n", - " 'Omega Graduate School',\n", - " 'Omega Institute of Cosmetology',\n", - " \"Omega Studios' School of Applied Recording Arts & Sciences\",\n", - " 'One Stop Academy',\n", - " 'Onondaga Community College',\n", - " 'Onondaga Cortland Madison BOCES',\n", - " 'Opelousas School of Cosmetology',\n", - " 'Oral Roberts University',\n", - " 'Orange Coast College',\n", - " 'Orange County Community College',\n", - " 'Orange Technical College',\n", - " 'Orange Technical College-East Campus',\n", - " 'Orange Technical College-South Campus',\n", - " 'Orange Technical College-West Campus',\n", - " 'Orange Ulster BOCES-Practical Nursing Program',\n", - " 'Orangeburg Calhoun Technical College',\n", - " 'Oregon Coast Community College',\n", - " 'Oregon College of Oriental Medicine',\n", - " 'Oregon Health & Science University',\n", - " 'Oregon Institute of Technology',\n", - " 'Oregon State University',\n", - " 'Oregon State University-Cascades Campus',\n", - " 'Orion Institute',\n", - " 'Orion Technical College',\n", - " 'Orleans Niagara BOCES-Practical Nursing Program',\n", - " 'Orleans Technical College',\n", - " 'Orlo School of Hair Design and Cosmetology',\n", - " 'Osceola Technical College',\n", - " 'Osceola Technical College - Poinciana Campus',\n", - " 'Osceola Technical College - St. Cloud Campus',\n", - " 'Otero College',\n", - " 'Otero College - La Junta High School',\n", - " 'Otis College of Art and Design',\n", - " 'Otsego Area BOCES-Practical Nursing Program',\n", - " 'Ottawa University-Kansas City',\n", - " 'Ottawa University-Milwaukee',\n", - " 'Ottawa University-Online',\n", - " 'Ottawa University-Ottawa',\n", - " 'Ottawa University-Surprise',\n", - " 'Otterbein University',\n", - " 'Ouachita Baptist University',\n", - " 'Our Lady of the Lake University',\n", - " 'Owens Community College',\n", - " 'Owensboro Community and Technical College',\n", - " 'Oxford Academy of Hair Design Inc',\n", - " 'Oxnard College',\n", - " 'Ozark Christian College',\n", - " 'Ozarka College',\n", - " 'Ozarks Technical Community College',\n", - " 'P B Cosmetology Education Center',\n", - " 'P C Age-Jersey City',\n", - " 'P&A Scholars Beauty School',\n", - " 'Pace University',\n", - " 'Pacific Bible College',\n", - " 'Pacific College',\n", - " 'Pacific College of Health and Science',\n", - " 'Pacific College of Health and Science',\n", - " 'Pacific College of Health and Science',\n", - " 'Pacific Islands University',\n", - " 'Pacific Lutheran University',\n", - " 'Pacific Northwest Christian College',\n", - " 'Pacific Northwest College of Art',\n", - " 'Pacific Northwest University of Health Sciences',\n", - " 'Pacific Oaks College',\n", - " 'Pacific Rim Christian University',\n", - " 'Pacific School of Religion',\n", - " 'Pacific States University',\n", - " 'Pacific Union College',\n", - " 'Pacific University',\n", - " 'Pacifica Graduate Institute',\n", - " 'Paier College',\n", - " 'Paine College',\n", - " 'Palau Community College',\n", - " 'Palladium Technical Academy Inc',\n", - " 'Palm Beach Academy of Health & Beauty',\n", - " 'Palm Beach Atlantic University',\n", - " 'Palm Beach State College',\n", - " 'Palmer College of Chiropractic',\n", - " 'Palo Alto College',\n", - " 'Palo Alto University',\n", - " 'Palo Verde College',\n", - " 'Palomar College',\n", - " 'Palomar Institute of Cosmetology',\n", - " 'Pamlico Community College',\n", - " 'Panola College',\n", - " 'Paradise Valley Community College',\n", - " 'Paramount Beauty Academy',\n", - " 'Pardee RAND Graduate School',\n", - " 'Paris Junior College',\n", - " 'Parisian Beauty School',\n", - " 'Parisian Spa Institute',\n", - " 'Park Place Premier Barber School',\n", - " 'Park University',\n", - " 'Parker University',\n", - " 'Parkland College',\n", - " 'Pasadena City College',\n", - " 'Pasco-Hernando State College',\n", - " 'Passaic County Community College',\n", - " 'Pat Goins Beauty Schools formerly Paul Mitchell the School-Shreveport',\n", - " 'Pathway Vocational Academy',\n", - " 'Pathways College',\n", - " 'Patrick & Henry Community College',\n", - " 'Patrick Henry College',\n", - " 'Paul D Camp Community College',\n", - " \"Paul Mitchell The School Boise -Paul Mitchell The School Coeur d'Alene\",\n", - " 'Paul Mitchell The School Great Lakes - Sarasota',\n", - " 'Paul Mitchell the School-Albuquerque',\n", - " 'Paul Mitchell the School-Arkansas',\n", - " 'Paul Mitchell the School-Arlington',\n", - " 'Paul Mitchell the School-Atlanta',\n", - " 'Paul Mitchell the School-Austin',\n", - " 'Paul Mitchell the School-Baton Rouge',\n", - " 'Paul Mitchell the School-Birmingham',\n", - " 'Paul Mitchell the School-Boise',\n", - " 'Paul Mitchell the School-Charleston',\n", - " 'Paul Mitchell the School-Chicago',\n", - " 'Paul Mitchell the School-Cincinnati',\n", - " 'Paul Mitchell the School-Clear Lake',\n", - " 'Paul Mitchell the School-Cleveland',\n", - " 'Paul Mitchell the School-Colorado Springs',\n", - " 'Paul Mitchell the School-Columbia',\n", - " 'Paul Mitchell the School-Columbus',\n", - " 'Paul Mitchell the School-Costa Mesa',\n", - " 'Paul Mitchell the School-Dallas',\n", - " 'Paul Mitchell the School-Delaware',\n", - " 'Paul Mitchell the School-Denver',\n", - " 'Paul Mitchell the School-East Bay',\n", - " 'Paul Mitchell the School-Esani',\n", - " 'Paul Mitchell the School-Farmington Hills',\n", - " 'Paul Mitchell the School-Fayetteville',\n", - " 'Paul Mitchell the School-Fort Lauderdale',\n", - " 'Paul Mitchell the School-Fort Myers',\n", - " 'Paul Mitchell the School-Fresno',\n", - " 'Paul Mitchell the School-Gastonia',\n", - " 'Paul Mitchell the School-Grand Rapids',\n", - " 'Paul Mitchell the School-Great Lakes',\n", - " 'Paul Mitchell the School-Greenville',\n", - " 'Paul Mitchell the School-Houston',\n", - " 'Paul Mitchell the School-Huntsville',\n", - " 'Paul Mitchell the School-Indianapolis',\n", - " 'Paul Mitchell the School-Jacksonville',\n", - " 'Paul Mitchell the School-Jessup',\n", - " 'Paul Mitchell the School-Knoxville',\n", - " 'Paul Mitchell the School-Las Vegas',\n", - " 'Paul Mitchell the School-Lexington',\n", - " 'Paul Mitchell the School-Little Rock',\n", - " 'Paul Mitchell the School-Logan',\n", - " 'Paul Mitchell the School-Lombard',\n", - " 'Paul Mitchell the School-Louisville',\n", - " 'Paul Mitchell the School-Madison',\n", - " 'Paul Mitchell the School-Memphis',\n", - " 'Paul Mitchell the School-Merrillville',\n", - " 'Paul Mitchell the School-Miami',\n", - " 'Paul Mitchell the School-Michigan',\n", - " 'Paul Mitchell the School-Milwaukee',\n", - " 'Paul Mitchell the School-Missouri Columbia',\n", - " 'Paul Mitchell the School-Modesto',\n", - " 'Paul Mitchell the School-Murfreesboro',\n", - " 'Paul Mitchell the School-Murfreesboro-Nashville',\n", - " 'Paul Mitchell the School-Nampa',\n", - " 'Paul Mitchell the School-New Orleans',\n", - " 'Paul Mitchell the School-Normal',\n", - " 'Paul Mitchell the School-North Haven',\n", - " 'Paul Mitchell the School-North Tahoe',\n", - " 'Paul Mitchell the School-NYC',\n", - " 'Paul Mitchell the School-Orlando',\n", - " 'Paul Mitchell the School-Overland Park',\n", - " 'Paul Mitchell the School-Pasadena',\n", - " 'Paul Mitchell the School-Phoenix',\n", - " 'Paul Mitchell the School-Portsmouth',\n", - " 'Paul Mitchell the School-Provo',\n", - " 'Paul Mitchell the School-Raleigh',\n", - " 'Paul Mitchell the School-Rapid City',\n", - " 'Paul Mitchell the School-Reno',\n", - " 'Paul Mitchell the School-Rexburg',\n", - " 'Paul Mitchell the School-Rhode Island',\n", - " 'Paul Mitchell the School-Richland',\n", - " 'Paul Mitchell the School-Roanoke',\n", - " 'Paul Mitchell the School-Sacramento',\n", - " 'Paul Mitchell the School-Salt Lake City',\n", - " 'Paul Mitchell the School-San Antonio',\n", - " 'Paul Mitchell the School-San Diego',\n", - " 'Paul Mitchell the School-San Jose',\n", - " 'Paul Mitchell the School-Schenectady',\n", - " 'Paul Mitchell the School-Sherman Oaks',\n", - " 'Paul Mitchell the School-Spokane',\n", - " 'Paul Mitchell the School-Springfield',\n", - " 'Paul Mitchell the School-St Louis',\n", - " 'Paul Mitchell the School-St. George',\n", - " 'Paul Mitchell the School-Tampa',\n", - " 'Paul Mitchell the School-Temecula',\n", - " 'Paul Mitchell the School-Tinley Park',\n", - " 'Paul Mitchell the School-Toledo',\n", - " 'Paul Mitchell the School-Tulsa',\n", - " 'Paul Mitchell the School-Twin Falls',\n", - " 'Paul Mitchell the School-Tysons Corner',\n", - " 'Paul Mitchell the School-Wichita',\n", - " 'Paul Quinn College',\n", - " 'Paul Smiths College of Arts and Science',\n", - " 'Payne Theological Seminary',\n", - " 'PC AGE-Metropark',\n", - " 'PCI Academy-Ames',\n", - " 'PCI Academy-Iowa City',\n", - " 'PCI Academy-Plymouth',\n", - " 'PCI College',\n", - " 'PCI Health Training Center',\n", - " 'Pearl River Community College',\n", - " 'Pearl River Community College - Hancock Workforce Academy Hangar',\n", - " 'Pearl River Community College-Forrest County Campus',\n", - " 'Pearlands Innovative School of Beauty',\n", - " 'Peirce College',\n", - " 'Pellissippi State Community College',\n", - " 'Peloton College',\n", - " 'Peloton College',\n", - " 'Peninsula College',\n", - " 'Penn Commercial Business/Technical School',\n", - " 'Pennco Tech-Blackwood',\n", - " 'Pennco Tech-Bristol',\n", - " 'Pennsylvania Academy of the Fine Arts',\n", - " 'Pennsylvania College of Art and Design',\n", - " 'Pennsylvania College of Health Sciences',\n", - " 'Pennsylvania College of Technology',\n", - " 'Pennsylvania Gunsmith School',\n", - " 'Pennsylvania Highlands Community College',\n", - " 'Pennsylvania Institute of Technology',\n", - " 'Pennsylvania State University-Main Campus',\n", - " 'Pennsylvania State University-Penn State Abington',\n", - " 'Pennsylvania State University-Penn State Altoona',\n", - " 'Pennsylvania State University-Penn State Beaver',\n", - " 'Pennsylvania State University-Penn State Berks',\n", - " 'Pennsylvania State University-Penn State Brandywine',\n", - " 'Pennsylvania State University-Penn State DuBois',\n", - " 'Pennsylvania State University-Penn State Erie-Behrend College',\n", - " 'Pennsylvania State University-Penn State Fayette- Eberly',\n", - " 'Pennsylvania State University-Penn State Great Valley',\n", - " 'Pennsylvania State University-Penn State Greater Allegheny',\n", - " 'Pennsylvania State University-Penn State Harrisburg',\n", - " 'Pennsylvania State University-Penn State Hazleton',\n", - " 'Pennsylvania State University-Penn State Lehigh Valley',\n", - " 'Pennsylvania State University-Penn State Mont Alto',\n", - " 'Pennsylvania State University-Penn State New Kensington',\n", - " 'Pennsylvania State University-Penn State Schuylkill',\n", - " 'Pennsylvania State University-Penn State Scranton',\n", - " 'Pennsylvania State University-Penn State Shenango',\n", - " 'Pennsylvania State University-Penn State Wilkes-Barre',\n", - " 'Pennsylvania State University-Penn State York',\n", - " 'Pennsylvania State University-World Campus',\n", - " 'Pennsylvania Western University',\n", - " 'Penrose Academy',\n", - " 'Pensacola School of Massage Therapy & Health Careers',\n", - " 'Pensacola State College',\n", - " 'Penta County Joint Vocational School',\n", - " 'Pentecostal Theological Seminary',\n", - " 'Pepperdine University',\n", - " 'Perry Technical Institute',\n", - " 'Personal Touch Beauty and Barber College',\n", - " 'Peru State College',\n", - " 'Pets Playground Grooming School',\n", - " 'Pfeiffer University',\n", - " 'Phagans Beauty College',\n", - " 'Phagans Central Oregon Beauty College',\n", - " 'Phagans Grants Pass College of Beauty',\n", - " 'Phagans Medford Beauty School',\n", - " 'Phagans School of Beauty',\n", - " 'Phagans School of Hair Design',\n", - " 'Philadelphia College of Osteopathic Medicine',\n", - " 'Philadelphia Technician Training',\n", - " 'Philander Smith University',\n", - " 'Phillips Community College of the University of Arkansas',\n", - " 'Phillips Theological Seminary',\n", - " 'Phipps Academy of Barbering',\n", - " 'Phipps Academy of Barbering - Bradley',\n", - " 'Phoenix College',\n", - " 'Phoenix Institute of Herbal Medicine & Acupuncture',\n", - " 'Phoenix Seminary',\n", - " 'PiBerry Institute',\n", - " 'Pickaway Ross Joint Vocational School District',\n", - " 'Pickens Technical College',\n", - " 'Piedmont Community College',\n", - " 'Piedmont Technical College',\n", - " 'Piedmont University',\n", - " 'Piedmont Virginia Community College',\n", - " 'Pierce College District',\n", - " 'Pierpont Community and Technical College',\n", - " 'Pike County Joint Vocational School District',\n", - " 'Pike-Lincoln Technical Center',\n", - " 'Pikes Peak State College',\n", - " 'Pillar College',\n", - " 'Pima Community College',\n", - " 'Pima Medical Institute-Albuquerque',\n", - " 'Pima Medical Institute-Aurora',\n", - " 'Pima Medical Institute-Chula Vista',\n", - " 'Pima Medical Institute-Colorado Springs',\n", - " 'Pima Medical Institute-Denver',\n", - " 'Pima Medical Institute-Dillon',\n", - " 'Pima Medical Institute-East Valley',\n", - " 'Pima Medical Institute-El Paso',\n", - " 'Pima Medical Institute-Houston',\n", - " 'Pima Medical Institute-Las Vegas',\n", - " 'Pima Medical Institute-Mesa',\n", - " 'Pima Medical Institute-Phoenix',\n", - " 'Pima Medical Institute-Renton',\n", - " 'Pima Medical Institute-San Antonio',\n", - " 'Pima Medical Institute-San Marcos',\n", - " 'Pima Medical Institute-Seattle',\n", - " 'Pima Medical Institute-Tucson',\n", - " 'Pine Technical & Community College',\n", - " 'Pinellas Technical College-Clearwater',\n", - " 'Pinellas Technical College-St. Petersburg',\n", - " 'Pineville Beauty School',\n", - " 'Pinnacle Career Institute',\n", - " 'Pinnacle Institute of Cosmetology',\n", - " 'Pioneer Career and Technology Center',\n", - " 'Pioneer Technology Center',\n", - " 'Pipo Academy of Hair Design',\n", - " 'PITC Institute',\n", - " 'Pitt Community College',\n", - " 'Pittsburg State University',\n", - " 'Pittsburgh Institute of Aeronautics',\n", - " 'Pittsburgh Institute of Mortuary Science Inc',\n", - " 'Pittsburgh Technical College',\n", - " 'Pittsburgh Theological Seminary',\n", - " 'Pitzer College',\n", - " 'Pivot Point Academy',\n", - " \"PJ's College of Cosmetology- Brownsburg\",\n", - " \"PJ's College of Cosmetology- Greenfield\",\n", - " \"PJ's College of Cosmetology- Indianapolis\",\n", - " \"PJ's College of Cosmetology- Jeffersonville\",\n", - " \"PJ's College of Cosmetology- Louisville\",\n", - " \"PJ's College of Cosmetology- Muncie\",\n", - " \"PJ's College of Cosmetology- Plainfield\",\n", - " \"PJ's College of Cosmetology-Bowling Green\",\n", - " \"PJ's College of Cosmetology-Clarksville\",\n", - " \"PJ's College of Cosmetology-Glasgow\",\n", - " \"PJ's College of Cosmetology-Richmond\",\n", - " 'Platt College-Anaheim',\n", - " 'Platt College-Aurora',\n", - " 'Platt College-Los Angeles',\n", - " 'Platt College-Ontario',\n", - " 'Platt College-Riverside',\n", - " 'Plaza College',\n", - " 'Plymouth State University',\n", - " 'PMCA Pittsburgh Multicultural Cosmetology Academy',\n", - " 'Point Loma Nazarene University',\n", - " 'Point Park University',\n", - " 'Point University',\n", - " 'Polaris Career Center',\n", - " 'Polk State College',\n", - " 'Polytech Adult Education',\n", - " 'Polytechnic University of Puerto Rico-Miami',\n", - " 'Polytechnic University of Puerto Rico-Orlando',\n", - " 'Pomeroy College of Nursing at Crouse Hospital',\n", - " 'Pomona College',\n", - " 'Pomona Unified School District Adult and Career Education',\n", - " 'Ponca City Beauty College',\n", - " 'Ponce Health Sciences University',\n", - " 'Ponce Health Sciences University-Centro Universitario de San Juan',\n", - " 'Ponce Health Sciences University-East',\n", - " 'Ponce Health Sciences University-St Louis',\n", - " 'Pontifical Catholic University of Puerto Rico-Arecibo',\n", - " 'Pontifical Catholic University of Puerto Rico-Mayaguez',\n", - " 'Pontifical Catholic University of Puerto Rico-Ponce',\n", - " 'Pontifical College Josephinum',\n", - " 'Pontifical Faculty of the Immaculate Conception at the Dominican House of '\n", - " 'Studies',\n", - " 'Pontifical John Paul II Institute for Studies on Marriage and Family',\n", - " 'Pontotoc Technology Center',\n", - " 'Pope St John XXIII National Seminary',\n", - " 'Poplar Bluff Technical Career Center',\n", - " 'Port Huron Cosmetology College',\n", - " 'Portage Lakes Career Center',\n", - " 'Porter & Chester Institute',\n", - " 'Porter & Chester Institute of Hamden',\n", - " 'Porter and Chester Institute - Brockton',\n", - " 'Porter and Chester Institute - Chicopee',\n", - " 'Porter and Chester Institute - New London',\n", - " 'Porter and Chester Institute - New London 2',\n", - " 'Porter and Chester Institute of Enfield',\n", - " 'Porter and Chester Institute of Waterbury',\n", - " 'Porter and Chester Institute of Worcester',\n", - " 'Porterville College',\n", - " 'Portland Actors Conservatory',\n", - " 'Portland Community College',\n", - " 'Portland State University',\n", - " 'Post University',\n", - " 'Potomac State College of West Virginia University',\n", - " 'Poway Adult School',\n", - " 'PPG Technical College',\n", - " 'Prairie State College',\n", - " 'Prairie View A & M University',\n", - " 'Pratt Community College',\n", - " 'Pratt Institute-Main',\n", - " 'Pratt Manhattan-A Division of Pratt Institute',\n", - " 'Praxis Institute',\n", - " 'Premier Academy of Cosmetology',\n", - " 'Premier Barber Institute',\n", - " 'Premier Barber School',\n", - " 'Premiere Aesthetics Institute',\n", - " 'Premiere Aesthetics Institute-Meridian',\n", - " 'Premiere Career College',\n", - " 'Premiere International College',\n", - " 'Presbyterian College',\n", - " 'Presbyterian Theological Seminary in America',\n", - " 'Prescott College',\n", - " 'Presidio Graduate School',\n", - " 'Prestige Health & Beauty Sciences Academy',\n", - " \"Prince George's Community College\",\n", - " 'Princess Institute of Beauty',\n", - " 'Princeton Theological Seminary',\n", - " 'Princeton University',\n", - " 'Principia College',\n", - " 'Prism Career Institute-Cherry Hill',\n", - " 'Prism Career Institute-Philadelphia',\n", - " 'Prism Career Institute-West Atlantic City',\n", - " 'Pro Beauty Academy',\n", - " 'Pro Way Hair School',\n", - " 'Professional Culinary Academy',\n", - " 'Professional Golfers Career College',\n", - " 'Professional Institute of Beauty',\n", - " 'Professional Skills Institute',\n", - " 'Professional Technical Institution',\n", - " 'Professional University Dr. Carlos J. Borrero Rios',\n", - " \"Professional's Choice Hair Design Academy\",\n", - " 'Profile Institute of Barber-Styling',\n", - " 'Protege Academy',\n", - " 'Protege Academy',\n", - " 'Providence Christian College',\n", - " 'Providence College',\n", - " 'Provo College',\n", - " 'Provo College-Idaho Falls Campus',\n", - " 'Pueblo Community College',\n", - " 'Puerto Rico Advance Institute',\n", - " 'Puerto Rico Conservatory of Music',\n", - " 'Purdue University - Purdue Polytechnic Anderson',\n", - " 'Purdue University - Purdue Polytechnic Columbus',\n", - " 'Purdue University - Purdue Polytechnic Indianapolis',\n", - " 'Purdue University - Purdue Polytechnic Kokomo',\n", - " 'Purdue University - Purdue Polytechnic Lafayette',\n", - " 'Purdue University - Purdue Polytechnic New Albany',\n", - " 'Purdue University - Purdue Polytechnic Richmond',\n", - " 'Purdue University - Purdue Polytechnic South Bend',\n", - " 'Purdue University - Purdue Polytechnic Vincennes',\n", - " 'Purdue University - Westgate Academy',\n", - " 'Purdue University Fort Wayne',\n", - " 'Purdue University Global',\n", - " 'Purdue University Northwest',\n", - " 'Purdue University-Main Campus',\n", - " 'Pure Aesthetics Natural Skincare School',\n", - " 'Putnam Career and Technical Center',\n", - " 'Queen City College',\n", - " 'Queens University of Charlotte',\n", - " 'Quincy College',\n", - " 'Quincy University',\n", - " 'Quinnipiac University',\n", - " 'Quinsigamond Community College',\n", - " 'Rabbi Jacob Joseph School',\n", - " 'Rabbinical Academy Mesivta Rabbi Chaim Berlin',\n", - " 'Rabbinical College Beth Shraga',\n", - " 'Rabbinical College Bobover Yeshiva Bnei Zion',\n", - " 'Rabbinical College of America',\n", - " 'Rabbinical College of Long Island',\n", - " 'Rabbinical College of Ohr Shimon Yisroel',\n", - " 'Rabbinical College Ohr Yisroel',\n", - " 'Rabbinical College Telshe',\n", - " 'Rabbinical Seminary Mkor Chaim',\n", - " 'Rabbinical Seminary of America',\n", - " \"Rabbinical Seminary of America-Ma'yan HaTorah\",\n", - " 'Radford M Locklin Technical College',\n", - " 'Radford University',\n", - " 'Ralph R Willis Career and Technical Center',\n", - " 'Ramapo College of New Jersey',\n", - " 'Randall University',\n", - " 'Randolph College',\n", - " 'Randolph Community College',\n", - " 'Randolph Technical Center',\n", - " 'Randolph-Macon College',\n", - " 'Ranger College',\n", - " 'Ranken Technical College',\n", - " \"Raphael's School of Beauty Culture Inc-Alliance\",\n", - " \"Raphael's School of Beauty Culture Inc-Boardman\",\n", - " \"Raphael's School of Beauty Culture Inc-Brunswick\",\n", - " \"Raphael's School of Beauty Culture Inc-Niles\",\n", - " 'Rappahannock Community College',\n", - " 'Raritan Valley Community College',\n", - " 'Rasmussen University - Overland Park',\n", - " 'Rasmussen University-Aurora',\n", - " 'Rasmussen University-Bloomington',\n", - " 'Rasmussen University-Central Pasco',\n", - " 'Rasmussen University-Eagan',\n", - " 'Rasmussen University-Florida',\n", - " 'Rasmussen University-Fort Myers',\n", - " 'Rasmussen University-Hennepin/Anoka',\n", - " 'Rasmussen University-Illinois',\n", - " 'Rasmussen University-Kansas',\n", - " 'Rasmussen University-Lake Elmo/Woodbury',\n", - " 'Rasmussen University-Mankato',\n", - " 'Rasmussen University-Minnesota',\n", - " 'Rasmussen University-Mokena/Tinley Park',\n", - " 'Rasmussen University-North Dakota',\n", - " 'Rasmussen University-North Orlando',\n", - " 'Rasmussen University-Romeoville/Joliet',\n", - " 'Rasmussen University-Tampa/Brandon',\n", - " 'Rasmussen University-Wausau',\n", - " 'Rasmussen University-Wisconsin',\n", - " 'Ravenscroft Beauty College',\n", - " \"Ray J's College of Hair\",\n", - " 'Reach University',\n", - " 'Reading Area Community College',\n", - " 'Reading Hospital School of Health Sciences',\n", - " 'Reconstructionist Rabbinical College',\n", - " 'Red Lake Nation College',\n", - " 'Red River Technology Center',\n", - " 'Red Rocks Community College',\n", - " 'Redeemers University North America',\n", - " 'Redlands Community College',\n", - " 'Redondo Beach Beauty College',\n", - " 'Reed College',\n", - " 'Reedley College',\n", - " 'Reflections Academy of Beauty',\n", - " 'Reformed University',\n", - " 'Refrigeration School Inc',\n", - " 'Regan Career Institute',\n", - " 'Regent University',\n", - " 'Regina Webb Academy',\n", - " 'Regional Center for Border Health',\n", - " 'Regis College',\n", - " 'Regis University',\n", - " 'Reid State Technical College',\n", - " 'Reinhardt University',\n", - " 'Reiss-Davis Graduate School',\n", - " 'Relay Graduate School of Education',\n", - " 'Relay Graduate School of Education - Atlanta',\n", - " 'Relay Graduate School of Education - Baton Rouge',\n", - " 'Relay Graduate School of Education - California',\n", - " 'Relay Graduate School of Education - Chicago',\n", - " 'Relay Graduate School of Education - Connecticut',\n", - " 'Relay Graduate School of Education - Dallas-Fort Worth',\n", - " 'Relay Graduate School of Education - Delaware',\n", - " 'Relay Graduate School of Education - Denver',\n", - " 'Relay Graduate School of Education - Houston',\n", - " 'Relay Graduate School of Education - Indiana',\n", - " 'Relay Graduate School of Education - Memphis',\n", - " 'Relay Graduate School of Education - Nashville',\n", - " 'Relay Graduate School of Education - New Orleans',\n", - " 'Relay Graduate School of Education - Newark',\n", - " 'Relay Graduate School of Education - Philadelphia & Camden',\n", - " 'Relay Graduate School of Education - San Antonio',\n", - " 'Relay Graduate School of Education - Washington D.C',\n", - " 'Remington College-Baton Rouge Campus',\n", - " 'Remington College-Cleveland Campus',\n", - " 'Remington College-Dallas Campus',\n", - " 'Remington College-Fort Worth Campus',\n", - " 'Remington College-Houston Southeast Campus',\n", - " 'Remington College-Lafayette Campus',\n", - " 'Remington College-Memphis Campus',\n", - " 'Remington College-Mobile Campus',\n", - " 'Remington College-Nashville Campus',\n", - " 'Remington College-North Houston Campus',\n", - " 'Remington College-Online Dallas',\n", - " 'Remington College-Shreveport Campus',\n", - " 'Renaissance Academie',\n", - " 'Renaissance Beauty Academy',\n", - " 'Rend Lake College',\n", - " 'Rensselaer at Hartford',\n", - " 'Rensselaer Polytechnic Institute',\n", - " 'Renton Technical College',\n", - " 'Research College of Nursing',\n", - " 'Rexburg College of Massage Therapy',\n", - " 'Rhode Island College',\n", - " 'Rhode Island School of Design',\n", - " 'Rhodes College',\n", - " 'Rice University',\n", - " 'Richard Bland College',\n", - " 'Richland Community College',\n", - " 'Richmond Community College',\n", - " 'Richmont Graduate University',\n", - " 'Rider University',\n", - " 'Ridge Technical College',\n", - " 'Ridgewater College',\n", - " 'Riggins Urban Barber College',\n", - " 'Ringling College of Art and Design',\n", - " 'Rio Grande Valley College',\n", - " 'Rio Hondo College',\n", - " 'Rio Salado College',\n", - " 'Ripon College',\n", - " 'River Parishes Community College',\n", - " 'River Valley Community College',\n", - " 'River Valley School of Massage',\n", - " 'Riverland Community College',\n", - " 'Riveroak Technical College',\n", - " 'Riverside City College',\n", - " 'Riverside College of Health Careers',\n", - " 'Riverside County Office of Education-School of Career Education',\n", - " 'Rivertown School of Beauty Barber Skin Care and Nails',\n", - " 'Rivier University',\n", - " 'Rizzieri Aveda School for Beauty and Wellness',\n", - " 'Roane State Community College',\n", - " 'Roane-Jackson Technical Center',\n", - " 'Roanoke College',\n", - " 'Roanoke-Chowan Community College',\n", - " 'Rob Roy Academy - Woonsocket',\n", - " 'Rob Roy Academy-Fall River',\n", - " 'Rob Roy Academy-New Bedford',\n", - " 'Rob Roy Academy-Taunton',\n", - " 'Rob Roy Academy-Worcester',\n", - " 'Robert Fiance Beauty Schools',\n", - " 'Robert Fiance Beauty Schools-North Plainfield',\n", - " 'Robert Fiance Beauty Schools-West New York',\n", - " 'Robert Morgan Educational Center and Technical College',\n", - " 'Robert Morris University',\n", - " 'Roberto-Venn School of Luthiery',\n", - " 'Roberts Wesleyan University',\n", - " 'Robeson Community College',\n", - " 'Rochester Community and Technical College',\n", - " 'Rochester Institute of Technology',\n", - " 'Rochester University',\n", - " 'Rock Valley College',\n", - " 'Rockford University',\n", - " 'Rockhurst University',\n", - " 'Rockingham Community College',\n", - " 'Rockland Community College',\n", - " 'Rockland County BOCES-Practical Nursing Program',\n", - " 'Rocky Mountain College',\n", - " 'Rocky Mountain College of Art and Design',\n", - " 'Rocky Mountain University of Health Professions',\n", - " 'Rocky Vista University',\n", - " 'Rocky Vista University - Southern Utah',\n", - " 'Roger Williams University',\n", - " 'Roger Williams University School of Law',\n", - " 'Rogers Academy of Hair Design',\n", - " 'Rogers State University',\n", - " 'Rogue Community College',\n", - " 'Rollins College',\n", - " 'Roosevelt University',\n", - " 'Rosalind Franklin University of Medicine and Science',\n", - " 'Rose State College',\n", - " 'Rose-Hulman Institute of Technology',\n", - " 'Rosedale Bible College',\n", - " 'Rosedale Technical College',\n", - " 'Rosel School of Cosmetology',\n", - " 'Roseman University of Health Sciences',\n", - " 'Rosemont College',\n", - " 'Ross College-Canton',\n", - " 'Ross College-Davenport',\n", - " 'Ross College-Grand Rapids North',\n", - " 'Ross College-Hopkinsville',\n", - " 'Ross College-Sylvania',\n", - " 'Ross Medical Education Center-Ann Arbor',\n", - " 'Ross Medical Education Center-Battle Creek',\n", - " 'Ross Medical Education Center-Bowling Green',\n", - " 'Ross Medical Education Center-Brighton',\n", - " 'Ross Medical Education Center-Canton',\n", - " 'Ross Medical Education Center-Charleston',\n", - " 'Ross Medical Education Center-Cincinnati',\n", - " 'Ross Medical Education Center-Davison',\n", - " 'Ross Medical Education Center-Dayton',\n", - " 'Ross Medical Education Center-Elyria',\n", - " 'Ross Medical Education Center-Erlanger',\n", - " 'Ross Medical Education Center-Evansville',\n", - " 'Ross Medical Education Center-Flint',\n", - " 'Ross Medical Education Center-Fort Wayne',\n", - " 'Ross Medical Education Center-Granger',\n", - " 'Ross Medical Education Center-Huntsville',\n", - " 'Ross Medical Education Center-Johnson City',\n", - " 'Ross Medical Education Center-Kentwood',\n", - " 'Ross Medical Education Center-Knoxville',\n", - " 'Ross Medical Education Center-Kokomo',\n", - " 'Ross Medical Education Center-Lafayette',\n", - " 'Ross Medical Education Center-Lansing',\n", - " 'Ross Medical Education Center-Midland',\n", - " 'Ross Medical Education Center-Morgantown',\n", - " 'Ross Medical Education Center-Muncie',\n", - " 'Ross Medical Education Center-New Baltimore',\n", - " 'Ross Medical Education Center-Niles',\n", - " 'Ross Medical Education Center-Ontario',\n", - " 'Ross Medical Education Center-Owensboro',\n", - " 'Ross Medical Education Center-Port Huron',\n", - " 'Ross Medical Education Center-Portage',\n", - " 'Ross Medical Education Center-Roosevelt Park',\n", - " 'Ross Medical Education Center-Saginaw',\n", - " 'Ross Medical Education Center-Taylor',\n", - " 'Ross Medical Education Center-Warren',\n", - " 'Rosslyn Training Academy of Cosmetology',\n", - " 'Rowan College at Burlington County',\n", - " 'Rowan College of South Jersey-Cumberland Campus',\n", - " 'Rowan College of South Jersey-Gloucester Campus',\n", - " 'Rowan University',\n", - " 'Rowan-Cabarrus Community College',\n", - " 'Roxborough Memorial Hospital School of Nursing',\n", - " 'Roxbury Community College',\n", - " \"Ruben's Five Star Academy\",\n", - " \"Rudae's School of Beauty Culture-Ft Wayne\",\n", - " 'Rudy & Kelly Academy A Paul Mitchell Partner School',\n", - " 'Rush University',\n", - " 'Russell Sage College',\n", - " 'Rust College',\n", - " 'Rutgers University-Camden',\n", - " 'Rutgers University-New Brunswick',\n", - " 'Rutgers University-Newark',\n", - " 'SABER College',\n", - " 'Sacramento City College',\n", - " 'Sacramento Ultrasound Institute',\n", - " 'Sacred Heart Major Seminary',\n", - " 'Sacred Heart Seminary and School of Theology',\n", - " 'Sacred Heart University',\n", - " 'Saddleback College',\n", - " 'SAE Institute of Technology-Atlanta',\n", - " 'SAE Institute of Technology-Chicago',\n", - " 'SAE Institute of Technology-Miami',\n", - " 'SAE Institute of Technology-Nashville',\n", - " 'SAE Institute of Technology-New York',\n", - " 'Sage School of Massage & Esthetics',\n", - " 'Saginaw Chippewa Tribal College',\n", - " 'Saginaw Valley State University',\n", - " 'Saint Ambrose University',\n", - " 'Saint Anselm College',\n", - " 'Saint Anthony College of Nursing',\n", - " \"Saint Augustine's University\",\n", - " 'Saint Charles Borromeo Seminary-Overbrook',\n", - " 'Saint Cloud State University',\n", - " \"Saint Edward's University\",\n", - " 'Saint Elizabeth College of Nursing',\n", - " 'Saint Elizabeth School of Nursing',\n", - " 'Saint Elizabeth University',\n", - " 'Saint Francis Medical Center College of Nursing',\n", - " 'Saint Francis University',\n", - " \"Saint John's Seminary\",\n", - " \"Saint John's University - Staten Island Campus\",\n", - " 'Saint Johns River State College',\n", - " 'Saint Johns University',\n", - " 'Saint Joseph Seminary College',\n", - " \"Saint Joseph's College of Maine\",\n", - " \"Saint Joseph's University\",\n", - " 'Saint Leo University',\n", - " 'Saint Louis Community College',\n", - " 'Saint Louis University',\n", - " \"Saint Martin's University\",\n", - " 'Saint Mary-of-the-Woods College',\n", - " \"Saint Mary's College\",\n", - " \"Saint Mary's College of California\",\n", - " \"Saint Mary's University of Minnesota\",\n", - " 'Saint Meinrad School of Theology',\n", - " 'Saint Michael College of Allied Health',\n", - " \"Saint Michael's College\",\n", - " 'Saint Norbert College',\n", - " 'Saint Paul College',\n", - " 'Saint Paul School of Theology',\n", - " \"Saint Peter's University\",\n", - " 'Saint Vincent College',\n", - " 'Saint Vincent de Paul Regional Seminary',\n", - " 'Saint Vincent Seminary',\n", - " 'Saint Vladimirs Orthodox Theological Seminary',\n", - " 'Saint Xavier University',\n", - " 'Salem College',\n", - " 'Salem College of Hairstyling',\n", - " 'Salem Community College',\n", - " 'Salem State University',\n", - " 'Salem University',\n", - " 'Salina Area Technical College',\n", - " 'Saline County Career Center',\n", - " 'Salisbury University',\n", - " 'Salish Kootenai College',\n", - " 'Salon & Spa Institute',\n", - " 'Salon Boutique Academy',\n", - " 'Salon Institute - Columbus Campus',\n", - " 'Salon Institute-Toledo Campus',\n", - " 'Salon Professional Academy',\n", - " 'Salon Professional Academy of San Antonio',\n", - " 'Salon Professional Academy-Elevate Salon Institute',\n", - " 'Salon Success Academy-Corona',\n", - " 'Salon Success Academy-Fontana',\n", - " 'Salon Success Academy-Redlands',\n", - " 'Salon Success Academy-Riverside',\n", - " 'Salon Success Academy-Upland',\n", - " 'Salon Success Academy-West Covina',\n", - " 'Salt Lake Community College',\n", - " 'Salus University',\n", - " 'Salve Regina University',\n", - " 'Sam Houston State University',\n", - " 'Samaritan Hospital School of Nursing',\n", - " 'Samford University',\n", - " 'Sami Halaseh Institute',\n", - " 'Sampson Community College',\n", - " 'Samuel Merritt University',\n", - " 'San Antonio College',\n", - " 'San Bernardino Beauty College',\n", - " 'San Bernardino Valley College',\n", - " 'San Diego Christian College',\n", - " 'San Diego City College',\n", - " 'San Diego Global Knowledge University',\n", - " 'San Diego Mesa College',\n", - " 'San Diego Miramar College',\n", - " 'San Diego State University',\n", - " 'San Diego State University-Imperial Valley Campus',\n", - " 'San Francisco Bay University',\n", - " 'San Francisco Conservatory of Music',\n", - " 'San Francisco Film School',\n", - " 'San Francisco Institute of Esthetics & Cosmetology Inc',\n", - " 'San Francisco School of Massage & Bodywork',\n", - " 'San Francisco State University',\n", - " 'San Ignacio University',\n", - " 'San Jacinto College-North Campus',\n", - " 'San Jacinto College-South Campus',\n", - " 'San Jacinto Community College',\n", - " 'San Jacinto Community College District - Generation Park Campus',\n", - " 'San Joaquin College of Law',\n", - " 'San Joaquin Delta College',\n", - " 'San Joaquin General Hospital School of Radiation Technology',\n", - " 'San Joaquin Valley College-Bakersfield',\n", - " 'San Joaquin Valley College-Delano',\n", - " 'San Joaquin Valley College-Fresno',\n", - " 'San Joaquin Valley College-Hesperia',\n", - " 'San Joaquin Valley College-Lancaster',\n", - " 'San Joaquin Valley College-Modesto',\n", - " 'San Joaquin Valley College-Ontario',\n", - " 'San Joaquin Valley College-Porterville',\n", - " 'San Joaquin Valley College-Rancho Cordova',\n", - " 'San Joaquin Valley College-Rancho Mirage',\n", - " 'San Joaquin Valley College-Santa Maria',\n", - " 'San Joaquin Valley College-Temecula',\n", - " 'San Joaquin Valley College-Trades Education Center',\n", - " 'San Joaquin Valley College-Visalia',\n", - " 'San Jose Campus',\n", - " 'San Jose City College',\n", - " 'San Jose State University',\n", - " 'San Juan Bautista School of Medicine',\n", - " 'San Juan College',\n", - " 'Sandhills Community College',\n", - " 'Sandra Academy of Salon Services',\n", - " 'Sandusky Career Center',\n", - " 'Sanford Burnham Prebys Medical Discovery Institute',\n", - " 'Sanford Medical Center',\n", - " 'SANS Technology Institute',\n", - " 'Santa Ana Beauty Academy',\n", - " 'Santa Ana Beauty College',\n", - " 'Santa Ana College',\n", - " 'Santa Barbara City College',\n", - " 'Santa Clara University',\n", - " 'Santa Fe College',\n", - " 'Santa Fe Community College',\n", - " 'Santa Monica College',\n", - " 'Santa Rosa Junior College',\n", - " 'Santiago Canyon College',\n", - " 'Sarah Lawrence College',\n", - " 'Sarasota School of Massage Therapy',\n", - " 'Sattler College',\n", - " 'Sauk Valley Community College',\n", - " 'Savannah College of Art and Design',\n", - " 'Savannah State University',\n", - " 'Savannah Technical College',\n", - " 'Saybrook University',\n", - " 'Schenectady County Community College',\n", - " 'Schiller International University',\n", - " 'Schilling-Douglas School of Hair Design',\n", - " 'School of Automotive Machinists & Technology',\n", - " 'School of Missionary Aviation Technology',\n", - " 'School of Professional Horticulture New York Botanical Garden',\n", - " 'School of the Art Institute of Chicago',\n", - " 'School of Visual Arts',\n", - " 'Schoolcraft Community College District',\n", - " 'Schreiner University',\n", - " 'Schuyler Steuben Chemung Tioga Allegany BOCES',\n", - " 'Schuylkill Technology Center',\n", - " 'Scioto County Career Technical Center',\n", - " 'Scottsdale Community College',\n", - " 'Scripps College',\n", - " 'Searcy Beauty College',\n", - " 'Seattle Central College',\n", - " 'Seattle Film Institute',\n", - " 'Seattle Institute of East Asian Medicine',\n", - " 'Seattle Pacific University',\n", - " 'Seattle University',\n", - " 'Seguin Beauty School-Seguin',\n", - " 'Selma University',\n", - " \"Seminar L'moros Bais Yaakov\",\n", - " 'Seminario Evangelico de Puerto Rico',\n", - " 'Seminary Bnos Chaim',\n", - " 'Seminole State College',\n", - " 'Seminole State College of Florida',\n", - " 'Sentara College of Health Sciences',\n", - " 'Sessions College for Professional Design',\n", - " 'Seton Hall University',\n", - " 'Seton Hill University',\n", - " 'Seward County Community College',\n", - " \"Sh'or Yoshuv Rabbinical College\",\n", - " 'Sharon Regional School of Nursing',\n", - " 'Sharp Edgez Barber Institute',\n", - " 'Sharp Edgez Barber Institute - Buffalo',\n", - " \"Sharp's Academy of Hairstyling\",\n", - " 'Shasta Bible College and Graduate School',\n", - " 'Shasta College',\n", - " 'Shasta School of Cosmetology',\n", - " 'Shaw University',\n", - " 'Shawnee Beauty College',\n", - " 'Shawnee Community College',\n", - " 'Shawnee State University',\n", - " 'Shawsheen Valley School of Practical Nursing',\n", - " 'Shear Ego International School of Hair Design',\n", - " 'Shear Excellence Hair Academy',\n", - " 'Shear Finesse Beauty Academy',\n", - " 'Shelton State Community College',\n", - " 'Shenandoah University',\n", - " 'Shepherd University',\n", - " 'Shepherds College',\n", - " 'Shepherds Theological Seminary',\n", - " 'Sheridan Technical College',\n", - " 'Sherman College of Chiropractic',\n", - " 'Shippensburg University of Pennsylvania',\n", - " 'Shore Beauty School',\n", - " 'Shoreline Community College',\n", - " 'Shoreline Community College - CNC Machinists Program Georgetown SSC',\n", - " 'Shoreline Community College - Dental Hygiene',\n", - " 'Shorter College',\n", - " 'Shorter University',\n", - " 'Siena College',\n", - " 'Siena Heights University',\n", - " 'Sierra Academy of Style',\n", - " 'Sierra College',\n", - " 'Sierra College of Beauty',\n", - " 'Signature Healthcare Brockton Hospital School of Nursing',\n", - " 'Simmons College of Kentucky',\n", - " 'Simmons University',\n", - " 'Simpson College',\n", - " 'Simpson University',\n", - " 'Sinclair Community College',\n", - " 'Sinte Gleska University',\n", - " 'Sisseton Wahpeton College',\n", - " 'SIT Graduate Institute',\n", - " 'Sitting Bull College',\n", - " 'Skagit Valley College',\n", - " 'Skidmore College',\n", - " 'Skin Institute',\n", - " 'Skin Science Institute',\n", - " 'Skinworks School of Advanced Skincare',\n", - " 'Skyline College',\n", - " 'Slippery Rock University of Pennsylvania',\n", - " 'Smith Chason College',\n", - " 'Smith College',\n", - " 'Snead State Community College',\n", - " 'Snow College',\n", - " 'Snow College-Richfield Campus',\n", - " 'Sofia University',\n", - " 'SOHO Hair Academy',\n", - " 'Soka University of America',\n", - " 'Solano Community College',\n", - " 'Soma Institute-The National School of Clinical Massage Therapy',\n", - " 'Somerset Community College',\n", - " 'Somerset County Technology Center',\n", - " 'Sonoma State University',\n", - " 'Sonoran Desert Institute',\n", - " 'Sonoran University of Health Sciences',\n", - " \"Sotheby's Institute of Art-NY\",\n", - " 'South Arkansas College',\n", - " 'South Baylo University',\n", - " 'South Carolina State University',\n", - " 'South Central College',\n", - " 'South Central College-Faribault',\n", - " 'South Coast College',\n", - " 'South College',\n", - " 'South College - Indianapolis',\n", - " 'South College - Orlando',\n", - " 'South College-Asheville',\n", - " 'South College-Atlanta',\n", - " 'South College-Nashville',\n", - " 'South Dade Technical College-South Dade Skills Center Campus',\n", - " 'South Dakota School of Mines and Technology',\n", - " 'South Dakota State University',\n", - " 'South Eastern Beauty Academy',\n", - " 'South Florida Bible College and Theological Seminary',\n", - " 'South Florida Institute of Technology',\n", - " 'South Florida State College',\n", - " 'South Georgia State College',\n", - " 'South Georgia Technical College',\n", - " 'South Hills Beauty Academy',\n", - " 'South Hills School of Business & Technology',\n", - " 'South Hills School of Business and Technology-Altoona',\n", - " 'South Louisiana Community College',\n", - " 'South Mountain Community College',\n", - " 'South Piedmont Community College',\n", - " 'South Plains College',\n", - " 'South Puget Sound Community College',\n", - " 'South Seattle College',\n", - " 'South Suburban College',\n", - " 'South Texas Barber College Inc',\n", - " 'South Texas College',\n", - " 'South Texas College of Law Houston',\n", - " 'South Texas Training Center',\n", - " 'South Texas Vocational Technical Institute-Brownsville',\n", - " 'South Texas Vocational Technical Institute-Weslaco',\n", - " 'South University-Austin',\n", - " 'South University-Columbia',\n", - " 'South University-High Point',\n", - " 'South University-Montgomery',\n", - " 'South University-Richmond',\n", - " 'South University-Savannah',\n", - " 'South University-Savannah Online',\n", - " 'South University-Tampa',\n", - " 'South University-Virginia Beach',\n", - " 'South University-West Palm Beach',\n", - " 'Southcentral Kentucky Community and Technical College',\n", - " 'Southeast Arkansas College',\n", - " 'Southeast Community College Area',\n", - " 'Southeast Kentucky Community & Technical College',\n", - " 'Southeast Missouri Hospital College of Nursing and Health Sciences',\n", - " 'Southeast Missouri State University',\n", - " 'Southeast New Mexico College',\n", - " 'Southeast Technical College',\n", - " 'Southeast Texas Career Institute',\n", - " 'Southeastern Baptist College',\n", - " 'Southeastern Baptist Theological Seminary',\n", - " 'Southeastern Baptist Theological Seminary-Nash County Extension Center',\n", - " 'Southeastern Baptist Theological Seminary-Wake County Extension Center',\n", - " 'Southeastern College-Charleston',\n", - " 'Southeastern College-Charlotte',\n", - " 'Southeastern College-Columbia',\n", - " 'Southeastern College-Miami Lakes',\n", - " 'Southeastern College-West Palm Beach',\n", - " 'Southeastern Community College',\n", - " 'Southeastern Community College',\n", - " 'Southeastern Esthetics Institute',\n", - " 'Southeastern Free Will Baptist Bible College',\n", - " 'Southeastern Illinois College',\n", - " 'Southeastern Louisiana University',\n", - " 'Southeastern Louisiana University - Albert Cammon Middle School',\n", - " 'Southeastern Louisiana University - Destrahan High School',\n", - " 'Southeastern Louisiana University - EBR Parish School System Prof Dev',\n", - " 'Southeastern Louisiana University - St Amant High School',\n", - " 'Southeastern Oklahoma State University',\n", - " 'Southeastern Technical College',\n", - " 'Southeastern Technical Institute',\n", - " 'Southeastern University',\n", - " 'Southern Adventist University',\n", - " 'Southern Arkansas University Main Campus',\n", - " 'Southern Arkansas University Tech',\n", - " 'Southern California College of Barber and Beauty',\n", - " 'Southern California Health Institute',\n", - " 'Southern California Institute of Architecture',\n", - " 'Southern California Institute of Technology',\n", - " 'Southern California Seminary',\n", - " 'Southern California University of Health Sciences',\n", - " 'Southern Careers Institute-Austin',\n", - " 'Southern Careers Institute-Brownsville',\n", - " 'Southern Careers Institute-Corpus Christi',\n", - " 'Southern Careers Institute-Harlingen',\n", - " 'Southern Careers Institute-Pharr',\n", - " 'Southern Careers Institute-San Antonio',\n", - " 'Southern Careers Institute-San Antonio',\n", - " 'Southern Careers Institute-Waco',\n", - " 'Southern College of Optometry',\n", - " 'Southern Connecticut State University',\n", - " 'Southern Crescent Technical College',\n", - " 'Southern Illinois University-Carbondale',\n", - " 'Southern Illinois University-Edwardsville',\n", - " 'Southern Maine Community College',\n", - " 'Southern Methodist University',\n", - " 'Southern Missouri Technical Institute',\n", - " 'Southern Nazarene University',\n", - " 'Southern New Hampshire University',\n", - " 'Southern Oklahoma Technology Center',\n", - " 'Southern Oregon University',\n", - " 'Southern Regional Technical College',\n", - " 'Southern School of Beauty Inc',\n", - " 'Southern State Community College',\n", - " 'Southern Technical College',\n", - " 'Southern Technical College',\n", - " 'Southern Union State Community College',\n", - " 'Southern University and A & M College',\n", - " 'Southern University at New Orleans',\n", - " 'Southern University at Shreveport',\n", - " 'Southern University Law Center',\n", - " 'Southern Utah University',\n", - " 'Southern Virginia University',\n", - " 'Southern Wesleyan University',\n", - " 'Southern West Virginia Community and Technical College',\n", - " 'Southern Worcester County Regional Vocational School District',\n", - " 'Southside College of Health Sciences',\n", - " 'Southside Virginia Community College',\n", - " 'Southwest Baptist University',\n", - " 'Southwest College for the Deaf',\n", - " 'Southwest Institute of Healing Arts',\n", - " 'Southwest Minnesota State University',\n", - " 'Southwest Mississippi Community College',\n", - " 'Southwest School of Business and Technical Careers-San Antonio',\n", - " 'Southwest Technical College',\n", - " 'Southwest Technology Center',\n", - " 'Southwest Tennessee Community College',\n", - " 'Southwest Texas Junior College',\n", - " 'Southwest University at El Paso',\n", - " 'Southwest Virginia Community College',\n", - " 'Southwest Wisconsin Technical College',\n", - " 'Southwestern Adventist University',\n", - " 'Southwestern Assemblies of God University',\n", - " 'Southwestern Christian College',\n", - " 'Southwestern Christian University',\n", - " 'Southwestern College',\n", - " 'Southwestern College',\n", - " 'Southwestern College',\n", - " 'Southwestern Community College',\n", - " 'Southwestern Community College',\n", - " 'Southwestern Illinois College',\n", - " 'Southwestern Indian Polytechnic Institute',\n", - " 'Southwestern Law School',\n", - " 'Southwestern Michigan College',\n", - " 'Southwestern Oklahoma State University',\n", - " 'Southwestern Oregon Community College',\n", - " 'Southwestern University',\n", - " 'Sovah School of Health Professions',\n", - " 'SOWELA Technical Community College',\n", - " 'Spa Tech Institute-North Andover',\n", - " 'Spa Tech Institute-Plymouth',\n", - " 'Spa Tech Institute-Westboro',\n", - " 'Spa Tech Institute-Westbrook',\n", - " 'Spalding University',\n", - " 'Spartan College of Aeronautics & Technology',\n", - " 'Spartan College of Aeronautics and Technology',\n", - " 'Spartan College of Aeronautics and Technology',\n", - " 'Spartan College of Aeronautics and Technology',\n", - " 'Spartanburg Community College',\n", - " 'Spartanburg Methodist College',\n", - " 'Spelman College',\n", - " 'Spertus College',\n", - " 'Spokane Community College',\n", - " 'Spokane Falls Community College',\n", - " 'Spoon River College',\n", - " 'Spring Arbor University',\n", - " 'Spring Hill College',\n", - " 'Springfield College',\n", - " 'Springfield College-Regional Online and Continuing Education',\n", - " 'Springfield Technical Community College',\n", - " 'Sri Sai Krish Institute',\n", - " \"St Bernard's School of Theology and Ministry\",\n", - " 'St Bonaventure University',\n", - " 'St Catherine University',\n", - " 'St Charles Community College',\n", - " 'St Clair County Community College',\n", - " 'St Cloud Technical and Community College',\n", - " 'St Joseph School of Nursing',\n", - " 'St Lawrence University',\n", - " 'St Louis College of Health Careers-Fenton',\n", - " 'St Louis College of Health Careers-St Louis',\n", - " \"St Luke's College\",\n", - " 'St Lukes Hospital School of Nursing',\n", - " 'St Olaf College',\n", - " \"St Paul's School of Nursing-Queens\",\n", - " \"St Paul's School of Nursing-Staten Island\",\n", - " 'St Petersburg College',\n", - " \"St Philip's College\",\n", - " 'St. Andrews University',\n", - " 'St. Augustine College',\n", - " 'St. Francis College',\n", - " 'St. John Fisher University',\n", - " 'St. John Vianney College Seminary',\n", - " \"St. John's College\",\n", - " \"St. John's College\",\n", - " \"St. John's College-Department of Nursing\",\n", - " \"St. John's University-New York\",\n", - " \"St. Joseph's College of Nursing\",\n", - " \"St. Joseph's University-New York\",\n", - " 'St. Louis Med Tech',\n", - " \"St. Mary's College of Maryland\",\n", - " \"St. Mary's University\",\n", - " \"St. Peter's Hospital College of Nursing\",\n", - " 'St. Thomas Aquinas College',\n", - " 'St. Thomas University',\n", - " 'Stacey James Institute',\n", - " 'Stage One-The Hair School',\n", - " 'Stanbridge University',\n", - " 'Standard Healthcare Services-College of Nursing',\n", - " 'Stanford University',\n", - " 'Stanly Community College',\n", - " 'Stark State College',\n", - " 'Starr King School for the Ministry',\n", - " 'State Career College',\n", - " 'State College of Beauty Culture Inc',\n", - " 'State College of Florida-Manatee-Sarasota',\n", - " 'State Fair Community College',\n", - " 'State Technical College of Missouri',\n", - " 'State University of New York at Cortland',\n", - " 'State University of New York at New Paltz',\n", - " 'State University of New York at Oswego',\n", - " 'Staunton School of Cosmetology',\n", - " 'Stautzenberger College-Brecksville',\n", - " 'Stautzenberger College-Maumee',\n", - " 'Stautzenberger College-Rockford Career College',\n", - " 'Stellar Career College',\n", - " 'Stellar Career College',\n", - " 'Stellar Career College-Crown Point',\n", - " 'Stephanie Moss Academy',\n", - " 'Stephen F Austin State University',\n", - " 'Stephens College',\n", - " 'Sterling College',\n", - " 'Sterling College',\n", - " 'Stetson University',\n", - " 'Steven Papageorge Hair Academy',\n", - " 'Stevens Institute of Technology',\n", - " 'Stevens-The Institute of Business & Arts',\n", - " 'Stevenson University',\n", - " 'Stevensons Academy of Hair Design',\n", - " 'Stewart School',\n", - " 'Stillman College',\n", - " 'Stockton University',\n", - " 'Stone Child College',\n", - " 'Stonehill College',\n", - " 'Stony Brook University',\n", - " 'Strand College of Hair Design',\n", - " 'Strand Institute of Beauty & Esthetics',\n", - " 'Stratford School for Aviation Maintenance Technicians',\n", - " 'Strayer University - Macon Campus',\n", - " 'Strayer University - Montgomery Campus',\n", - " 'Strayer University - Northwest Houston Campus',\n", - " 'Strayer University-Alabama',\n", - " 'Strayer University-Alexandria Campus',\n", - " 'Strayer University-Allentown Campus',\n", - " 'Strayer University-Anne Arundel Campus',\n", - " 'Strayer University-Arkansas',\n", - " 'Strayer University-Augusta Campus',\n", - " 'Strayer University-Baymeadows Campus',\n", - " 'Strayer University-Cedar Hill',\n", - " 'Strayer University-Center City Campus',\n", - " 'Strayer University-Charleston Campus',\n", - " 'Strayer University-Chesterfield Campus',\n", - " 'Strayer University-Cobb Campus',\n", - " 'Strayer University-Columbia Campus',\n", - " 'Strayer University-Delaware',\n", - " 'Strayer University-District of Columbia',\n", - " 'Strayer University-Florida',\n", - " 'Strayer University-Fredericksburg Campus',\n", - " 'Strayer University-Georgia',\n", - " 'Strayer University-Global Region',\n", - " 'Strayer University-Huntsville Campus',\n", - " 'Strayer University-Knoxville Campus',\n", - " 'Strayer University-Lithonia Campus',\n", - " 'Strayer University-Loudoun Campus',\n", - " 'Strayer University-Maryland',\n", - " 'Strayer University-Miramar Campus',\n", - " 'Strayer University-Mississippi',\n", - " 'Strayer University-Morrow Campus',\n", - " 'Strayer University-Nashville Campus',\n", - " 'Strayer University-New Jersey',\n", - " 'Strayer University-Newport News Campus',\n", - " 'Strayer University-North Carolina',\n", - " 'Strayer University-North Charlotte',\n", - " 'Strayer University-North Dallas',\n", - " 'Strayer University-North Raleigh Campus',\n", - " 'Strayer University-Northwest Houston',\n", - " 'Strayer University-Orlando East Campus',\n", - " 'Strayer University-Pennsylvania',\n", - " 'Strayer University-Rockville Campus',\n", - " 'Strayer University-San Antonio',\n", - " 'Strayer University-Savannah Campus',\n", - " 'Strayer University-Shelby Oaks Campus',\n", - " 'Strayer University-South Carolina',\n", - " 'Strayer University-South Charlotte',\n", - " 'Strayer University-South Raleigh Campus',\n", - " 'Strayer University-Tennessee',\n", - " 'Strayer University-Texas',\n", - " 'Strayer University-Virginia',\n", - " 'Strayer University-Virginia Beach Campus',\n", - " 'Strayer University-West Virginia',\n", - " 'Strayer University-White Marsh Campus',\n", - " 'Strayer University-Woodbridge Campus',\n", - " 'Studio 75 Hair Academy',\n", - " 'Studio Academy of Beauty',\n", - " 'Studio Beauty School',\n", - " 'Studio Incamminati',\n", - " 'Studio Jewelers',\n", - " 'Stylemaster College of Hair Design',\n", - " 'Suffolk County Community College',\n", - " 'Suffolk University',\n", - " 'Sul Ross State University',\n", - " 'Sullivan County Community College',\n", - " 'Sullivan University',\n", - " 'SUM Bible College and Theological Seminary',\n", - " 'Summit Academy Opportunities Industrialization Center',\n", - " 'Summit Christian College',\n", - " 'Summit College',\n", - " 'Summit Salon Academy',\n", - " 'Summit Salon Academy',\n", - " 'Summit Salon Academy',\n", - " 'Summit Salon Academy Kansas City',\n", - " 'Summit Salon Academy-Gainesville',\n", - " 'Summit Salon Academy-Kokomo',\n", - " 'Summit Salon Academy-Lexington',\n", - " 'Summit Salon Academy-Perrysburg',\n", - " 'Summit Salon Academy-Portland',\n", - " 'Sumner College',\n", - " 'Suncoast Technical College',\n", - " 'SUNY Adirondack',\n", - " 'SUNY at Fredonia',\n", - " 'SUNY at Purchase College',\n", - " 'SUNY Brockport',\n", - " 'SUNY Broome Community College',\n", - " 'SUNY Buffalo State University',\n", - " 'SUNY College at Geneseo',\n", - " 'SUNY College at Plattsburgh',\n", - " 'SUNY College at Potsdam',\n", - " 'SUNY College of Agriculture and Technology at Cobleskill',\n", - " 'SUNY College of Environmental Science and Forestry',\n", - " 'SUNY College of Optometry',\n", - " 'SUNY College of Technology at Alfred',\n", - " 'SUNY College of Technology at Canton',\n", - " 'SUNY College of Technology at Delhi',\n", - " 'SUNY Corning Community College',\n", - " 'SUNY Downstate Health Sciences University',\n", - " 'SUNY Maritime College',\n", - " 'SUNY Morrisville',\n", - " 'SUNY Old Westbury',\n", - " 'SUNY Oneonta',\n", - " 'SUNY Polytechnic Institute',\n", - " 'SUNY Westchester Community College',\n", - " 'Surry Community College',\n", - " 'Susquehanna County Career and Technology Center',\n", - " 'Susquehanna University',\n", - " 'Sussex County Community College',\n", - " 'Sutter County Career Training Center',\n", - " 'Swarthmore College',\n", - " 'Swedish Institute a College of Health Sciences',\n", - " 'Sweet Briar College',\n", - " 'Sweetwater Institute of Cosmetology',\n", - " 'Sylvain Melloul International Hair Academy',\n", - " 'Syracuse University',\n", - " 'Tabor College',\n", - " 'Tacoma Community College',\n", - " 'Taft College',\n", - " 'Taft University System',\n", - " 'Talladega College',\n", - " 'Tallahassee Community College',\n", - " 'Talmudic College of Florida',\n", - " 'Talmudical Academy-New Jersey',\n", - " 'Talmudical Institute of Upstate New York',\n", - " 'Talmudical Seminary of Bobov',\n", - " 'Talmudical Seminary Oholei Torah',\n", - " 'Talmudical Yeshiva of Philadelphia',\n", - " 'Tarleton State University',\n", - " 'Tarrant County College District',\n", - " 'Taylor Andrews Academy of Hair Design-Hair Lab Detroit Barber School',\n", - " 'Taylor Andrews Academy of Hair Design-Provo',\n", - " 'Taylor Andrews Academy of Hair Design-West Jordan',\n", - " 'Taylor Andrews Academy-St George',\n", - " 'Taylor Business Institute',\n", - " 'Taylor College',\n", - " 'Taylor Institute of Cosmetology II',\n", - " 'Taylor University',\n", - " 'TC Beauty',\n", - " 'Teachers College at Columbia University',\n", - " 'Teachers College of San Joaquin',\n", - " 'Technical College of the Lowcountry',\n", - " 'Technical College of the Rockies',\n", - " 'Technology Learning Center',\n", - " 'Telshe Yeshiva-Chicago',\n", - " 'Temple College',\n", - " 'Temple University',\n", - " 'Tenaj Salon Institute',\n", - " 'Tennessee College of Applied Technology Nashville',\n", - " 'Tennessee College of Applied Technology Northwest',\n", - " 'Tennessee College of Applied Technology-Athens',\n", - " 'Tennessee College of Applied Technology-Crossville',\n", - " 'Tennessee College of Applied Technology-Crump',\n", - " 'Tennessee College of Applied Technology-Dickson',\n", - " 'Tennessee College of Applied Technology-Elizabethton',\n", - " 'Tennessee College of Applied Technology-Harriman',\n", - " 'Tennessee College of Applied Technology-Hartsville',\n", - " 'Tennessee College of Applied Technology-Henry/Carroll',\n", - " 'Tennessee College of Applied Technology-Hohenwald',\n", - " 'Tennessee College of Applied Technology-Jacksboro',\n", - " 'Tennessee College of Applied Technology-Jacksboro',\n", - " 'Tennessee College of Applied Technology-Jackson',\n", - " 'Tennessee College of Applied Technology-Knoxville',\n", - " 'Tennessee College of Applied Technology-Livingston',\n", - " 'Tennessee College of Applied Technology-McKenzie',\n", - " 'Tennessee College of Applied Technology-McMinnville',\n", - " 'Tennessee College of Applied Technology-Memphis',\n", - " 'Tennessee College of Applied Technology-Morristown',\n", - " 'Tennessee College of Applied Technology-Murfreesboro',\n", - " 'Tennessee College of Applied Technology-Oneida-Huntsville',\n", - " 'Tennessee College of Applied Technology-Pulaski',\n", - " 'Tennessee College of Applied Technology-Shelbyville',\n", - " 'Tennessee School of Beauty of Knoxville Inc',\n", - " 'Tennessee State University',\n", - " 'Tennessee Technological University',\n", - " 'Tennessee Wesleyan University',\n", - " 'Terra State Community College',\n", - " 'Texarkana College',\n", - " 'Texas A & M International University',\n", - " 'Texas A & M University Health Science Center',\n", - " 'Texas A & M University-College Station',\n", - " 'Texas A & M University-Commerce',\n", - " 'Texas A & M University-Corpus Christi',\n", - " 'Texas A & M University-Kingsville',\n", - " 'Texas A&M University-Central Texas',\n", - " 'Texas A&M University-San Antonio',\n", - " 'Texas A&M University-Texarkana',\n", - " 'Texas Barber College',\n", - " 'Texas Barber College - Branch Campus #1',\n", - " 'Texas Barber College - Branch Campus #2',\n", - " 'Texas Barber College - Branch Campus #5',\n", - " 'Texas Beauty College',\n", - " 'Texas Chiropractic College Foundation Inc',\n", - " 'Texas Christian University',\n", - " 'Texas College',\n", - " 'Texas College of Cosmetology-Abilene',\n", - " 'Texas College of Cosmetology-Lubbock',\n", - " 'Texas College of Cosmetology-San Angelo',\n", - " 'Texas County Technical College',\n", - " 'Texas Health and Science University',\n", - " 'Texas Health School',\n", - " 'Texas Healthtech Institute',\n", - " 'Texas Lutheran University',\n", - " 'Texas Southern University',\n", - " 'Texas Southmost College',\n", - " 'Texas State Technical College',\n", - " 'Texas State University',\n", - " 'Texas Tech University',\n", - " 'Texas Tech University Health Sciences Center',\n", - " 'Texas Tech University Health Sciences Center-El Paso',\n", - " 'Texas Wesleyan University',\n", - " \"Texas Woman's University\",\n", - " 'Textures Institute of Cosmetology',\n", - " 'Thaddeus Stevens College of Technology',\n", - " 'Thanh Le College School of Cosmetology',\n", - " 'The Beauty Institute',\n", - " 'The Salon Professional Academy of Holland',\n", - " 'The Academy of Hair Design LLC',\n", - " 'The Academy of Hair Design Six',\n", - " 'The Ailey School',\n", - " 'The Barber School',\n", - " 'The Beauty Institute',\n", - " 'The Beauty Institute',\n", - " 'The Beauty Institute',\n", - " 'The Beauty Institute-Ambler',\n", - " 'The Catholic University of America',\n", - " 'The Chicago School at Anaheim',\n", - " 'The Chicago School at Chicago',\n", - " 'The Chicago School at Dallas',\n", - " 'The Chicago School at Los Angeles',\n", - " 'The Chicago School at San Diego',\n", - " 'The Chicago School at Washington DC',\n", - " 'The Chicago School at Xavier University of Louisiana',\n", - " 'The Chicago School-College of Nursing',\n", - " 'The Christ College of Nursing and Health Sciences',\n", - " 'The Chrysm Institute of Esthetics',\n", - " 'The College of Health Care Professions-Austin',\n", - " 'The College of Health Care Professions-Dallas',\n", - " 'The College of Health Care Professions-Fort Worth',\n", - " 'The College of Health Care Professions-McAllen Campus',\n", - " 'The College of Health Care Professions-Northwest',\n", - " 'The College of Health Care Professions-San Antonio',\n", - " 'The College of Health Care Professions-South San Antonio',\n", - " 'The College of Health Care Professions-Southwest Houston',\n", - " 'The College of Idaho',\n", - " 'The College of New Jersey',\n", - " 'The College of Saint Rose',\n", - " 'The College of Saint Scholastica',\n", - " 'The College of the Florida Keys',\n", - " 'The College of Westchester',\n", - " 'The College of Wooster',\n", - " 'The Colleges of Law at Santa Barbara',\n", - " 'The Colleges of Law at Ventura',\n", - " 'The Cooper Union for the Advancement of Science and Art',\n", - " 'The Culinary School of Fort Worth',\n", - " 'The Esthetic Institute',\n", - " 'The Evergreen State College',\n", - " 'The Fab School',\n", - " 'The Hair Academy',\n", - " 'The Hair Academy LLC',\n", - " 'The Institute of Beauty and Wellness',\n", - " 'The Juilliard School',\n", - " \"The King's University\",\n", - " 'The Landing School',\n", - " \"The Master's University and Seminary\",\n", - " 'The Michigan Barber School',\n", - " 'The Modern College of Design',\n", - " 'The New England Conservatory of Music',\n", - " 'The New School',\n", - " 'The North Coast College',\n", - " 'The Nurse Academy',\n", - " 'The Professional Cosmetology Academy',\n", - " 'The Professional Hair Design Academy',\n", - " 'The Rapha School',\n", - " 'The Recording Conservatory of Austin',\n", - " 'The Rockefeller University',\n", - " 'The Salon Professional Academy',\n", - " 'The Salon Professional Academy',\n", - " 'The Salon Professional Academy',\n", - " 'The Salon Professional Academy Maplewood',\n", - " 'The Salon Professional Academy-Altoona',\n", - " 'The Salon Professional Academy-Appleton',\n", - " 'The Salon Professional Academy-Battle Creek',\n", - " 'The Salon Professional Academy-Cedar Falls',\n", - " 'The Salon Professional Academy-Colorado Springs',\n", - " 'The Salon Professional Academy-Delray Beach',\n", - " 'The Salon Professional Academy-Evansville',\n", - " 'The Salon Professional Academy-Fargo',\n", - " 'The Salon Professional Academy-Ft Myers',\n", - " 'The Salon Professional Academy-Georgetown',\n", - " 'The Salon Professional Academy-Huntsville',\n", - " 'The Salon Professional Academy-Kenosha',\n", - " 'The Salon Professional Academy-Lewisville',\n", - " 'The Salon Professional Academy-Melbourne',\n", - " 'The Salon Professional Academy-Nampa',\n", - " 'The Salon Professional Academy-Nashville',\n", - " 'The Salon Professional Academy-Onalaska',\n", - " 'The Salon Professional Academy-San Jose',\n", - " 'The Salon Professional Academy-St Charles',\n", - " 'The Salon Professional Academy-Tonawanda',\n", - " 'The Salon Professional Academy-Washington DC',\n", - " 'The School of Architecture',\n", - " 'The Seattle School of Theology & Psychology',\n", - " 'The Southern Baptist Theological Seminary',\n", - " 'The Southwestern Baptist Theological Seminary',\n", - " 'The Spa School',\n", - " 'The Temple Annapolis-A Paul Mitchell Partner School',\n", - " 'The Temple-A Paul Mitchell Partner School',\n", - " 'The University of Aesthetics & Cosmetology',\n", - " 'The University of Alabama',\n", - " 'The University of Findlay',\n", - " 'The University of Montana',\n", - " 'The University of Montana-Western',\n", - " 'The University of Olivet',\n", - " 'The University of Tampa',\n", - " 'The University of Tennessee Health Science Center',\n", - " 'The University of Tennessee Southern',\n", - " 'The University of Tennessee-Chattanooga',\n", - " 'The University of Tennessee-Knoxville',\n", - " 'The University of Tennessee-Martin',\n", - " 'The University of Texas at Arlington',\n", - " 'The University of Texas at Austin',\n", - " 'The University of Texas at Dallas',\n", - " 'The University of Texas at El Paso',\n", - " 'The University of Texas at San Antonio',\n", - " 'The University of Texas at Tyler',\n", - " 'The University of Texas Health Science Center at Houston',\n", - " 'The University of Texas Health Science Center at San Antonio',\n", - " 'The University of Texas MD Anderson Cancer Center',\n", - " 'The University of Texas Medical Branch at Galveston',\n", - " 'The University of Texas Permian Basin',\n", - " 'The University of Texas Rio Grande Valley',\n", - " 'The University of the South',\n", - " 'The Vocational Nursing Institute Inc',\n", - " 'The Wright Institute',\n", - " 'Theatre of Arts',\n", - " 'Theological Seminary of the Reformed Episcopal Church',\n", - " 'Thiel College',\n", - " 'Thomas Aquinas College',\n", - " 'Thomas Aquinas College - New England',\n", - " 'Thomas College',\n", - " 'Thomas Edison State University',\n", - " 'Thomas Jefferson School of Law',\n", - " 'Thomas Jefferson University',\n", - " 'Thomas M Cooley Law School',\n", - " 'Thomas More College of Liberal Arts',\n", - " 'Thomas More University',\n", - " 'Thomas University',\n", - " 'Three Rivers College',\n", - " 'Tidewater Community College',\n", - " 'Tidewater Tech - Priority Automotive Tidewater Tech Learning Center',\n", - " 'Tidewater Tech-Trades',\n", - " 'Tiffin Academy of Hair Design',\n", - " 'Tiffin University',\n", - " 'TIGI Hairdressing Academy Guilford',\n", - " 'TIGI Hairdressing Academy Newtown',\n", - " 'Tigi Hairdressing Academy-Colorado Springs',\n", - " 'Tillamook Bay Community College',\n", - " 'Tint School of Makeup & Cosmetology',\n", - " 'Tint School of Makeup and Cosmetology-Dallas',\n", - " 'Toccoa Falls College',\n", - " \"Tohono O'odham Community College\",\n", - " 'Toledo Public Schools Adult and Continuing Education',\n", - " 'Tom P. Haney Technical College',\n", - " \"Tomorrow's Image Barber And Beauty Academy of Virginia\",\n", - " 'Tompkins Cortland Community College',\n", - " 'Toni & Guy Hairdressing Academy-Cranston',\n", - " 'Toni & Guy Hairdressing Academy-Shoreline',\n", - " 'Toni & Guy Hairdressing Academy-Worcester',\n", - " 'Tonsorial Arts Barber College',\n", - " 'Tooele Technical College',\n", - " 'Top Nails & Hair Beauty School',\n", - " 'Top of the Line Barber College',\n", - " 'Top of the Line Barber School',\n", - " 'Torah Temimah Talmudical Seminary',\n", - " 'Total Beauty Institute',\n", - " 'Total Image Beauty Academy',\n", - " 'Total Transformation Institute of Cosmetology',\n", - " 'Tougaloo College',\n", - " 'Touro University',\n", - " 'Touro University California',\n", - " 'Touro University Nevada',\n", - " 'Touro University Worldwide',\n", - " 'Towson University',\n", - " 'Toyota Technological Institute at Chicago',\n", - " 'Transitions Career Institute School of Nursing',\n", - " 'Transylvania University',\n", - " 'Traviss Technical College',\n", - " 'Traxlers School of Hair',\n", - " 'Treasure Coast Technical College',\n", - " 'Treasure Valley Community College',\n", - " 'Trend Barber College',\n", - " 'Trend Barber College',\n", - " 'Trend Setters School',\n", - " 'Trendsetters School of Beauty & Barbering',\n", - " 'Trenz Beauty Academy',\n", - " 'Trevecca Nazarene University',\n", - " 'Tri County Regional Vocational Technical High School',\n", - " 'Tri-Community Adult Education',\n", - " 'Tri-County Adult Career Center',\n", - " 'Tri-County Community College',\n", - " 'Tri-County Technical College',\n", - " 'Tri-Rivers Career Center',\n", - " 'Tri-State Bible College',\n", - " 'Tri-State Cosmetology Institute',\n", - " 'Triangle Tech Inc-Bethlehem',\n", - " 'Triangle Tech Inc-Dubois',\n", - " 'Triangle Tech Inc-Greensburg',\n", - " 'Triangle Tech Inc-Pittsburgh',\n", - " 'Triangle Tech Inc-Sunbury',\n", - " 'Triangle Tech-Chambersburg',\n", - " 'Tricoci University of Beauty Culture',\n", - " 'Tricoci University of Beauty Culture LLC-Bloomington',\n", - " 'Tricoci University of Beauty Culture-Bridgeview',\n", - " 'Tricoci University of Beauty Culture-Chicago NE',\n", - " 'Tricoci University of Beauty Culture-Chicago NW',\n", - " 'Tricoci University of Beauty Culture-Elgin',\n", - " 'Tricoci University of Beauty Culture-Glendale Heights',\n", - " 'Tricoci University of Beauty Culture-Highland',\n", - " 'Tricoci University of Beauty Culture-Indianapolis',\n", - " 'Tricoci University of Beauty Culture-Janesville',\n", - " 'Tricoci University of Beauty Culture-Lafayette',\n", - " 'Tricoci University of Beauty Culture-Libertyville',\n", - " 'Tricoci University of Beauty Culture-Normal',\n", - " 'Tricoci University of Beauty Culture-Peoria',\n", - " 'Tricoci University of Beauty Culture-Rockford',\n", - " 'Trident Technical College',\n", - " 'Trine University',\n", - " 'Trine University-Regional/Non-Traditional Campuses',\n", - " 'Trinidad State College',\n", - " 'Trinity Baptist College',\n", - " 'Trinity Bible College and Graduate School',\n", - " 'Trinity Christian College',\n", - " 'Trinity College',\n", - " 'Trinity College of Florida',\n", - " 'Trinity College of Nursing & Health Sciences',\n", - " 'Trinity Episcopal School for Ministry',\n", - " 'Trinity Health System School of Nursing',\n", - " 'Trinity International University-Florida',\n", - " 'Trinity International University-Illinois',\n", - " 'Trinity Law School',\n", - " 'Trinity University',\n", - " 'Trinity Valley Community College',\n", - " 'Trinity Washington University',\n", - " 'Triton College',\n", - " 'Triton College - Intl Union of Operating Engr Local 399 Trning Fac.',\n", - " 'Trocaire College',\n", - " 'Troy University',\n", - " 'Troy University-Dothan Campus',\n", - " 'Troy University-Montgomery Campus',\n", - " 'Troy University-Online',\n", - " 'Troy University-Phenix City Campus',\n", - " 'Troy University-Support Sites',\n", - " 'Truckee Meadows Community College',\n", - " 'Truett McConnell University',\n", - " 'Truman State University',\n", - " 'Tuana European Beauty Academy',\n", - " 'Tucson College of Beauty',\n", - " 'Tufts University',\n", - " 'Tulane University of Louisiana',\n", - " 'Tulsa Community College',\n", - " 'Tulsa Technology Center',\n", - " 'Tulsa Welding School-Dallas Campus',\n", - " 'Tulsa Welding School-Houston',\n", - " 'Tulsa Welding School-Jacksonville',\n", - " 'Tulsa Welding School-Jacksonville',\n", - " 'Tulsa Welding School-Tulsa',\n", - " 'Turning Point Beauty College',\n", - " 'Turtle Mountain Community College',\n", - " 'Tusculum University',\n", - " 'Tuskegee University',\n", - " 'Twin City Beauty College',\n", - " 'Tyler Junior College',\n", - " 'U.S. Truck Driver Training School',\n", - " 'UCAS University of Cosmetology Arts & Sciences',\n", - " 'UCAS University of Cosmetology Arts & Sciences-Harlingen',\n", - " 'UCAS University of Cosmetology Arts & Sciences-La Joya',\n", - " 'UCAS University of Cosmetology Arts & Sciences-McAllen',\n", - " 'UCAS University of Cosmetology Arts & Sciences-San Antonio 410',\n", - " 'UCNJ Union College of Union County NJ',\n", - " 'UEI College-Bakersfield',\n", - " 'UEI College-Chula Vista',\n", - " 'UEI College-Fresno',\n", - " 'UEI College-Garden Grove',\n", - " 'UEI College-Gardena',\n", - " 'UEI College-Huntington Park',\n", - " 'UEI College-Mesa',\n", - " 'UEI College-Oceanside',\n", - " 'UEI College-Ontario',\n", - " 'UEI College-Phoenix',\n", - " 'UEI College-Reseda',\n", - " 'UEI College-Riverside',\n", - " 'UEI College-Sacramento',\n", - " 'UEI College-Stockton',\n", - " 'UEI College-Tacoma',\n", - " 'UEI College-West Covina',\n", - " 'Uintah Basin Technical College',\n", - " 'Ukiah Adult School',\n", - " 'Ulster County Community College',\n", - " 'Ultimate Medical Academy',\n", - " 'Ultrasound Medical Institute',\n", - " 'Umpqua Community College',\n", - " 'Union Adventist University',\n", - " 'Union Bible College',\n", - " 'Union College',\n", - " 'Union College',\n", - " 'Union County Vocational Technical School',\n", - " 'Union Presbyterian Seminary',\n", - " 'Union Presbyterian Seminary-Charlotte',\n", - " 'Union Theological Seminary in the City of New York',\n", - " 'Union University',\n", - " 'Unitech Training Academy-Alexandria',\n", - " 'Unitech Training Academy-Baton Rouge',\n", - " 'Unitech Training Academy-Houma',\n", - " 'Unitech Training Academy-Lafayette',\n", - " 'Unitech Training Academy-New Orleans',\n", - " 'Unitech Training Academy-West Monroe',\n", - " 'United Beauty College',\n", - " 'United Education Institute-Las Vegas',\n", - " 'United Education Institute-Morrow',\n", - " 'United Education Institute-Stone Mountain',\n", - " 'United International College',\n", - " 'United Lutheran Seminary',\n", - " 'United States Air Force Academy',\n", - " 'United States Coast Guard Academy',\n", - " 'United States Merchant Marine Academy',\n", - " 'United States Military Academy',\n", - " 'United States Naval Academy',\n", - " 'United States Sports Academy',\n", - " 'United States University',\n", - " 'United Talmudical Seminary',\n", - " 'United Technical Center',\n", - " 'United Theological Seminary',\n", - " 'United Theological Seminary of the Twin Cities',\n", - " 'United Tribes Technical College',\n", - " 'Unitek College',\n", - " 'Unitek College',\n", - " 'Unitek College',\n", - " 'Unitek College',\n", - " 'Unity Environmental University',\n", - " 'Unity Environmental University',\n", - " 'Unity Environmental University - Unity',\n", - " 'UnityPoint Health-Des Moines School of Radiologic Technology',\n", - " 'Universal College of Beauty Inc-Los Angeles 2',\n", - " 'Universal College of Healing Arts',\n", - " 'Universal Healthcare Careers College',\n", - " 'Universal Spa Training Academy',\n", - " 'Universal Technical Institute of Arizona Inc',\n", - " 'Universal Technical Institute of Arizona Inc-Motorcycle Mechanics Institute '\n", - " 'Division',\n", - " 'Universal Technical Institute of California Inc',\n", - " 'Universal Technical Institute of Illinois Inc',\n", - " 'Universal Technical Institute of Northern California Inc',\n", - " 'Universal Technical Institute of Pennsylvania Inc',\n", - " 'Universal Technical Institute of Texas Inc.',\n", - " 'Universal Technical Institute-Auto Motorcycle & Marine Mechanics Institute '\n", - " 'Division-Orlando',\n", - " 'Universal Technical Institute-Bloomfield',\n", - " 'Universal Technical Institute-Dallas Fort Worth',\n", - " 'Universal Technical Institute-South Florida Miramar',\n", - " 'Universal Technical Institute-Southern California',\n", - " 'Universal Technical Institute-West Texas',\n", - " 'Universal Technology College of Puerto Rico',\n", - " 'Universal Training Institute',\n", - " 'Universidad Adventista de las Antillas',\n", - " 'Universidad Ana G. Mendez-Carolina Campus',\n", - " 'Universidad Ana G. Mendez-Cupey Campus',\n", - " 'Universidad Ana G. Mendez-Gurabo Campus',\n", - " 'Universidad Central de Bayamon',\n", - " 'Universidad Central Del Caribe',\n", - " 'Universidad del Sagrado Corazon',\n", - " 'Universidad Pentecostal Mizpa',\n", - " 'Universidad Politecnica de Puerto Rico',\n", - " 'Universidad Teologica del Caribe',\n", - " 'University Academy of Hair Design',\n", - " 'University at Albany',\n", - " 'University at Buffalo',\n", - " 'University of Advancing Technology',\n", - " 'University of Aesthetics & Cosmetology',\n", - " 'University of Aesthetics & Cosmetology',\n", - " 'University of Akron Main Campus',\n", - " 'University of Akron Wayne College',\n", - " 'University of Alabama at Birmingham',\n", - " 'University of Alabama in Huntsville',\n", - " 'University of Alaska Anchorage',\n", - " 'University of Alaska Fairbanks',\n", - " 'University of Alaska Southeast',\n", - " 'University of Arizona',\n", - " 'University of Arkansas',\n", - " 'University of Arkansas at Little Rock',\n", - " 'University of Arkansas at Monticello',\n", - " 'University of Arkansas at Pine Bluff',\n", - " 'University of Arkansas Community College at Hope - Texarkana',\n", - " 'University of Arkansas Community College Rich Mountain',\n", - " 'University of Arkansas Community College-Batesville',\n", - " 'University of Arkansas Community College-Morrilton',\n", - " 'University of Arkansas for Medical Sciences',\n", - " 'University of Arkansas Grantham',\n", - " 'University of Arkansas Hope-Texarkana',\n", - " 'University of Arkansas-Fort Smith',\n", - " 'University of Arkansas-Pulaski Technical College',\n", - " 'University of Baltimore',\n", - " 'University of Bridgeport',\n", - " 'University of California College of the Law-San Francisco',\n", - " 'University of California-Berkeley',\n", - " 'University of California-Davis',\n", - " 'University of California-Irvine',\n", - " 'University of California-Los Angeles',\n", - " 'University of California-Merced',\n", - " 'University of California-Riverside',\n", - " 'University of California-San Diego',\n", - " 'University of California-San Francisco',\n", - " 'University of California-Santa Barbara',\n", - " 'University of California-Santa Cruz',\n", - " 'University of Central Arkansas',\n", - " 'University of Central Florida',\n", - " 'University of Central Missouri',\n", - " 'University of Central Oklahoma',\n", - " 'University of Charleston',\n", - " 'University of Chicago',\n", - " 'University of Cincinnati-Blue Ash College',\n", - " 'University of Cincinnati-Clermont College',\n", - " 'University of Cincinnati-Main Campus',\n", - " 'University of Colorado Boulder',\n", - " 'University of Colorado Colorado Springs',\n", - " 'University of Colorado Denver/Anschutz Medical Campus',\n", - " 'University of Connecticut',\n", - " 'University of Connecticut-Avery Point',\n", - " 'University of Connecticut-Hartford Campus',\n", - " 'University of Connecticut-Stamford',\n", - " 'University of Connecticut-Waterbury Campus',\n", - " 'University of Dallas',\n", - " 'University of Dayton',\n", - " 'University of Delaware',\n", - " 'University of Denver',\n", - " 'University of Detroit Mercy',\n", - " 'University of Dubuque',\n", - " 'University of East-West Medicine',\n", - " 'University of Evansville',\n", - " 'University of Florida',\n", - " 'University of Florida-Online',\n", - " 'University of Fort Lauderdale',\n", - " 'University of Georgia',\n", - " 'University of Guam',\n", - " 'University of Hartford',\n", - " 'University of Hawaii at Hilo',\n", - " 'University of Hawaii at Manoa',\n", - " 'University of Hawaii Maui College',\n", - " 'University of Hawaii-West Oahu',\n", - " 'University of Health Sciences and Pharmacy in St. Louis',\n", - " 'University of Holy Cross',\n", - " 'University of Houston',\n", - " 'University of Houston-Clear Lake',\n", - " 'University of Houston-Downtown',\n", - " 'University of Houston-Victoria',\n", - " 'University of Idaho',\n", - " 'University of Illinois Chicago',\n", - " 'University of Illinois Springfield',\n", - " 'University of Illinois Urbana-Champaign',\n", - " 'University of Indianapolis',\n", - " 'University of Iowa',\n", - " 'University of Jamestown',\n", - " 'University of Kansas',\n", - " 'University of Kentucky',\n", - " 'University of La Verne',\n", - " 'University of Louisiana at Lafayette',\n", - " 'University of Louisiana at Monroe',\n", - " 'University of Louisville',\n", - " 'University of Lynchburg',\n", - " 'University of Maine',\n", - " 'University of Maine - Machias',\n", - " 'University of Maine at Augusta',\n", - " 'University of Maine at Farmington',\n", - " 'University of Maine at Fort Kent',\n", - " 'University of Maine at Presque Isle',\n", - " 'University of Management and Technology',\n", - " 'University of Mary',\n", - " 'University of Mary Hardin-Baylor',\n", - " 'University of Mary Washington',\n", - " 'University of Maryland Baltimore',\n", - " 'University of Maryland Eastern Shore',\n", - " 'University of Maryland Global Campus',\n", - " 'University of Maryland-Baltimore County',\n", - " 'University of Maryland-College Park',\n", - " 'University of Massachusetts Chan Medical School',\n", - " 'University of Massachusetts Global',\n", - " 'University of Massachusetts-Amherst',\n", - " 'University of Massachusetts-Boston',\n", - " 'University of Massachusetts-Dartmouth',\n", - " 'University of Massachusetts-Lowell',\n", - " 'University of Memphis',\n", - " 'University of Miami',\n", - " 'University of Michigan-Ann Arbor',\n", - " 'University of Michigan-Dearborn',\n", - " 'University of Michigan-Flint',\n", - " 'University of Minnesota-Crookston',\n", - " 'University of Minnesota-Duluth',\n", - " 'University of Minnesota-Morris',\n", - " 'University of Minnesota-Rochester',\n", - " 'University of Minnesota-Twin Cities',\n", - " 'University of Mississippi',\n", - " 'University of Mississippi Medical Center',\n", - " 'University of Missouri-Columbia',\n", - " 'University of Missouri-Kansas City',\n", - " 'University of Missouri-St Louis',\n", - " 'University of Mobile',\n", - " 'University of Montevallo',\n", - " 'University of Mount Olive',\n", - " 'University of Mount Saint Vincent',\n", - " 'University of Mount Union',\n", - " 'University of Nebraska at Kearney',\n", - " 'University of Nebraska at Omaha',\n", - " 'University of Nebraska Medical Center',\n", - " 'University of Nebraska-Lincoln',\n", - " 'University of Nevada-Las Vegas',\n", - " 'University of Nevada-Reno',\n", - " 'University of New England',\n", - " 'University of New Hampshire at Manchester',\n", - " 'University of New Hampshire College of Professional Studies Online',\n", - " 'University of New Hampshire-Franklin Pierce School of Law',\n", - " 'University of New Hampshire-Main Campus',\n", - " 'University of New Haven',\n", - " 'University of New Mexico-Gallup Campus',\n", - " 'University of New Mexico-Los Alamos Campus',\n", - " 'University of New Mexico-Main Campus',\n", - " 'University of New Mexico-Taos Campus',\n", - " 'University of New Mexico-Valencia County Campus',\n", - " 'University of New Orleans',\n", - " 'University of North Alabama',\n", - " 'University of North Carolina Asheville',\n", - " 'University of North Carolina at Chapel Hill',\n", - " 'University of North Carolina at Charlotte',\n", - " 'University of North Carolina at Greensboro',\n", - " 'University of North Carolina at Pembroke',\n", - " 'University of North Carolina School of the Arts',\n", - " 'University of North Carolina Wilmington',\n", - " 'University of North Dakota',\n", - " 'University of North Florida',\n", - " 'University of North Georgia',\n", - " 'University of North Texas',\n", - " 'University of North Texas at Dallas',\n", - " 'University of North Texas Health Science Center',\n", - " 'University of Northern Colorado',\n", - " 'University of Northern Iowa',\n", - " 'University of Northwestern Ohio',\n", - " 'University of Northwestern-St Paul',\n", - " 'University of Notre Dame',\n", - " 'University of Notre Dame -',\n", - " 'University of Oklahoma-Health Sciences Center',\n", - " 'University of Oklahoma-Norman Campus',\n", - " 'University of Oregon',\n", - " 'University of Pennsylvania',\n", - " 'University of Phoenix-Arizona',\n", - " 'University of Phoenix-California',\n", - " 'University of Phoenix-Hawaii',\n", - " 'University of Phoenix-Nevada',\n", - " 'University of Phoenix-Texas',\n", - " 'University of Pikeville',\n", - " 'University of Pittsburgh-Bradford',\n", - " 'University of Pittsburgh-Greensburg',\n", - " 'University of Pittsburgh-Johnstown',\n", - " 'University of Pittsburgh-Pittsburgh Campus',\n", - " 'University of Pittsburgh-Titusville',\n", - " 'University of Portland',\n", - " 'University of Providence',\n", - " 'University of Puerto Rico at Cayey',\n", - " 'University of Puerto Rico at Ponce',\n", - " 'University of Puerto Rico-Aguadilla',\n", - " 'University of Puerto Rico-Arecibo',\n", - " 'University of Puerto Rico-Bayamon',\n", - " 'University of Puerto Rico-Carolina',\n", - " 'University of Puerto Rico-Humacao',\n", - " 'University of Puerto Rico-Mayaguez',\n", - " 'University of Puerto Rico-Medical Sciences',\n", - " 'University of Puerto Rico-Rio Piedras',\n", - " 'University of Puerto Rico-Utuado',\n", - " 'University of Puget Sound',\n", - " 'University of Redlands',\n", - " 'University of Rhode Island',\n", - " 'University of Richmond',\n", - " 'University of Rio Grande',\n", - " 'University of Rochester',\n", - " 'University of Saint Francis-Fort Wayne',\n", - " 'University of Saint Joseph',\n", - " 'University of Saint Katherine',\n", - " 'University of Saint Mary',\n", - " 'University of Saint Mary of the Lake',\n", - " 'University of San Diego',\n", - " 'University of San Francisco',\n", - " 'University of Science and Arts of Oklahoma',\n", - " 'University of Scranton',\n", - " 'University of Silicon Andhra',\n", - " 'University of Silicon Valley',\n", - " 'University of Sioux Falls',\n", - " 'University of South Alabama',\n", - " 'University of South Carolina Aiken',\n", - " 'University of South Carolina Beaufort',\n", - " 'University of South Carolina-Columbia',\n", - " 'University of South Carolina-Lancaster',\n", - " 'University of South Carolina-Salkehatchie',\n", - " 'University of South Carolina-Sumter',\n", - " 'University of South Carolina-Union',\n", - " 'University of South Carolina-Upstate',\n", - " 'University of South Dakota',\n", - " 'University of South Florida',\n", - " 'University of Southern California',\n", - " 'University of Southern Indiana',\n", - " 'University of Southern Maine',\n", - " 'University of Southern Mississippi',\n", - " 'University of Spa & Cosmetology Arts',\n", - " 'University of St Francis',\n", - " 'University of St Thomas',\n", - " 'University of St Thomas',\n", - " 'University of St. Augustine for Health Sciences',\n", - " 'University of Texas Southwestern Medical Center',\n", - " 'University of the Arts',\n", - " 'University of the Cumberlands',\n", - " 'University of the District of Columbia',\n", - " 'University of the Incarnate Word',\n", - " 'University of the Ozarks',\n", - " 'University of the Pacific',\n", - " 'University of the People',\n", - " 'University of the Potomac-VA Campus',\n", - " 'University of the Potomac-Washington DC Campus',\n", - " 'University of the Southwest',\n", - " 'University of the Virgin Islands',\n", - " 'University of the Virgin Islands-Albert A. Sheen',\n", - " 'University of the West',\n", - " 'University of Toledo',\n", - " 'University of Tulsa',\n", - " 'University of Utah',\n", - " 'University of Valley Forge',\n", - " 'University of Vermont',\n", - " 'University of Virginia-Main Campus',\n", - " \"University of Virginia's College at Wise\",\n", - " 'University of Washington-Bothell Campus',\n", - " 'University of Washington-Seattle Campus',\n", - " 'University of Washington-Tacoma Campus',\n", - " 'University of West Alabama',\n", - " 'University of West Florida',\n", - " 'University of West Georgia',\n", - " 'University of West Los Angeles',\n", - " 'University of West Los Angeles - Chatsworth',\n", - " 'University of Western States',\n", - " 'University of Wisconsin-Eau Claire',\n", - " 'University of Wisconsin-Green Bay',\n", - " 'University of Wisconsin-La Crosse',\n", - " 'University of Wisconsin-Madison',\n", - " 'University of Wisconsin-Milwaukee',\n", - " 'University of Wisconsin-Milwaukee Flex',\n", - " 'University of Wisconsin-Oshkosh',\n", - " 'University of Wisconsin-Parkside',\n", - " 'University of Wisconsin-Parkside Flex',\n", - " 'University of Wisconsin-Platteville',\n", - " 'University of Wisconsin-River Falls',\n", - " 'University of Wisconsin-Stevens Point',\n", - " 'University of Wisconsin-Stout',\n", - " 'University of Wisconsin-Superior',\n", - " 'University of Wisconsin-Whitewater',\n", - " 'University of Wyoming',\n", - " 'Unlimited Cosmetology School',\n", - " 'UPMC Jameson School of Nursing',\n", - " 'UPMC Jameson School of Nursing - UPMC Hamot',\n", - " 'UPMC Mercy School of Nursing',\n", - " 'UPMC Shadyside - at UPMC Harrisburg',\n", - " 'UPMC Shadyside School of Nursing',\n", - " 'UPMC St. Margaret School of Nursing',\n", - " 'Upper Cape Cod Regional Technical School',\n", - " 'Upper Iowa University',\n", - " 'Upper Kutz Barber & Style College',\n", - " 'Upper Valley Career Center',\n", - " 'Upper Valley Educators Institute',\n", - " 'Upstate Medical University',\n", - " 'UR Beauty & Barber Academy',\n", - " 'Urban Academy of Beauty',\n", - " 'Urban Barber College',\n", - " 'Urban Barber College - San Jose',\n", - " 'Urban College of Boston',\n", - " 'URBE University',\n", - " 'Urshan College',\n", - " 'Urshan Graduate School of Theology',\n", - " 'Ursinus College',\n", - " 'Ursuline College',\n", - " 'Uta Mesivta of Kiryas Joel',\n", - " 'Utah County Campus',\n", - " 'Utah State University',\n", - " 'Utah Tech University',\n", - " 'Utah Valley University',\n", - " 'Utica University',\n", - " 'Valdosta State University',\n", - " 'Valencia College',\n", - " 'Valley City State University',\n", - " 'Valley College - Fairlawn - School of Nursing',\n", - " 'Valley College of Medical Careers',\n", - " 'Valley College-Beckley',\n", - " 'Valley College-Cleveland',\n", - " 'Valley College-Martinsburg',\n", - " 'Valley Forge Military College',\n", - " 'Valley Grande Institute for Academic Studies',\n", - " 'Valor Christian College',\n", - " 'Valparaiso University',\n", - " 'Vance-Granville Community College',\n", - " 'Vanderbilt University',\n", - " 'VanderCook College of Music',\n", - " 'Vanguard University of Southern California',\n", - " 'Vanguard-Sentinel Adult Career and Technology Center',\n", - " 'Vantage Career Center',\n", - " 'Vassar College',\n", - " 'Vaughn Beauty College',\n", - " 'Vaughn College of Aeronautics and Technology',\n", - " 'Veeb Nassau County School of Practical Nursing',\n", - " 'Velvatex College of Beauty Culture',\n", - " 'Venango County Area Vocational Technical School',\n", - " 'Ventura Adult and Continuing Education',\n", - " 'Ventura College',\n", - " 'Venus Beauty Academy',\n", - " 'Veritas Baptist College',\n", - " 'Vermont College of Fine Arts',\n", - " 'Vermont Law and Graduate School',\n", - " 'Vermont State University',\n", - " 'Vernon College',\n", - " 'Verve College',\n", - " 'Vet Tech Institute',\n", - " 'Vet Tech Institute of Houston',\n", - " 'VH Barber & Styling Academy',\n", - " 'Vibe Barber College',\n", - " 'VICI Beauty School',\n", - " 'Victor Valley College',\n", - " 'Victor Valley Community College - Aviation Technology',\n", - " 'Victoria Beauty & Barber College',\n", - " 'Victoria College',\n", - " \"Victoria's Academy of Cosmetology\",\n", - " 'Victory Career College',\n", - " 'Villa Maria College',\n", - " 'Villanova University',\n", - " 'Vincennes Beauty College',\n", - " 'Vincennes University',\n", - " 'Virginia Beach City Public Schools School of Practical Nursing',\n", - " 'Virginia Beach Theological Seminary',\n", - " 'Virginia Commonwealth University',\n", - " 'Virginia Highlands Community College',\n", - " 'Virginia Military Institute',\n", - " 'Virginia Peninsula Community College',\n", - " 'Virginia Polytechnic Institute and State University',\n", - " 'Virginia State University',\n", - " 'Virginia Union University',\n", - " 'Virginia University of Integrative Medicine',\n", - " 'Virginia University of Integrative Medicine - Georgia',\n", - " 'Virginia University of Integrative Medicine - New Jersey',\n", - " 'Virginia University of Lynchburg',\n", - " 'Virginia Wesleyan University',\n", - " 'Virginia Western Community College',\n", - " 'Visible Music College',\n", - " 'Vista Adult School',\n", - " 'Viterbo University',\n", - " 'Vogue College of Cosmetology',\n", - " 'Vogue College of Cosmetology-McAllen',\n", - " 'Vogue College of Cosmetology-San Antonio Fredericksburg',\n", - " 'Vogue College of Cosmetology-Santa Fe',\n", - " 'Vogue International Academy',\n", - " 'Volunteer State Community College',\n", - " 'Voorhees University',\n", - " 'Vski Cosmetology School',\n", - " 'Wabash College',\n", - " 'Wabash Valley College',\n", - " 'Wade College',\n", - " 'Wade Gordon Hairdressing Academy',\n", - " 'Wade Gordon Hairdressing Academy-Lubbock',\n", - " 'Wade Gordon Hairdressing Academy-Oklahoma',\n", - " 'Wagner College',\n", - " 'Wake Forest University',\n", - " 'Wake Technical Community College',\n", - " 'Walden University',\n", - " 'Waldorf University',\n", - " 'Walla Walla Community College',\n", - " 'Walla Walla University',\n", - " 'Walnut Hill College',\n", - " 'Walsh College',\n", - " 'Walsh University',\n", - " 'Walters State Community College',\n", - " 'Warner Pacific University',\n", - " 'Warner Pacific University Professional and Graduate Studies',\n", - " 'Warner University',\n", - " 'Warren County Career Center',\n", - " 'Warren County Community College',\n", - " 'Warren Wilson College',\n", - " 'Warrensburg Area Career Center',\n", - " 'Wartburg College',\n", - " 'Wartburg Theological Seminary',\n", - " 'Washburn Institute of Technology',\n", - " 'Washburn University',\n", - " 'Washington & Jefferson College',\n", - " 'Washington Adventist University',\n", - " 'Washington and Lee University',\n", - " 'Washington Barber College Inc',\n", - " 'Washington College',\n", - " 'Washington County Career Center-Adult Technical Training',\n", - " 'Washington County Community College',\n", - " 'Washington Health System School of Nursing',\n", - " 'Washington Saratoga Warren Hamilton Essex BOCES-Practical Nursing Program',\n", - " 'Washington State Community College',\n", - " 'Washington State University',\n", - " 'Washington State University - Everett Campus',\n", - " 'Washington State University-Spokane',\n", - " 'Washington State University-Tri Cities',\n", - " 'Washington State University-Vancouver',\n", - " 'Washington University in St Louis',\n", - " 'Washington University of Science and Technology',\n", - " 'Washtenaw Community College',\n", - " 'Watts College of Nursing',\n", - " 'Waubonsee Community College',\n", - " 'Waukesha County Technical College',\n", - " 'Wayland Baptist University',\n", - " 'Wayne Community College',\n", - " 'Wayne County Community College District',\n", - " 'Wayne County Schools Career Center',\n", - " 'Wayne Finger Lakes BOCES-Practical Nursing Program',\n", - " 'Wayne State College',\n", - " 'Wayne State University',\n", - " 'Waynes College of Beauty',\n", - " 'Waynesburg University',\n", - " 'Waynesville Career Center',\n", - " 'Weatherford College',\n", - " 'Webb Institute',\n", - " \"Webb's Barber School of Arts\",\n", - " 'Webber International University',\n", - " 'Weber State University',\n", - " 'Webster University',\n", - " 'Weill Medical College of Cornell University',\n", - " 'Welch College',\n", - " 'Welder Training and Testing Institute',\n", - " 'Wellesley College',\n", - " 'Wells College',\n", - " 'WellSpring School of Allied Health-Kansas City',\n", - " 'WellSpring School of Allied Health-Lawrence',\n", - " 'WellSpring School of Allied Health-Springfield',\n", - " 'WellSpring School of Allied Health-Wichita',\n", - " 'Wenatchee Valley College',\n", - " 'Wentworth Institute of Technology',\n", - " 'Wes Watkins Technology Center',\n", - " 'Wesley Biblical Seminary',\n", - " 'Wesley Theological Seminary',\n", - " 'Wesleyan College',\n", - " 'Wesleyan University',\n", - " 'West Chester University of Pennsylvania',\n", - " 'West Coast University-Center for Graduate Studies',\n", - " 'West Coast University-Dallas',\n", - " 'West Coast University-Los Angeles',\n", - " 'West Coast University-Miami',\n", - " 'West Coast University-Ontario',\n", - " 'West Coast University-Orange County',\n", - " 'West Georgia Technical College',\n", - " 'West Kentucky Community and Technical College',\n", - " 'West Liberty University',\n", - " 'West Los Angeles College',\n", - " 'West Michigan College of Barbering and Beauty',\n", - " 'West Shore Community College',\n", - " 'West Texas A & M University',\n", - " 'West Valley College',\n", - " 'West Virginia Junior College-Bridgeport',\n", - " 'West Virginia Junior College-Charleston',\n", - " 'West Virginia Junior College-Morgantown',\n", - " 'West Virginia Junior College-United Career Institute',\n", - " 'West Virginia Northern Community College',\n", - " 'West Virginia School of Osteopathic Medicine',\n", - " 'West Virginia State University',\n", - " 'West Virginia University',\n", - " 'West Virginia University at Parkersburg',\n", - " 'West Virginia University Hospital Departments of Rad Tech and Nutrition',\n", - " 'West Virginia University Institute of Technology',\n", - " 'West Virginia Wesleyan College',\n", - " 'Westchester College of Nursing & Allied Health',\n", - " 'Westchester School for Medical & Dental Assistants',\n", - " 'Westchester School of Beauty Culture',\n", - " 'Westcliff University',\n", - " 'Western Area Career & Technology Center',\n", - " 'Western Carolina University',\n", - " 'Western Colorado University',\n", - " 'Western Connecticut State University',\n", - " 'Western Dakota Technical College',\n", - " 'Western Governors University',\n", - " 'Western Illinois University',\n", - " 'Western Iowa Tech Community College',\n", - " 'Western Kentucky University',\n", - " 'Western Maricopa Education Center',\n", - " 'Western Maricopa Education Center - Northeast Campus',\n", - " 'Western Maricopa Education Center - Southwest Campus',\n", - " 'Western Michigan University',\n", - " 'Western Michigan University Homer Stryker M.D. School of Medicine',\n", - " 'Western Nebraska Community College',\n", - " 'Western Nevada College',\n", - " 'Western New England University',\n", - " 'Western New Mexico University',\n", - " 'Western Oklahoma State College',\n", - " 'Western Oregon University',\n", - " 'Western Pennsylvania Hospital School of Nursing',\n", - " 'Western Piedmont Community College',\n", - " 'Western Seminary',\n", - " 'Western Seminary-Sacramento',\n", - " 'Western Seminary-San Jose',\n", - " 'Western Suffolk BOCES',\n", - " 'Western Technical College',\n", - " 'Western Technical College',\n", - " 'Western Technical College',\n", - " 'Western Technology Center',\n", - " 'Western Texas College',\n", - " 'Western Theological Seminary',\n", - " 'Western University of Health Sciences',\n", - " 'Western Washington University',\n", - " 'Western Wyoming Community College',\n", - " 'Westfield State University',\n", - " 'Westminster College',\n", - " 'Westminster College',\n", - " 'Westminster Theological Seminary',\n", - " 'Westminster Theological Seminary in California',\n", - " 'Westminster University',\n", - " 'Westmont College',\n", - " 'Westmoreland County Community College',\n", - " 'Wharton County Junior College',\n", - " 'Whatcom Community College',\n", - " 'Wheaton College',\n", - " 'Wheaton College (Massachusetts)',\n", - " 'Wheeling University',\n", - " 'White Earth Tribal and Community College',\n", - " 'White Mountains Community College',\n", - " 'Whitman College',\n", - " 'Whittier College',\n", - " 'Whitworth University',\n", - " 'Whitworth University-Adult Degree Programs',\n", - " 'Wichita State University',\n", - " 'Wichita State University-Campus of Applied Sciences and Technology',\n", - " 'Wichita Technical Institute',\n", - " 'Widener University',\n", - " 'Wilberforce University',\n", - " 'Wiley University',\n", - " 'Wilkes Community College',\n", - " 'Wilkes University',\n", - " 'Wilkes-Barre Area Career and Technical Center Practical Nursing',\n", - " 'Willamette University',\n", - " 'William & Mary',\n", - " 'William Carey University',\n", - " 'William Edge Institute',\n", - " 'William James College',\n", - " 'William Jessup University',\n", - " 'William Jewell College',\n", - " 'William Paterson University of New Jersey',\n", - " 'William Peace University',\n", - " 'William Penn University',\n", - " 'William R Moore College of Technology',\n", - " 'William Rainey Harper College',\n", - " 'William T McFatter Technical College',\n", - " 'William Woods University',\n", - " 'Williams Baptist University',\n", - " 'Williams College',\n", - " 'Williams Technical College',\n", - " 'Williamsburg Technical College',\n", - " 'Williamson Christian College',\n", - " 'Williamson College of the Trades',\n", - " 'Williston State College',\n", - " 'Wilmington College',\n", - " 'Wilmington University',\n", - " 'Wilson College',\n", - " 'Wilson Community College',\n", - " 'Wilton Simpson Technical College',\n", - " 'Wilton Simpson Technical College',\n", - " 'Windward Community College',\n", - " 'Winebrenner Theological Seminary',\n", - " 'Wingate University',\n", - " 'Winona State University',\n", - " \"Winonah's International School of Cosmetology\",\n", - " 'Winston - Salem Barber School - Satellite',\n", - " 'Winston Salem Barber School',\n", - " 'Winston-Salem State University',\n", - " 'Winthrop University',\n", - " 'Wiregrass Georgia Technical College',\n", - " 'Wisconsin Lutheran College',\n", - " 'Wisconsin School of Professional Psychology',\n", - " 'Withlacoochee Technical College',\n", - " 'Wittenberg University',\n", - " 'Wofford College',\n", - " \"Women's Institute of Torah Seminary and College\",\n", - " 'Won Institute of Graduate Studies',\n", - " 'Wongu University of Oriental Medicine',\n", - " 'Wood County Technical Center-Practical Nursing',\n", - " 'Woodbury University',\n", - " 'Woodland Community College',\n", - " 'Woodruff Medical and Wellness Training',\n", - " 'Wor-Wic Community College',\n", - " 'Worcester Polytechnic Institute',\n", - " 'Worcester State University',\n", - " 'Word of Life Bible Institute',\n", - " 'World A Cuts Barber Institute',\n", - " 'World Class Academy of Beauty Careers',\n", - " 'World Mission University',\n", - " 'Worsham College of Mortuary Science',\n", - " 'Wright Institute (The) -',\n", - " 'Wright State University-Lake Campus',\n", - " 'Wright State University-Main Campus',\n", - " 'WyoTech',\n", - " 'Wytheville Community College',\n", - " 'Xavier College School of Nursing',\n", - " 'Xavier University',\n", - " 'Xavier University of Louisiana',\n", - " 'Xtylo Beauty College',\n", - " 'Xtylo Beauty College',\n", - " 'Yahweh Beauty Academy',\n", - " 'Yakima Valley College',\n", - " 'Yale University',\n", - " 'Yavapai College',\n", - " 'Yeshiva Bais Aharon',\n", - " 'Yeshiva Chemdas Hatorah',\n", - " 'Yeshiva College of the Nations Capital',\n", - " \"Yeshiva D'monsey Rabbinical College\",\n", - " 'Yeshiva Derech Chaim',\n", - " 'Yeshiva Gedola Tiferes Yaakov Yitzchok',\n", - " 'Yeshiva Gedola Tiferes Yerachmiel',\n", - " \"Yeshiva Gedolah Imrei Yosef D'spinka\",\n", - " 'Yeshiva Gedolah Keren Hatorah',\n", - " 'Yeshiva Gedolah Kesser Torah',\n", - " 'Yeshiva Gedolah of Cliffwood',\n", - " 'Yeshiva Gedolah of Greater Detroit',\n", - " 'Yeshiva Gedolah of Woodlake Village',\n", - " 'Yeshiva Gedolah Shaarei Shmuel',\n", - " 'Yeshiva Gedolah Tiferes Boruch',\n", - " 'Yeshiva Gedolah Zichron Leyma',\n", - " 'Yeshiva Karlin Stolin',\n", - " 'Yeshiva Kollel Tifereth Elizer',\n", - " 'Yeshiva of Far Rockaway Derech Ayson Rabbinical Seminary',\n", - " 'Yeshiva of Kasho',\n", - " 'Yeshiva of Machzikai Hadas',\n", - " 'Yeshiva of Nitra Rabbinical College',\n", - " 'Yeshiva of Ocean',\n", - " 'Yeshiva of the Telshe Alumni',\n", - " 'Yeshiva Ohr Elchonon Chabad West Coast Talmudical Seminary',\n", - " 'Yeshiva Ohr Naftoli',\n", - " 'Yeshiva Ohr Yisrael',\n", - " 'Yeshiva Shaar Ephraim',\n", - " 'Yeshiva Shaarei Torah of Rockland',\n", - " 'Yeshiva Sholom Shachna',\n", - " 'Yeshiva Toras Chaim',\n", - " 'Yeshiva University',\n", - " 'Yeshiva Yesoda Hatorah Vetz Chaim',\n", - " 'Yeshiva Yesodei Hatorah',\n", - " 'Yeshiva Zichron Aryeh',\n", - " 'Yeshivah Gedolah Rabbinical College',\n", - " \"Yeshivas Be'er Yitzchok\",\n", - " 'Yeshivas Emek Hatorah',\n", - " 'Yeshivas Novominsk',\n", - " 'Yeshivas Sanz Klauzenburg',\n", - " 'Yeshivat Hechal Shemuel',\n", - " 'Yeshivath Beth Moshe',\n", - " 'Yeshivath Shaar Hatorah',\n", - " 'Yeshivath Viznitz',\n", - " 'Yeshivath Zichron Moshe',\n", - " 'Yo San University of Traditional Chinese Medicine',\n", - " 'York College of Pennsylvania',\n", - " 'York County Community College',\n", - " 'York County School of Technology-Adult & Continuing Education',\n", - " 'York Technical College',\n", - " 'York University',\n", - " 'Young Americans College of the Performing Arts',\n", - " 'Young Harris College',\n", - " 'Youngstown State University',\n", - " 'YTI Career Institute-Altoona',\n", - " 'YTI Career Institute-York',\n", - " 'Yuba College',\n", - " 'Yukon Beauty College Inc',\n", - " 'Z Hair Academy',\n", - " 'Zane State College',\n", - " 'Zen Shiatsu Chicago',\n", - " 'Zion Massage College',\n", - " 'ZMS The Academy',\n", - " 'Zorganics Institute of Beauty and Wellness']\n" - ] + "data": { + "text/plain": [ + "['A Better U Beauty Barber Academy',\n", + " 'A T Still University of Health Sciences',\n", + " 'Aaniiih Nakoda College',\n", + " 'ABC Adult School',\n", + " 'ABC Adult School - Cabrillo Lane',\n", + " 'ABC Beauty Academy',\n", + " 'ABCO Technology',\n", + " 'Abcott Institute',\n", + " 'Abilene Christian University',\n", + " 'Abilene Christian University-Undergraduate Online']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "pprint(institution_names)" + "# Print first 10 institution names\n", + "institution_names[:10]" ] }, { @@ -6658,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -6667,7 +242,7 @@ "1985" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -6712,2009 +287,32 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "tags": [ - "output_scroll" - ] - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "['A T Still University of Health Sciences',\n", - " 'Abilene Christian University',\n", - " 'Abraham Lincoln University',\n", - " 'Academy for Five Element Acupuncture',\n", - " 'Academy for Jewish Religion',\n", - " 'Academy for Jewish Religion California',\n", - " 'Academy of Art University',\n", - " 'Academy of Chinese Culture and Health Sciences',\n", - " 'Academy of Vocal Arts',\n", - " 'Acupuncture and Integrative Medicine College-Berkeley',\n", - " 'Acupuncture and Massage College',\n", - " 'Adams State University',\n", - " 'Adelphi University',\n", - " 'Adler Graduate School',\n", - " 'Adler University',\n", - " 'Adrian College',\n", - " 'AdventHealth University',\n", - " 'Agnes Scott College',\n", - " 'Air Force Institute of Technology-Graduate School of Engineering & '\n", - " 'Management',\n", - " 'Alabama A & M University',\n", - " 'Alabama College of Osteopathic Medicine',\n", - " 'Alabama State University',\n", - " 'Alaska Pacific University',\n", - " 'Albany College of Pharmacy and Health Sciences',\n", - " 'Albany Law School',\n", - " 'Albany Medical College',\n", - " 'Albany State University',\n", - " 'Albert Einstein College of Medicine',\n", - " 'Albertus Magnus College',\n", - " 'Albizu University-Miami',\n", - " 'Albizu University-San Juan',\n", - " 'Albright College',\n", - " 'Alcorn State University',\n", - " 'Alder Graduate School of Education',\n", - " 'Alfred University',\n", - " 'Alhambra Medical University',\n", - " 'Allen College',\n", - " 'Allen University',\n", - " 'Alliant International University-San Diego',\n", - " 'Alma College',\n", - " 'Alvernia University',\n", - " 'Alverno College',\n", - " 'Amberton University',\n", - " 'America Evangelical University',\n", - " 'American Academy of Health and Wellness',\n", - " 'American College of Acupuncture and Oriental Med',\n", - " 'American College of Education',\n", - " 'American College of Financial Services',\n", - " 'American College of Healthcare Sciences',\n", - " 'American Film Institute Conservatory',\n", - " 'American Institute of Alternative Medicine',\n", - " 'American InterContinental University System',\n", - " 'American InterContinental University-Atlanta',\n", - " 'American InterContinental University-Houston',\n", - " 'American International College',\n", - " 'American Jewish University',\n", - " 'American Musical and Dramatic Academy',\n", - " 'American National University',\n", - " 'American National University-Pikeville',\n", - " 'American Public University System',\n", - " 'American University',\n", - " 'American University of Health Sciences',\n", - " 'Amridge University',\n", - " 'Ana G. Mendez University',\n", - " 'Anabaptist Mennonite Biblical Seminary',\n", - " 'Anderson University',\n", - " 'Anderson University',\n", - " 'Andrews University',\n", - " 'Angelo State University',\n", - " 'Anna Maria College',\n", - " 'Antioch University',\n", - " 'Antioch University-Los Angeles',\n", - " 'Antioch University-New England',\n", - " 'Antioch University-Santa Barbara',\n", - " 'Antioch University-Seattle',\n", - " 'AOMA Graduate School of Integrative Medicine',\n", - " 'Appalachian Bible College',\n", - " 'Appalachian College of Pharmacy',\n", - " 'Appalachian School of Law',\n", - " 'Appalachian State University',\n", - " 'Aquinas College',\n", - " 'Aquinas Institute of Theology',\n", - " 'Arcadia University',\n", - " 'Arizona School of Acupuncture and Oriental Medicine',\n", - " 'Arizona State University Campus Immersion',\n", - " 'Arizona State University Digital Immersion',\n", - " 'Arkansas Colleges of Health Education',\n", - " 'Arkansas State University',\n", - " 'Arkansas Tech University',\n", - " 'Art Academy of Cincinnati',\n", - " 'Art Center College of Design',\n", - " 'Asbury Theological Seminary',\n", - " 'Asbury University',\n", - " 'Ashford University',\n", - " 'Ashland University',\n", - " 'Aspen University',\n", - " 'Assumption University',\n", - " 'Athenaeum of Ohio',\n", - " 'Athens State University',\n", - " \"Atlanta's John Marshall Law School\",\n", - " 'Atlantic Institute of Oriental Medicine',\n", - " 'Atlantic University',\n", - " 'Atlantis University',\n", - " 'Auburn University',\n", - " 'Auburn University at Montgomery',\n", - " 'Augsburg University',\n", - " 'Augusta University',\n", - " 'Augustana College',\n", - " 'Augustana University',\n", - " 'Aurora University',\n", - " 'Austin College',\n", - " 'Austin Peay State University',\n", - " 'Austin Presbyterian Theological Seminary',\n", - " 'Ave Maria School of Law',\n", - " 'Ave Maria University',\n", - " 'Averett University',\n", - " 'Avila University',\n", - " 'Azusa Pacific University',\n", - " 'Babson College',\n", - " 'Baker College',\n", - " 'Baker University',\n", - " 'Bakke Graduate University',\n", - " 'Baldwin Wallace University',\n", - " 'Ball State University',\n", - " 'Bank Street College of Education',\n", - " 'Baptist Health Sciences University',\n", - " 'Baptist Missionary Association Theological Seminary',\n", - " 'Baptist University of Florida',\n", - " 'Barclay College',\n", - " 'Bard College',\n", - " 'Barnes-Jewish College Goldfarb School of Nursing',\n", - " 'Barry University',\n", - " 'Barton College',\n", - " 'Bastyr University',\n", - " 'Bay Path University',\n", - " 'Baylor College of Medicine',\n", - " 'Baylor University',\n", - " 'Beal University',\n", - " 'Beis Medrash Heichal Dovid',\n", - " 'Belhaven University',\n", - " 'Bellarmine University',\n", - " 'Bellevue University',\n", - " 'Bellin College',\n", - " 'Belmont Abbey College',\n", - " 'Belmont University',\n", - " 'Bemidji State University',\n", - " 'Benedict College',\n", - " 'Benedictine College',\n", - " 'Benedictine University',\n", - " 'Bennington College',\n", - " 'Bentley University',\n", - " 'Berkeley College-Woodland Park',\n", - " 'Berkeley School of Theology',\n", - " 'Berklee College of Music',\n", - " 'Berry College',\n", - " 'Beth Medrash Govoha',\n", - " 'Bethany College',\n", - " 'Bethany Global University',\n", - " 'Bethany Lutheran College',\n", - " 'Bethany Theological Seminary',\n", - " 'Bethel University',\n", - " 'Bethel University',\n", - " 'Bethel University',\n", - " 'Bethesda University',\n", - " 'Bethlehem College & Seminary',\n", - " 'Bethune-Cookman University',\n", - " 'Beulah Heights University',\n", - " 'Bexley Hall Seabury Western Theological Seminary Federation Inc.',\n", - " 'Binghamton University',\n", - " 'Biola University',\n", - " 'Black Hills State University',\n", - " 'Blessing Rieman College of Nursing and Health Sciences',\n", - " 'Bloomfield College',\n", - " 'Blue Mountain Christian University',\n", - " 'Bluefield University',\n", - " 'Bluffton University',\n", - " 'Bob Jones University',\n", - " 'Boise State University',\n", - " 'Boricua College',\n", - " 'Boston Architectural College',\n", - " 'Boston College',\n", - " 'Boston Graduate School of Psychoanalysis Inc',\n", - " 'Boston University',\n", - " 'Bowie State University',\n", - " 'Bowling Green State University-Main Campus',\n", - " 'Bradley University',\n", - " 'Brandeis University',\n", - " 'Brenau University',\n", - " 'Brescia University',\n", - " 'Brevard College',\n", - " 'Briar Cliff University',\n", - " 'Bridgewater College',\n", - " 'Bridgewater State University',\n", - " 'Brigham Young University',\n", - " 'Brite Divinity School',\n", - " 'Brookline College-Phoenix',\n", - " 'Brooklyn Law School',\n", - " 'Brown University',\n", - " 'Bryan College of Health Sciences',\n", - " 'Bryan College-Dayton',\n", - " 'Bryan University',\n", - " 'Bryant University',\n", - " 'Bryn Mawr College',\n", - " 'Bucknell University',\n", - " 'Buena Vista University',\n", - " 'Burrell College of Osteopathic Medicine',\n", - " 'Bushnell University',\n", - " 'Butler University',\n", - " 'Byzantine Catholic Seminary of Saints Cyril and Methodius',\n", - " 'Cabarrus College of Health Sciences',\n", - " 'Cabrini University',\n", - " 'Cairn University-Langhorne',\n", - " 'Cal Northern School of Law',\n", - " 'Caldwell University',\n", - " 'California Aeronautical University',\n", - " 'California Baptist University',\n", - " 'California College of the Arts',\n", - " 'California Health Sciences University',\n", - " 'California Institute of Advanced Management',\n", - " 'California Institute of Integral Studies',\n", - " 'California Institute of Technology',\n", - " 'California Institute of the Arts',\n", - " 'California Intercontinental University',\n", - " 'California Lutheran University',\n", - " 'California Miramar University',\n", - " 'California Northstate University',\n", - " 'California Polytechnic State University-San Luis Obispo',\n", - " 'California State Polytechnic University-Humboldt',\n", - " 'California State Polytechnic University-Pomona',\n", - " 'California State University Maritime Academy',\n", - " 'California State University-Bakersfield',\n", - " 'California State University-Channel Islands',\n", - " 'California State University-Chico',\n", - " 'California State University-Dominguez Hills',\n", - " 'California State University-East Bay',\n", - " 'California State University-Fresno',\n", - " 'California State University-Fullerton',\n", - " 'California State University-Long Beach',\n", - " 'California State University-Los Angeles',\n", - " 'California State University-Monterey Bay',\n", - " 'California State University-Northridge',\n", - " 'California State University-Sacramento',\n", - " 'California State University-San Bernardino',\n", - " 'California State University-San Marcos',\n", - " 'California State University-Stanislaus',\n", - " 'California University of Science and Medicine',\n", - " 'California Western School of Law',\n", - " 'Calumet College of Saint Joseph',\n", - " 'Calvary University',\n", - " 'Calvin Theological Seminary',\n", - " 'Calvin University',\n", - " 'Cambridge College',\n", - " 'Cameron University',\n", - " 'Campbell University',\n", - " 'Campbellsville University',\n", - " 'Canisius University',\n", - " 'Capella University',\n", - " 'Capital University',\n", - " 'Capitol Technology University',\n", - " 'Caribbean University-Bayamon',\n", - " 'Caribbean University-Carolina',\n", - " 'Caribbean University-Ponce',\n", - " 'Caribbean University-Vega Baja',\n", - " 'Carlow University',\n", - " 'Carnegie Mellon University',\n", - " 'Carolina Christian College',\n", - " 'Carolina College of Biblical Studies',\n", - " 'Carolina University',\n", - " 'Carroll College',\n", - " 'Carroll University',\n", - " 'Carson-Newman University',\n", - " 'Carthage College',\n", - " 'Case Western Reserve University',\n", - " 'Catawba College',\n", - " 'Catholic Distance University',\n", - " 'Catholic Theological Union at Chicago',\n", - " 'Cedar Crest College',\n", - " 'Cedarville University',\n", - " 'Centenary College of Louisiana',\n", - " 'Centenary University',\n", - " 'Center for Advanced Studies On Puerto Rico and the Caribbean',\n", - " 'Central Christian College of Kansas',\n", - " 'Central Christian College of the Bible',\n", - " 'Central Connecticut State University',\n", - " 'Central Methodist University-College of Graduate and Extended Studies',\n", - " 'Central Michigan University',\n", - " 'Central Penn College',\n", - " 'Central State University',\n", - " 'Central Washington University',\n", - " 'Central Yeshiva Tomchei Tmimim Lubavitz',\n", - " 'Chadron State College',\n", - " 'Chamberlain University-Illinois',\n", - " 'Chaminade University of Honolulu',\n", - " 'Champlain College',\n", - " 'Chapman University',\n", - " 'Charles R Drew University of Medicine and Science',\n", - " 'Charleston School of Law',\n", - " 'Charleston Southern University',\n", - " 'Charlotte Christian College and Theological Seminary',\n", - " 'Charter Oak State College',\n", - " 'Chatham University',\n", - " 'Chestnut Hill College',\n", - " 'Chicago State University',\n", - " 'Chicago Theological Seminary',\n", - " 'Chowan University',\n", - " 'Christian Brothers University',\n", - " 'Christian Theological Seminary',\n", - " 'Christopher Newport University',\n", - " 'Church Divinity School of the Pacific',\n", - " 'Citadel Military College of South Carolina',\n", - " 'City University of Seattle',\n", - " 'City Vision University',\n", - " 'Claflin University',\n", - " 'Claremont Graduate University',\n", - " 'Claremont Lincoln University',\n", - " 'Claremont McKenna College',\n", - " 'Claremont School of Theology',\n", - " 'Clark Atlanta University',\n", - " 'Clark University',\n", - " 'Clarke University',\n", - " 'Clarks Summit University',\n", - " 'Clarkson College',\n", - " 'Clarkson University',\n", - " 'Clayton State University',\n", - " 'Clear Creek Baptist Bible College',\n", - " 'Cleary University',\n", - " 'Clemson University',\n", - " 'Cleveland Institute of Music',\n", - " 'Cleveland State University',\n", - " 'Cleveland University-Kansas City',\n", - " 'Coastal Carolina University',\n", - " 'Coker University',\n", - " 'Colby-Sawyer College',\n", - " 'Colgate Rochester Crozer Divinity School',\n", - " 'Colgate University',\n", - " 'College for Creative Studies',\n", - " 'College of Charleston',\n", - " 'College of Our Lady of the Elms',\n", - " 'College of Saint Mary',\n", - " 'College of Staten Island CUNY',\n", - " 'College of the Atlantic',\n", - " 'Colorado Chinese Medicine University',\n", - " 'Colorado Christian University',\n", - " 'Colorado College',\n", - " 'Colorado Mesa University',\n", - " 'Colorado School of Mines',\n", - " 'Colorado State University Global',\n", - " 'Colorado State University Pueblo',\n", - " 'Colorado State University-Fort Collins',\n", - " 'Colorado Technical University-Colorado Springs',\n", - " 'Columbia Central University-Caguas',\n", - " 'Columbia College',\n", - " 'Columbia College',\n", - " 'Columbia College Chicago',\n", - " 'Columbia International University',\n", - " 'Columbia Southern University',\n", - " 'Columbia Theological Seminary',\n", - " 'Columbia University in the City of New York',\n", - " 'Columbus College of Art & Design',\n", - " 'Columbus State University',\n", - " 'Commonwealth University of Pennsylvania',\n", - " 'Concord University',\n", - " 'Concordia College at Moorhead',\n", - " 'Concordia Seminary',\n", - " 'Concordia Theological Seminary',\n", - " 'Concordia University Ann Arbor',\n", - " 'Concordia University Texas',\n", - " 'Concordia University-Chicago',\n", - " 'Concordia University-Irvine',\n", - " 'Concordia University-Nebraska',\n", - " 'Concordia University-Saint Paul',\n", - " 'Concordia University-Wisconsin',\n", - " 'Converse University',\n", - " 'Conway School of Landscape Design',\n", - " 'Coppin State University',\n", - " 'Corban University',\n", - " 'Cornell College',\n", - " 'Cornell University',\n", - " 'Cornerstone University',\n", - " 'Covenant College',\n", - " 'Covenant Theological Seminary',\n", - " 'Cox College',\n", - " 'Cranbrook Academy of Art',\n", - " 'Creighton University',\n", - " 'Criswell College',\n", - " 'Crown College',\n", - " 'Culinary Institute of America',\n", - " 'Culver-Stockton College',\n", - " 'Cumberland University',\n", - " 'CUNY Bernard M Baruch College',\n", - " 'CUNY Brooklyn College',\n", - " 'CUNY City College',\n", - " 'CUNY Graduate School and University Center',\n", - " 'CUNY Hunter College',\n", - " 'CUNY John Jay College of Criminal Justice',\n", - " 'CUNY Lehman College',\n", - " 'CUNY Queens College',\n", - " 'CUNY School of Law',\n", - " 'CUNY York College',\n", - " 'Curry College',\n", - " 'Curtis Institute of Music',\n", - " \"D'Youville University\",\n", - " 'Daemen University',\n", - " 'Dakota State University',\n", - " 'Dakota Wesleyan University',\n", - " 'Dallas Baptist University',\n", - " 'Dallas Theological Seminary',\n", - " 'Daoist Traditions College of Chinese Medical Arts',\n", - " 'Dartmouth College',\n", - " 'Davenport University',\n", - " 'Daybreak University',\n", - " 'Defiance College',\n", - " 'Delaware State University',\n", - " 'Delaware Valley University',\n", - " 'Delta State University',\n", - " 'Denver College of Nursing',\n", - " 'Denver Seminary',\n", - " 'DePaul University',\n", - " 'Des Moines University-Osteopathic Medical Center',\n", - " 'DeSales University',\n", - " 'DeVry College of New York',\n", - " 'DeVry University-Arizona',\n", - " 'DeVry University-California',\n", - " 'DeVry University-Florida',\n", - " 'DeVry University-Georgia',\n", - " 'DeVry University-Illinois',\n", - " 'DeVry University-New Jersey',\n", - " 'DeVry University-Ohio',\n", - " 'DeVry University-Texas',\n", - " 'DeVry University-Virginia',\n", - " 'Dewey University-Hato Rey',\n", - " 'Dewey University-Juana Diaz',\n", - " 'Dickinson College',\n", - " 'Dickinson State University',\n", - " 'DigiPen Institute of Technology',\n", - " 'Divine Mercy University',\n", - " 'Doane University',\n", - " 'Dominican School of Philosophy & Theology',\n", - " 'Dominican University',\n", - " 'Dominican University New York',\n", - " 'Dominican University of California',\n", - " 'Dongguk University Los Angeles',\n", - " 'Dordt University',\n", - " 'Dragon Rises College of Oriental Medicine',\n", - " 'Drake University',\n", - " 'Drew University',\n", - " 'Drexel University',\n", - " 'Drury University',\n", - " 'Duke University',\n", - " 'Duquesne University',\n", - " 'Eagle Gate College-Boise Campus',\n", - " 'Eagle Gate College-Murray',\n", - " 'Earlham College',\n", - " 'East Carolina University',\n", - " 'East Central University',\n", - " 'East Stroudsburg University of Pennsylvania',\n", - " 'East Tennessee State University',\n", - " 'East Texas Baptist University',\n", - " 'East West College of Natural Medicine',\n", - " 'Eastern Connecticut State University',\n", - " 'Eastern Illinois University',\n", - " 'Eastern Kentucky University',\n", - " 'Eastern Mennonite University',\n", - " 'Eastern Michigan University',\n", - " 'Eastern Nazarene College',\n", - " 'Eastern New Mexico University-Main Campus',\n", - " 'Eastern Oregon University',\n", - " 'Eastern School of Acupuncture and Traditional Medicine',\n", - " 'Eastern University',\n", - " 'Eastern Virginia Medical School',\n", - " 'Eastern Washington University',\n", - " 'ECPI University',\n", - " 'Ecumenical Theological Seminary',\n", - " 'Eden Theological Seminary',\n", - " 'Edgewood College',\n", - " 'EDP University of Puerto Rico Inc-San Juan',\n", - " 'EDP University of Puerto Rico Inc-San Sebastian',\n", - " 'Edward Via College of Osteopathic Medicine',\n", - " 'Edward Waters University',\n", - " 'Elizabeth City State University',\n", - " 'Elizabethtown College',\n", - " 'Elmezzi Graduate School of Molecular Medicine',\n", - " 'Elmhurst University',\n", - " 'Elmira College',\n", - " 'Elon University',\n", - " 'Embry-Riddle Aeronautical University-Daytona Beach',\n", - " 'Embry-Riddle Aeronautical University-Prescott',\n", - " 'Embry-Riddle Aeronautical University-Worldwide',\n", - " 'Emerson College',\n", - " 'Emmanuel College',\n", - " 'Emory & Henry University',\n", - " 'Emory University',\n", - " \"Emperor's College of Traditional Oriental Medicine\",\n", - " 'Empire College',\n", - " 'Empire State University',\n", - " 'Emporia State University',\n", - " 'Endicott College',\n", - " 'Epic Bible College & Graduate School',\n", - " 'Episcopal Theological Seminary of the Southwest',\n", - " 'Erikson Institute',\n", - " 'Erskine College',\n", - " 'Evangel University',\n", - " 'Everglades University',\n", - " 'Excelsior University',\n", - " 'Fairfax University of America',\n", - " 'Fairfield University',\n", - " 'Fairleigh Dickinson University-Florham Campus',\n", - " 'Fairleigh Dickinson University-Metropolitan Campus',\n", - " 'Fairmont State University',\n", - " 'Faith Baptist Bible College and Theological Seminary',\n", - " 'Faith International University',\n", - " 'Faith Theological Seminary and Christian College',\n", - " 'Family of Faith Christian University',\n", - " 'Farmingdale State College',\n", - " 'Fashion Institute of Technology',\n", - " 'Faulkner University',\n", - " 'Fayetteville State University',\n", - " 'Felician University',\n", - " 'Ferris State University',\n", - " 'Ferrum College',\n", - " 'FIDM-Fashion Institute of Design & Merchandising',\n", - " 'Fielding Graduate University',\n", - " 'Fisher College',\n", - " 'Fisk University',\n", - " 'Fitchburg State University',\n", - " 'Five Branches University',\n", - " 'Five Towns College',\n", - " 'Flagler College',\n", - " 'Florida Agricultural and Mechanical University',\n", - " 'Florida Atlantic University',\n", - " 'Florida College of Integrative Medicine',\n", - " 'Florida Gulf Coast University',\n", - " 'Florida Institute of Technology',\n", - " 'Florida Institute of Technology-Online',\n", - " 'Florida International University',\n", - " 'Florida Memorial University',\n", - " 'Florida National University-Main Campus',\n", - " 'Florida Polytechnic University',\n", - " 'Florida Southern College',\n", - " 'Florida State University',\n", - " 'Fontbonne University',\n", - " 'Fordham University',\n", - " 'Fort Hays State University',\n", - " 'Fort Lewis College',\n", - " 'Fort Valley State University',\n", - " 'Framingham State University',\n", - " 'Francis Marion University',\n", - " 'Franciscan Missionaries of Our Lady University',\n", - " 'Franciscan School of Theology',\n", - " 'Franciscan University of Steubenville',\n", - " 'Franklin College',\n", - " 'Franklin Pierce University',\n", - " 'Franklin University',\n", - " 'Freed-Hardeman University',\n", - " 'Fremont University',\n", - " 'Fresno Pacific University',\n", - " 'Friends University',\n", - " 'Frontier Nursing University',\n", - " 'Frostburg State University',\n", - " 'Full Sail University',\n", - " 'Fuller Theological Seminary',\n", - " 'Furman University',\n", - " 'Future Generations University',\n", - " 'Galen College of Nursing-Louisville',\n", - " 'Gallaudet University',\n", - " 'Gannon University',\n", - " 'Gardner-Webb University',\n", - " 'Garrett-Evangelical Theological Seminary',\n", - " 'Geisinger Commonwealth School of Medicine',\n", - " 'Geneva College',\n", - " 'George Fox University',\n", - " 'George Mason University',\n", - " 'George Washington University',\n", - " 'Georgetown College',\n", - " 'Georgetown University',\n", - " 'Georgia College & State University',\n", - " 'Georgia Institute of Technology-Main Campus',\n", - " 'Georgia Southern University',\n", - " 'Georgia Southwestern State University',\n", - " 'Georgia State University',\n", - " 'Georgian Court University',\n", - " 'Gettysburg College',\n", - " 'Glasgow Caledonian New York College',\n", - " 'Goddard College',\n", - " 'Gods Bible School and College',\n", - " 'Golden Gate University',\n", - " 'Goldey-Beacom College',\n", - " 'Gonzaga University',\n", - " 'Goodwin University',\n", - " 'Gordon College',\n", - " 'Gordon-Conwell Theological Seminary',\n", - " 'Goshen College',\n", - " 'Goucher College',\n", - " 'Governors State University',\n", - " 'Grace Christian University',\n", - " 'Grace College and Theological Seminary',\n", - " 'Grace Mission University',\n", - " 'Grace School of Theology',\n", - " 'Graceland University-Lamoni',\n", - " 'Graduate Theological Union',\n", - " 'Grambling State University',\n", - " 'Grand Canyon University',\n", - " 'Grand Valley State University',\n", - " 'Grand View University',\n", - " 'Gratz College',\n", - " 'Greensboro College',\n", - " 'Greenville University',\n", - " 'Grove City College',\n", - " 'Guilford College',\n", - " 'Gwynedd Mercy University',\n", - " 'Hackensack Meridian School of Medicine',\n", - " 'Hallmark University',\n", - " 'Hamline University',\n", - " 'Hampton University',\n", - " 'Hannibal-LaGrange University',\n", - " 'Hanover College',\n", - " 'Hardin-Simmons University',\n", - " 'Harding University',\n", - " 'Harrisburg University of Science and Technology',\n", - " 'Hartford International University for Religion and Peace',\n", - " 'Hartwick College',\n", - " 'Harvard University',\n", - " 'Hastings College',\n", - " 'Haven University',\n", - " 'Hawaii Pacific University',\n", - " 'Hazelden Betty Ford Graduate School',\n", - " 'Hebrew College',\n", - " 'Hebrew Union College-Jewish Institute of Religion',\n", - " 'Heidelberg University',\n", - " 'Hellenic College-Holy Cross Greek Orthodox School of Theology',\n", - " 'Henderson State University',\n", - " 'Hendrix College',\n", - " 'Heritage Christian University',\n", - " 'Heritage University',\n", - " 'Herzing University-Atlanta',\n", - " 'Herzing University-Birmingham',\n", - " 'Herzing University-Kenosha',\n", - " 'Herzing University-Madison',\n", - " 'Herzing University-Minneapolis',\n", - " 'Herzing University-New Orleans',\n", - " 'Herzing University-Orlando',\n", - " 'High Point University',\n", - " 'High Tech High Graduate School of Education',\n", - " 'Hilbert College',\n", - " 'Hillsdale College',\n", - " 'Hiram College',\n", - " 'HJ International Graduate School for Peace and Public Leadership',\n", - " 'Hobart William Smith Colleges',\n", - " 'Hobe Sound Bible College',\n", - " 'Hodges University',\n", - " 'Hofstra University',\n", - " 'Hollins University',\n", - " 'Holy Apostles College and Seminary',\n", - " 'Holy Family University',\n", - " 'Hood College',\n", - " 'Hood Theological Seminary',\n", - " 'Hope International University',\n", - " 'Houghton University',\n", - " 'Houston Christian University',\n", - " 'Howard Payne University',\n", - " 'Howard University',\n", - " 'Hult International Business School',\n", - " 'Humphreys University-Stockton and Modesto Campuses',\n", - " 'Huntingdon College',\n", - " 'Huntington University',\n", - " 'Huntsville Bible College',\n", - " 'Husson University',\n", - " 'Huston-Tillotson University',\n", - " 'Icahn School of Medicine at Mount Sinai',\n", - " 'Idaho College of Osteopathic Medicine',\n", - " 'Idaho State University',\n", - " 'Iliff School of Theology',\n", - " 'Illinois College of Optometry',\n", - " 'Illinois Institute of Technology',\n", - " 'Illinois State University',\n", - " 'Immaculata University',\n", - " 'Indiana Institute of Technology',\n", - " 'Indiana State University',\n", - " 'Indiana University of Pennsylvania-Main Campus',\n", - " 'Indiana University-Bloomington',\n", - " 'Indiana University-East',\n", - " 'Indiana University-Indianapolis',\n", - " 'Indiana University-Kokomo',\n", - " 'Indiana University-Northwest',\n", - " 'Indiana University-South Bend',\n", - " 'Indiana University-Southeast',\n", - " 'Indiana Wesleyan University-Marion',\n", - " 'Indiana Wesleyan University-National & Global',\n", - " 'Institute for Clinical Social Work',\n", - " 'Institute for Doctoral Studies in the Visual Arts',\n", - " 'Institute of American Indian and Alaska Native Culture and Arts Development',\n", - " 'Institute of Buddhist Studies',\n", - " 'Institute of Clinical Acupuncture & Oriental Med',\n", - " 'Institute of Taoist Education and Acupuncture',\n", - " 'Institute of World Politics',\n", - " 'Inter American University of Puerto Rico-Aguadilla',\n", - " 'Inter American University of Puerto Rico-Arecibo',\n", - " 'Inter American University of Puerto Rico-Barranquitas',\n", - " 'Inter American University of Puerto Rico-Bayamon',\n", - " 'Inter American University of Puerto Rico-Fajardo',\n", - " 'Inter American University of Puerto Rico-Guayama',\n", - " 'Inter American University of Puerto Rico-Metro',\n", - " 'Inter American University of Puerto Rico-Ponce',\n", - " 'Inter American University of Puerto Rico-San German',\n", - " 'Inter American University of Puerto Rico-School of Law',\n", - " 'Inter American University of Puerto Rico-School of Optometry',\n", - " 'Interdenominational Theological Center',\n", - " 'Interior Designers Institute',\n", - " 'International Baptist College and Seminary',\n", - " 'International Institute for Restorative Practices',\n", - " 'Iona University',\n", - " 'Iowa State University',\n", - " 'Ithaca College',\n", - " 'Jackson State University',\n", - " 'Jackson Theological Seminary',\n", - " 'Jacksonville State University',\n", - " 'Jacksonville University',\n", - " 'James Madison University',\n", - " 'Jewish Theological Seminary of America',\n", - " 'John Brown University',\n", - " 'John Carroll University',\n", - " 'John Patrick University of Health and Applied Sciences',\n", - " 'Johns Hopkins University',\n", - " 'Johnson & Wales University-Online',\n", - " 'Johnson & Wales University-Providence',\n", - " 'Johnson C Smith University',\n", - " 'Johnson University',\n", - " 'Jose Maria Vargas University',\n", - " 'Joyce University of Nursing and Health Sciences',\n", - " 'Judson University',\n", - " 'Jung Tao School of Classical Chinese Medicine',\n", - " 'Juniata College',\n", - " 'Kairos University',\n", - " 'Kansas City University',\n", - " 'Kansas State University',\n", - " 'Kansas Wesleyan University',\n", - " 'Kean University',\n", - " 'Keck Graduate Institute',\n", - " 'Keene State College',\n", - " 'Keiser University-Ft Lauderdale',\n", - " 'Kennesaw State University',\n", - " 'Kenrick Glennon Seminary',\n", - " 'Kent State University at Kent',\n", - " 'Kentucky Christian University',\n", - " 'Kentucky State University',\n", - " 'Kettering College',\n", - " 'Kettering University',\n", - " 'Keuka College',\n", - " 'Keystone College',\n", - " 'King University',\n", - " \"King's College\",\n", - " 'Kutztown University of Pennsylvania',\n", - " 'Kuyper College',\n", - " 'La Roche University',\n", - " 'La Salle University',\n", - " 'La Sierra University',\n", - " 'LaGrange College',\n", - " 'Laguna College of Art and Design',\n", - " 'Lake Erie College',\n", - " 'Lake Erie College of Osteopathic Medicine',\n", - " 'Lake Forest College',\n", - " 'Lake Forest Graduate School of Management',\n", - " 'Lakeland University',\n", - " 'Lakewood University',\n", - " 'Lamar University',\n", - " 'Lancaster Bible College',\n", - " 'Lancaster Theological Seminary',\n", - " 'Lander University',\n", - " 'Landmark College',\n", - " 'Langston University',\n", - " 'Lasell University',\n", - " 'Lawrence Technological University',\n", - " 'Le Moyne College',\n", - " 'Lebanon Valley College',\n", - " 'Lee University',\n", - " 'Lehigh University',\n", - " 'Lenoir-Rhyne University',\n", - " 'Lesley University',\n", - " 'LeTourneau University',\n", - " 'Lewis & Clark College',\n", - " 'Lewis University',\n", - " 'Lewis-Clark State College',\n", - " 'Lexington Theological Seminary',\n", - " 'Liberty University',\n", - " 'Life Chiropractic College West',\n", - " 'Life Pacific University',\n", - " 'Life University',\n", - " 'LIM College',\n", - " 'Limestone University',\n", - " 'Lincoln Christian University',\n", - " 'Lincoln Memorial University',\n", - " 'Lincoln University',\n", - " 'Lincoln University',\n", - " 'Lincoln University',\n", - " 'Lindenwood University',\n", - " 'Lindsey Wilson College',\n", - " 'Linfield University',\n", - " 'Lipscomb University',\n", - " 'Logan University',\n", - " 'Loma Linda University',\n", - " 'Long Island University',\n", - " 'Longwood University',\n", - " 'Longy School of Music of Bard College',\n", - " 'Loras College',\n", - " 'Los Angeles Pacific University',\n", - " 'Louisiana Christian University',\n", - " 'Louisiana State University and Agricultural & Mechanical College',\n", - " 'Louisiana State University Health Sciences Center-New Orleans',\n", - " 'Louisiana State University Health Sciences Center-Shreveport',\n", - " 'Louisiana State University-Shreveport',\n", - " 'Louisiana Tech University',\n", - " 'Louisville Presbyterian Theological Seminary',\n", - " 'Lourdes University',\n", - " 'Loyola Marymount University',\n", - " 'Loyola University Chicago',\n", - " 'Loyola University Maryland',\n", - " 'Loyola University New Orleans',\n", - " 'Lubbock Christian University',\n", - " 'Luther Rice College & Seminary',\n", - " 'Luther Seminary',\n", - " 'Lutheran School of Theology at Chicago',\n", - " 'Lynn University',\n", - " 'Madison Area Technical College',\n", - " 'Madonna University',\n", - " 'Maharishi International University',\n", - " 'Maine College of Art & Design',\n", - " 'Maine Maritime Academy',\n", - " 'Maine Media College',\n", - " 'Malone University',\n", - " 'Manchester University',\n", - " 'Manhattan College',\n", - " 'Manhattan School of Music',\n", - " 'Manhattanville College',\n", - " 'Manna University',\n", - " 'Maranatha Baptist University',\n", - " 'Maria College of Albany',\n", - " 'Marian University',\n", - " 'Marian University',\n", - " 'Marietta College',\n", - " 'Marist College',\n", - " 'Marquette University',\n", - " 'Mars Hill University',\n", - " 'Marshall B Ketchum University',\n", - " 'Marshall University',\n", - " 'Martin Luther College',\n", - " 'Martin University',\n", - " 'Mary Baldwin University',\n", - " 'Maryland Institute College of Art',\n", - " 'Maryland University of Integrative Health',\n", - " 'Marymount University',\n", - " 'Maryville College',\n", - " 'Maryville University of Saint Louis',\n", - " 'Marywood University',\n", - " 'Massachusetts College of Art and Design',\n", - " 'Massachusetts College of Liberal Arts',\n", - " 'Massachusetts Institute of Technology',\n", - " 'Massachusetts Maritime Academy',\n", - " 'Massachusetts School of Law',\n", - " 'Mayo Clinic College of Medicine and Science',\n", - " 'Mayville State University',\n", - " 'McCormick Theological Seminary',\n", - " 'McDaniel College',\n", - " 'McKendree University',\n", - " 'McMurry University',\n", - " 'McNeese State University',\n", - " 'McPherson College',\n", - " 'MCPHS University',\n", - " 'Meadville Theological School of Lombard College',\n", - " 'Medical College of Wisconsin',\n", - " 'Medical University of South Carolina',\n", - " 'Meharry Medical College',\n", - " 'Memphis Theological Seminary',\n", - " 'Mercer University',\n", - " 'Mercy College of Ohio',\n", - " 'Mercy University',\n", - " 'Mercyhurst University',\n", - " 'Meredith College',\n", - " 'Meridian University',\n", - " 'Merrimack College',\n", - " 'Mesivta Torah Vodaath Rabbinical Seminary',\n", - " 'Messiah University',\n", - " 'Methodist College',\n", - " 'Methodist Theological School in Ohio',\n", - " 'Methodist University',\n", - " 'Metropolitan College of New York',\n", - " 'Metropolitan State University',\n", - " 'Metropolitan State University of Denver',\n", - " 'MGH Institute of Health Professions',\n", - " 'Miami Regional University',\n", - " 'Miami University-Oxford',\n", - " 'Michigan School of Psychology',\n", - " 'Michigan State University',\n", - " 'Michigan Technological University',\n", - " 'Mid-America Christian University',\n", - " 'MidAmerica Nazarene University',\n", - " 'Middle Georgia State University',\n", - " 'Middle Tennessee School of Anesthesia Inc',\n", - " 'Middle Tennessee State University',\n", - " 'Middlebury College',\n", - " 'Middlebury Institute of International Studies at Monterey',\n", - " 'Midland University',\n", - " 'Midway University',\n", - " 'Midwest College of Oriental Medicine-Racine',\n", - " 'Midwest College of Oriental Medicine-Skokie',\n", - " 'Midwestern Baptist Theological Seminary',\n", - " 'Midwestern State University',\n", - " 'Midwestern University-Downers Grove',\n", - " 'Midwestern University-Glendale',\n", - " 'Midwives College of Utah',\n", - " 'Millennia Atlantic University',\n", - " 'Millersville University of Pennsylvania',\n", - " 'Milligan University',\n", - " 'Millikin University',\n", - " 'Millsaps College',\n", - " 'Milwaukee School of Engineering',\n", - " 'Minerva University',\n", - " 'Minneapolis College of Art and Design',\n", - " 'Minnesota State University Moorhead',\n", - " 'Minnesota State University-Mankato',\n", - " 'Minot State University',\n", - " 'Mirrer Yeshiva Cent Institute',\n", - " 'Misericordia University',\n", - " 'Missio Theological Seminary',\n", - " 'Mission University',\n", - " 'Mississippi College',\n", - " 'Mississippi State University',\n", - " 'Mississippi University for Women',\n", - " 'Mississippi Valley State University',\n", - " 'Missouri Baptist University',\n", - " 'Missouri Southern State University',\n", - " 'Missouri State University-Springfield',\n", - " 'Missouri University of Science and Technology',\n", - " 'Missouri Valley College',\n", - " 'Missouri Western State University',\n", - " 'Mitchell Hamline School of Law',\n", - " 'Molloy College',\n", - " 'Monmouth University',\n", - " 'Monroe College',\n", - " 'Montana State University',\n", - " 'Montana State University Billings',\n", - " 'Montana State University-Northern',\n", - " 'Montana Technological University',\n", - " 'Montclair State University',\n", - " 'Montreat College',\n", - " 'Moody Bible Institute',\n", - " 'Moore College of Art and Design',\n", - " 'Moravian University',\n", - " 'Morehead State University',\n", - " 'Morehouse School of Medicine',\n", - " 'Morgan State University',\n", - " 'Morningside University',\n", - " 'Mount Aloysius College',\n", - " 'Mount Angel Seminary',\n", - " 'Mount Carmel College of Nursing',\n", - " 'Mount Holyoke College',\n", - " 'Mount Marty University',\n", - " 'Mount Mary University',\n", - " 'Mount Mercy University',\n", - " 'Mount Saint Mary College',\n", - " \"Mount Saint Mary's University\",\n", - " 'Mount St. Joseph University',\n", - " \"Mount St. Mary's University\",\n", - " 'Mount Vernon Nazarene University',\n", - " 'Muhlenberg College',\n", - " 'Multnomah University',\n", - " 'Murray State University',\n", - " 'Musicians Institute',\n", - " 'Muskingum University',\n", - " 'Naropa University',\n", - " 'Nashotah House',\n", - " 'National American University-Rapid City',\n", - " 'National Louis University',\n", - " 'National Paralegal College',\n", - " 'National University',\n", - " 'National University of Health Sciences',\n", - " 'National University of Natural Medicine',\n", - " 'NationsUniversity',\n", - " 'Navajo Technical University',\n", - " 'Naval Postgraduate School',\n", - " 'Nazarene Theological Seminary',\n", - " 'Nazareth University',\n", - " 'Nebraska Methodist College of Nursing & Allied Health',\n", - " 'Nebraska Wesleyan University',\n", - " 'Ner Israel Rabbinical College',\n", - " 'Neumann University',\n", - " 'Nevada State University',\n", - " 'New Brunswick Theological Seminary',\n", - " 'New College of Florida',\n", - " 'New England College',\n", - " 'New England College of Optometry',\n", - " 'New England Institute of Technology',\n", - " 'New England Law-Boston',\n", - " 'New Jersey City University',\n", - " 'New Jersey Institute of Technology',\n", - " 'New Mexico Highlands University',\n", - " 'New Mexico Institute of Mining and Technology',\n", - " 'New Mexico State University-Main Campus',\n", - " 'New Orleans Baptist Theological Seminary',\n", - " 'New Saint Andrews College',\n", - " 'New York Academy of Art',\n", - " 'New York College of Health Professions',\n", - " 'New York College of Podiatric Medicine',\n", - " 'New York College of Traditional Chinese Medicine',\n", - " 'New York Film Academy',\n", - " 'New York Institute of Technology',\n", - " 'New York Law School',\n", - " 'New York Medical College',\n", - " 'New York School of Interior Design',\n", - " 'New York Theological Seminary',\n", - " 'New York University',\n", - " 'Newberry College',\n", - " 'Newman University',\n", - " 'Newschool of Architecture and Design',\n", - " 'Niagara University',\n", - " 'Nicholls State University',\n", - " 'Nichols College',\n", - " 'Nightingale College',\n", - " 'Norfolk State University',\n", - " 'North American University',\n", - " 'North Carolina A & T State University',\n", - " 'North Carolina Central University',\n", - " 'North Carolina State University at Raleigh',\n", - " 'North Carolina Wesleyan University',\n", - " 'North Central College',\n", - " 'North Central University',\n", - " 'North Dakota State University-Main Campus',\n", - " 'North Greenville University',\n", - " 'North Park University',\n", - " 'Northcentral University',\n", - " 'Northeast College of Health Sciences',\n", - " 'Northeast Ohio Medical University',\n", - " 'Northeastern Illinois University',\n", - " 'Northeastern Seminary',\n", - " 'Northeastern State University',\n", - " 'Northeastern University',\n", - " 'Northeastern University Professional Programs',\n", - " 'Northern Arizona University',\n", - " 'Northern Baptist Theological Seminary',\n", - " 'Northern Illinois University',\n", - " 'Northern Kentucky University',\n", - " 'Northern Michigan University',\n", - " 'Northern State University',\n", - " 'Northpoint Bible College',\n", - " 'NorthShore University HealthSystem School of Nurse Anesthesia',\n", - " 'Northwest Missouri State University',\n", - " 'Northwest Nazarene University',\n", - " 'Northwest University',\n", - " 'Northwest University-Center for Online and Extended Education',\n", - " 'Northwestern College',\n", - " 'Northwestern Health Sciences University',\n", - " 'Northwestern Oklahoma State University',\n", - " 'Northwestern State University of Louisiana',\n", - " 'Northwestern University',\n", - " 'Northwood University',\n", - " 'Norwich University',\n", - " 'Notre Dame College',\n", - " 'Notre Dame de Namur University',\n", - " 'Notre Dame of Maryland University',\n", - " 'Nova Southeastern University',\n", - " 'NUC University',\n", - " 'Oakland City University',\n", - " 'Oakland University',\n", - " 'Oakwood University',\n", - " 'Oberlin College',\n", - " 'Oblate School of Theology',\n", - " 'Oglala Lakota College',\n", - " 'Ohio Christian University',\n", - " 'Ohio Dominican University',\n", - " 'Ohio Northern University',\n", - " 'Ohio State University-Main Campus',\n", - " 'Ohio University-Main Campus',\n", - " 'Oklahoma Baptist University',\n", - " 'Oklahoma Christian University',\n", - " 'Oklahoma City University',\n", - " 'Oklahoma State University Center for Health Sciences',\n", - " 'Oklahoma State University-Main Campus',\n", - " 'Oklahoma Wesleyan University',\n", - " 'Old Dominion University',\n", - " 'Olivet Nazarene University',\n", - " 'Omega Graduate School',\n", - " 'Oral Roberts University',\n", - " 'Oregon College of Oriental Medicine',\n", - " 'Oregon Health & Science University',\n", - " 'Oregon Institute of Technology',\n", - " 'Oregon State University',\n", - " 'Oregon State University-Cascades Campus',\n", - " 'Otis College of Art and Design',\n", - " 'Ottawa University-Kansas City',\n", - " 'Ottawa University-Milwaukee',\n", - " 'Ottawa University-Online',\n", - " 'Ottawa University-Ottawa',\n", - " 'Ottawa University-Surprise',\n", - " 'Otterbein University',\n", - " 'Ouachita Baptist University',\n", - " 'Our Lady of the Lake University',\n", - " 'Pace University',\n", - " 'Pacific College',\n", - " 'Pacific College of Health and Science',\n", - " 'Pacific College of Health and Science',\n", - " 'Pacific College of Health and Science',\n", - " 'Pacific Lutheran University',\n", - " 'Pacific Northwest College of Art',\n", - " 'Pacific Northwest University of Health Sciences',\n", - " 'Pacific Oaks College',\n", - " 'Pacific Rim Christian University',\n", - " 'Pacific School of Religion',\n", - " 'Pacific States University',\n", - " 'Pacific Union College',\n", - " 'Pacific University',\n", - " 'Pacifica Graduate Institute',\n", - " 'Paier College',\n", - " 'Palm Beach Atlantic University',\n", - " 'Palmer College of Chiropractic',\n", - " 'Palo Alto University',\n", - " 'Pardee RAND Graduate School',\n", - " 'Park University',\n", - " 'Parker University',\n", - " 'Paul Smiths College of Arts and Science',\n", - " 'Payne Theological Seminary',\n", - " 'Peirce College',\n", - " 'Pennsylvania Academy of the Fine Arts',\n", - " 'Pennsylvania College of Health Sciences',\n", - " 'Pennsylvania College of Technology',\n", - " 'Pennsylvania State University-Main Campus',\n", - " 'Pennsylvania State University-Penn State Erie-Behrend College',\n", - " 'Pennsylvania State University-Penn State Great Valley',\n", - " 'Pennsylvania State University-Penn State Harrisburg',\n", - " 'Pennsylvania State University-Penn State York',\n", - " 'Pennsylvania State University-World Campus',\n", - " 'Pennsylvania Western University',\n", - " 'Pentecostal Theological Seminary',\n", - " 'Pepperdine University',\n", - " 'Peru State College',\n", - " 'Pfeiffer University',\n", - " 'Philadelphia College of Osteopathic Medicine',\n", - " 'Phillips Theological Seminary',\n", - " 'Phoenix Institute of Herbal Medicine & Acupuncture',\n", - " 'Phoenix Seminary',\n", - " 'Piedmont University',\n", - " 'Pillar College',\n", - " 'Pima Medical Institute-Tucson',\n", - " 'Pittsburg State University',\n", - " 'Pittsburgh Theological Seminary',\n", - " 'Plymouth State University',\n", - " 'Point Loma Nazarene University',\n", - " 'Point Park University',\n", - " 'Point University',\n", - " 'Polytechnic University of Puerto Rico-Miami',\n", - " 'Polytechnic University of Puerto Rico-Orlando',\n", - " 'Ponce Health Sciences University',\n", - " 'Ponce Health Sciences University-Centro Universitario de San Juan',\n", - " 'Ponce Health Sciences University-East',\n", - " 'Ponce Health Sciences University-St Louis',\n", - " 'Pontifical Catholic University of Puerto Rico-Arecibo',\n", - " 'Pontifical Catholic University of Puerto Rico-Mayaguez',\n", - " 'Pontifical Catholic University of Puerto Rico-Ponce',\n", - " 'Pontifical College Josephinum',\n", - " 'Pontifical Faculty of the Immaculate Conception at the Dominican House of '\n", - " 'Studies',\n", - " 'Pontifical John Paul II Institute for Studies on Marriage and Family',\n", - " 'Pope St John XXIII National Seminary',\n", - " 'Portland State University',\n", - " 'Post University',\n", - " 'Prairie View A & M University',\n", - " 'Pratt Institute-Main',\n", - " 'Presbyterian College',\n", - " 'Presbyterian Theological Seminary in America',\n", - " 'Prescott College',\n", - " 'Presidio Graduate School',\n", - " 'Princeton Theological Seminary',\n", - " 'Princeton University',\n", - " 'Professional University Dr. Carlos J. Borrero Rios',\n", - " 'Providence College',\n", - " 'Puerto Rico Conservatory of Music',\n", - " 'Purdue University Fort Wayne',\n", - " 'Purdue University Global',\n", - " 'Purdue University Northwest',\n", - " 'Purdue University-Main Campus',\n", - " 'Queens University of Charlotte',\n", - " 'Quincy University',\n", - " 'Quinnipiac University',\n", - " 'Rabbinical Academy Mesivta Rabbi Chaim Berlin',\n", - " 'Rabbinical College Bobover Yeshiva Bnei Zion',\n", - " 'Rabbinical College of America',\n", - " 'Rabbinical Seminary of America',\n", - " 'Radford University',\n", - " 'Ramapo College of New Jersey',\n", - " 'Randall University',\n", - " 'Randolph College',\n", - " 'Rasmussen University-Minnesota',\n", - " 'Reach University',\n", - " 'Reconstructionist Rabbinical College',\n", - " 'Red Rocks Community College',\n", - " 'Redeemers University North America',\n", - " 'Reformed University',\n", - " 'Regent University',\n", - " 'Regis College',\n", - " 'Regis University',\n", - " 'Reinhardt University',\n", - " 'Reiss-Davis Graduate School',\n", - " 'Relay Graduate School of Education',\n", - " 'Rensselaer at Hartford',\n", - " 'Rensselaer Polytechnic Institute',\n", - " 'Research College of Nursing',\n", - " 'Rhode Island College',\n", - " 'Rhode Island School of Design',\n", - " 'Rhodes College',\n", - " 'Rice University',\n", - " 'Richmont Graduate University',\n", - " 'Rider University',\n", - " 'Rivier University',\n", - " 'Robert Morris University',\n", - " 'Roberts Wesleyan University',\n", - " 'Rochester Institute of Technology',\n", - " 'Rochester University',\n", - " 'Rockford University',\n", - " 'Rockhurst University',\n", - " 'Rocky Mountain College',\n", - " 'Rocky Mountain College of Art and Design',\n", - " 'Rocky Mountain University of Health Professions',\n", - " 'Rocky Vista University',\n", - " 'Roger Williams University',\n", - " 'Roger Williams University School of Law',\n", - " 'Rogers State University',\n", - " 'Rollins College',\n", - " 'Roosevelt University',\n", - " 'Rosalind Franklin University of Medicine and Science',\n", - " 'Rose-Hulman Institute of Technology',\n", - " 'Roseman University of Health Sciences',\n", - " 'Rosemont College',\n", - " 'Rowan University',\n", - " 'Rush University',\n", - " 'Russell Sage College',\n", - " 'Rutgers University-Camden',\n", - " 'Rutgers University-New Brunswick',\n", - " 'Rutgers University-Newark',\n", - " 'Sacred Heart Major Seminary',\n", - " 'Sacred Heart Seminary and School of Theology',\n", - " 'Sacred Heart University',\n", - " 'Saginaw Valley State University',\n", - " 'Saint Ambrose University',\n", - " 'Saint Anselm College',\n", - " 'Saint Anthony College of Nursing',\n", - " \"Saint Augustine's University\",\n", - " 'Saint Charles Borromeo Seminary-Overbrook',\n", - " 'Saint Cloud State University',\n", - " \"Saint Edward's University\",\n", - " 'Saint Elizabeth University',\n", - " 'Saint Francis Medical Center College of Nursing',\n", - " 'Saint Francis University',\n", - " \"Saint John's Seminary\",\n", - " 'Saint Johns University',\n", - " \"Saint Joseph's College of Maine\",\n", - " \"Saint Joseph's University\",\n", - " 'Saint Leo University',\n", - " 'Saint Louis University',\n", - " \"Saint Martin's University\",\n", - " 'Saint Mary-of-the-Woods College',\n", - " \"Saint Mary's College\",\n", - " \"Saint Mary's College of California\",\n", - " \"Saint Mary's University of Minnesota\",\n", - " 'Saint Meinrad School of Theology',\n", - " \"Saint Michael's College\",\n", - " 'Saint Norbert College',\n", - " 'Saint Paul School of Theology',\n", - " \"Saint Peter's University\",\n", - " 'Saint Vincent College',\n", - " 'Saint Vincent de Paul Regional Seminary',\n", - " 'Saint Vincent Seminary',\n", - " 'Saint Vladimirs Orthodox Theological Seminary',\n", - " 'Saint Xavier University',\n", - " 'Salem College',\n", - " 'Salem State University',\n", - " 'Salem University',\n", - " 'Salisbury University',\n", - " 'Salish Kootenai College',\n", - " 'Salus University',\n", - " 'Salve Regina University',\n", - " 'Sam Houston State University',\n", - " 'Samford University',\n", - " 'Samuel Merritt University',\n", - " 'San Diego Christian College',\n", - " 'San Diego Global Knowledge University',\n", - " 'San Diego State University',\n", - " 'San Francisco Bay University',\n", - " 'San Francisco Conservatory of Music',\n", - " 'San Francisco State University',\n", - " 'San Ignacio University',\n", - " 'San Joaquin College of Law',\n", - " 'San Jose State University',\n", - " 'San Juan Bautista School of Medicine',\n", - " 'Sanford Burnham Prebys Medical Discovery Institute',\n", - " 'SANS Technology Institute',\n", - " 'Santa Clara University',\n", - " 'Sarah Lawrence College',\n", - " 'Savannah College of Art and Design',\n", - " 'Savannah State University',\n", - " 'Saybrook University',\n", - " 'Schiller International University',\n", - " 'School of the Art Institute of Chicago',\n", - " 'School of Visual Arts',\n", - " 'Schreiner University',\n", - " 'Scripps College',\n", - " 'Seattle Film Institute',\n", - " 'Seattle Institute of East Asian Medicine',\n", - " 'Seattle Pacific University',\n", - " 'Seattle University',\n", - " 'Selma University',\n", - " 'Seminario Evangelico de Puerto Rico',\n", - " 'Sentara College of Health Sciences',\n", - " 'Seton Hall University',\n", - " 'Seton Hill University',\n", - " 'Shasta Bible College and Graduate School',\n", - " 'Shaw University',\n", - " 'Shawnee State University',\n", - " 'Shenandoah University',\n", - " 'Shepherd University',\n", - " 'Shepherds Theological Seminary',\n", - " 'Sherman College of Chiropractic',\n", - " 'Shippensburg University of Pennsylvania',\n", - " 'Shorter University',\n", - " 'Siena College',\n", - " 'Siena Heights University',\n", - " 'Simmons University',\n", - " 'Simpson College',\n", - " 'Simpson University',\n", - " 'Sinte Gleska University',\n", - " 'SIT Graduate Institute',\n", - " 'Sitting Bull College',\n", - " 'Slippery Rock University of Pennsylvania',\n", - " 'Smith College',\n", - " 'Sofia University',\n", - " 'Soka University of America',\n", - " 'Sonoma State University',\n", - " 'Sonoran University of Health Sciences',\n", - " \"Sotheby's Institute of Art-NY\",\n", - " 'South Baylo University',\n", - " 'South Carolina State University',\n", - " 'South College',\n", - " 'South Dakota School of Mines and Technology',\n", - " 'South Dakota State University',\n", - " 'South Florida Bible College and Theological Seminary',\n", - " 'South Texas College of Law Houston',\n", - " 'South University-Austin',\n", - " 'South University-Columbia',\n", - " 'South University-High Point',\n", - " 'South University-Montgomery',\n", - " 'South University-Richmond',\n", - " 'South University-Savannah',\n", - " 'South University-Savannah Online',\n", - " 'South University-Tampa',\n", - " 'South University-Virginia Beach',\n", - " 'South University-West Palm Beach',\n", - " 'Southeast Missouri State University',\n", - " 'Southeastern Baptist Theological Seminary',\n", - " 'Southeastern Louisiana University',\n", - " 'Southeastern Oklahoma State University',\n", - " 'Southeastern University',\n", - " 'Southern Adventist University',\n", - " 'Southern Arkansas University Main Campus',\n", - " 'Southern California Institute of Architecture',\n", - " 'Southern California Seminary',\n", - " 'Southern California University of Health Sciences',\n", - " 'Southern College of Optometry',\n", - " 'Southern Connecticut State University',\n", - " 'Southern Illinois University-Carbondale',\n", - " 'Southern Illinois University-Edwardsville',\n", - " 'Southern Methodist University',\n", - " 'Southern Nazarene University',\n", - " 'Southern New Hampshire University',\n", - " 'Southern Oregon University',\n", - " 'Southern University and A & M College',\n", - " 'Southern University at New Orleans',\n", - " 'Southern University Law Center',\n", - " 'Southern Utah University',\n", - " 'Southern Wesleyan University',\n", - " 'Southwest Baptist University',\n", - " 'Southwest Minnesota State University',\n", - " 'Southwestern Adventist University',\n", - " 'Southwestern Assemblies of God University',\n", - " 'Southwestern Christian University',\n", - " 'Southwestern College',\n", - " 'Southwestern College',\n", - " 'Southwestern Law School',\n", - " 'Southwestern Oklahoma State University',\n", - " 'Spalding University',\n", - " 'Spertus College',\n", - " 'Spring Arbor University',\n", - " 'Spring Hill College',\n", - " 'Springfield College',\n", - " 'Springfield College-Regional Online and Continuing Education',\n", - " \"St Bernard's School of Theology and Ministry\",\n", - " 'St Bonaventure University',\n", - " 'St Catherine University',\n", - " 'St Lawrence University',\n", - " 'St Louis College of Health Careers-Fenton',\n", - " 'St. Andrews University',\n", - " 'St. Francis College',\n", - " 'St. John Fisher University',\n", - " 'St. John Vianney College Seminary',\n", - " \"St. John's College\",\n", - " \"St. John's College\",\n", - " \"St. John's University-New York\",\n", - " \"St. Joseph's University-New York\",\n", - " \"St. Mary's College of Maryland\",\n", - " \"St. Mary's University\",\n", - " 'St. Thomas Aquinas College',\n", - " 'St. Thomas University',\n", - " 'Stanbridge University',\n", - " 'Stanford University',\n", - " 'Starr King School for the Ministry',\n", - " 'State University of New York at Cortland',\n", - " 'State University of New York at New Paltz',\n", - " 'State University of New York at Oswego',\n", - " 'Stephen F Austin State University',\n", - " 'Stephens College',\n", - " 'Sterling College',\n", - " 'Stetson University',\n", - " 'Stevens Institute of Technology',\n", - " 'Stevenson University',\n", - " 'Stockton University',\n", - " 'Stonehill College',\n", - " 'Stony Brook University',\n", - " 'Strayer University-Alabama',\n", - " 'Strayer University-Arkansas',\n", - " 'Strayer University-Delaware',\n", - " 'Strayer University-District of Columbia',\n", - " 'Strayer University-Florida',\n", - " 'Strayer University-Georgia',\n", - " 'Strayer University-Global Region',\n", - " 'Strayer University-Maryland',\n", - " 'Strayer University-Mississippi',\n", - " 'Strayer University-New Jersey',\n", - " 'Strayer University-North Carolina',\n", - " 'Strayer University-Pennsylvania',\n", - " 'Strayer University-South Carolina',\n", - " 'Strayer University-Tennessee',\n", - " 'Strayer University-Texas',\n", - " 'Strayer University-Virginia',\n", - " 'Strayer University-West Virginia',\n", - " 'Suffolk University',\n", - " 'Sul Ross State University',\n", - " 'Sullivan University',\n", - " 'SUM Bible College and Theological Seminary',\n", - " 'SUNY at Fredonia',\n", - " 'SUNY at Purchase College',\n", - " 'SUNY Brockport',\n", - " 'SUNY Buffalo State University',\n", - " 'SUNY College at Geneseo',\n", - " 'SUNY College at Plattsburgh',\n", - " 'SUNY College at Potsdam',\n", - " 'SUNY College of Environmental Science and Forestry',\n", - " 'SUNY College of Optometry',\n", - " 'SUNY College of Technology at Delhi',\n", - " 'SUNY Downstate Health Sciences University',\n", - " 'SUNY Maritime College',\n", - " 'SUNY Old Westbury',\n", - " 'SUNY Oneonta',\n", - " 'SUNY Polytechnic Institute',\n", - " 'Susquehanna University',\n", - " 'Sweet Briar College',\n", - " 'Syracuse University',\n", - " 'Tabor College',\n", - " 'Taft University System',\n", - " 'Talladega College',\n", - " 'Tarleton State University',\n", - " 'Taylor University',\n", - " 'Teachers College at Columbia University',\n", - " 'Teachers College of San Joaquin',\n", - " 'Telshe Yeshiva-Chicago',\n", - " 'Temple University',\n", - " 'Tennessee State University',\n", - " 'Tennessee Technological University',\n", - " 'Tennessee Wesleyan University',\n", - " 'Texas A & M International University',\n", - " 'Texas A & M University-College Station',\n", - " 'Texas A & M University-Commerce',\n", - " 'Texas A & M University-Corpus Christi',\n", - " 'Texas A & M University-Kingsville',\n", - " 'Texas A&M University-Central Texas',\n", - " 'Texas A&M University-San Antonio',\n", - " 'Texas A&M University-Texarkana',\n", - " 'Texas Chiropractic College Foundation Inc',\n", - " 'Texas Christian University',\n", - " 'Texas Health and Science University',\n", - " 'Texas Lutheran University',\n", - " 'Texas Southern University',\n", - " 'Texas State University',\n", - " 'Texas Tech University',\n", - " 'Texas Tech University Health Sciences Center',\n", - " 'Texas Tech University Health Sciences Center-El Paso',\n", - " 'Texas Wesleyan University',\n", - " \"Texas Woman's University\",\n", - " 'The Catholic University of America',\n", - " 'The Chicago School at Anaheim',\n", - " 'The Chicago School at Chicago',\n", - " 'The Chicago School at Dallas',\n", - " 'The Chicago School at Los Angeles',\n", - " 'The Chicago School at San Diego',\n", - " 'The Chicago School at Washington DC',\n", - " 'The Chicago School at Xavier University of Louisiana',\n", - " 'The College of Idaho',\n", - " 'The College of New Jersey',\n", - " 'The College of Saint Rose',\n", - " 'The College of Saint Scholastica',\n", - " 'The Colleges of Law at Santa Barbara',\n", - " 'The Colleges of Law at Ventura',\n", - " 'The Cooper Union for the Advancement of Science and Art',\n", - " 'The Evergreen State College',\n", - " 'The Juilliard School',\n", - " \"The King's University\",\n", - " \"The Master's University and Seminary\",\n", - " 'The New England Conservatory of Music',\n", - " 'The New School',\n", - " 'The Rockefeller University',\n", - " 'The School of Architecture',\n", - " 'The Seattle School of Theology & Psychology',\n", - " 'The Southern Baptist Theological Seminary',\n", - " 'The Southwestern Baptist Theological Seminary',\n", - " 'The University of Alabama',\n", - " 'The University of Findlay',\n", - " 'The University of Montana',\n", - " 'The University of Olivet',\n", - " 'The University of Tampa',\n", - " 'The University of Tennessee Health Science Center',\n", - " 'The University of Tennessee Southern',\n", - " 'The University of Tennessee-Chattanooga',\n", - " 'The University of Tennessee-Knoxville',\n", - " 'The University of Tennessee-Martin',\n", - " 'The University of Texas at Arlington',\n", - " 'The University of Texas at Austin',\n", - " 'The University of Texas at Dallas',\n", - " 'The University of Texas at El Paso',\n", - " 'The University of Texas at San Antonio',\n", - " 'The University of Texas at Tyler',\n", - " 'The University of Texas Health Science Center at Houston',\n", - " 'The University of Texas Health Science Center at San Antonio',\n", - " 'The University of Texas MD Anderson Cancer Center',\n", - " 'The University of Texas Medical Branch at Galveston',\n", - " 'The University of Texas Permian Basin',\n", - " 'The University of Texas Rio Grande Valley',\n", - " 'The University of the South',\n", - " 'The Wright Institute',\n", - " 'Theological Seminary of the Reformed Episcopal Church',\n", - " 'Thiel College',\n", - " 'Thomas College',\n", - " 'Thomas Edison State University',\n", - " 'Thomas Jefferson School of Law',\n", - " 'Thomas Jefferson University',\n", - " 'Thomas M Cooley Law School',\n", - " 'Thomas More University',\n", - " 'Thomas University',\n", - " 'Tiffin University',\n", - " 'Toccoa Falls College',\n", - " 'Tougaloo College',\n", - " 'Touro University',\n", - " 'Touro University California',\n", - " 'Touro University Nevada',\n", - " 'Touro University Worldwide',\n", - " 'Towson University',\n", - " 'Toyota Technological Institute at Chicago',\n", - " 'Trevecca Nazarene University',\n", - " 'Trine University',\n", - " 'Trine University-Regional/Non-Traditional Campuses',\n", - " 'Trinity Baptist College',\n", - " 'Trinity Bible College and Graduate School',\n", - " 'Trinity Christian College',\n", - " 'Trinity College',\n", - " 'Trinity College of Nursing & Health Sciences',\n", - " 'Trinity Episcopal School for Ministry',\n", - " 'Trinity International University-Florida',\n", - " 'Trinity International University-Illinois',\n", - " 'Trinity Law School',\n", - " 'Trinity University',\n", - " 'Trinity Washington University',\n", - " 'Troy University',\n", - " 'Truett McConnell University',\n", - " 'Truman State University',\n", - " 'Tufts University',\n", - " 'Tulane University of Louisiana',\n", - " 'Tusculum University',\n", - " 'Tuskegee University',\n", - " 'Union Adventist University',\n", - " 'Union College',\n", - " 'Union Presbyterian Seminary',\n", - " 'Union Theological Seminary in the City of New York',\n", - " 'Union University',\n", - " 'United International College',\n", - " 'United Lutheran Seminary',\n", - " 'United States Merchant Marine Academy',\n", - " 'United States Sports Academy',\n", - " 'United States University',\n", - " 'United Theological Seminary',\n", - " 'United Theological Seminary of the Twin Cities',\n", - " 'Unity Environmental University',\n", - " 'Universidad Adventista de las Antillas',\n", - " 'Universidad Ana G. Mendez-Carolina Campus',\n", - " 'Universidad Ana G. Mendez-Cupey Campus',\n", - " 'Universidad Ana G. Mendez-Gurabo Campus',\n", - " 'Universidad Central de Bayamon',\n", - " 'Universidad Central Del Caribe',\n", - " 'Universidad del Sagrado Corazon',\n", - " 'Universidad Pentecostal Mizpa',\n", - " 'Universidad Politecnica de Puerto Rico',\n", - " 'Universidad Teologica del Caribe',\n", - " 'University at Albany',\n", - " 'University at Buffalo',\n", - " 'University of Advancing Technology',\n", - " 'University of Akron Main Campus',\n", - " 'University of Alabama at Birmingham',\n", - " 'University of Alabama in Huntsville',\n", - " 'University of Alaska Anchorage',\n", - " 'University of Alaska Fairbanks',\n", - " 'University of Alaska Southeast',\n", - " 'University of Arizona',\n", - " 'University of Arkansas',\n", - " 'University of Arkansas at Little Rock',\n", - " 'University of Arkansas at Monticello',\n", - " 'University of Arkansas at Pine Bluff',\n", - " 'University of Arkansas for Medical Sciences',\n", - " 'University of Arkansas Grantham',\n", - " 'University of Arkansas-Fort Smith',\n", - " 'University of Baltimore',\n", - " 'University of Bridgeport',\n", - " 'University of California College of the Law-San Francisco',\n", - " 'University of California-Berkeley',\n", - " 'University of California-Davis',\n", - " 'University of California-Irvine',\n", - " 'University of California-Los Angeles',\n", - " 'University of California-Merced',\n", - " 'University of California-Riverside',\n", - " 'University of California-San Diego',\n", - " 'University of California-San Francisco',\n", - " 'University of California-Santa Barbara',\n", - " 'University of California-Santa Cruz',\n", - " 'University of Central Arkansas',\n", - " 'University of Central Florida',\n", - " 'University of Central Missouri',\n", - " 'University of Central Oklahoma',\n", - " 'University of Charleston',\n", - " 'University of Chicago',\n", - " 'University of Cincinnati-Main Campus',\n", - " 'University of Colorado Boulder',\n", - " 'University of Colorado Colorado Springs',\n", - " 'University of Colorado Denver/Anschutz Medical Campus',\n", - " 'University of Connecticut',\n", - " 'University of Connecticut-Avery Point',\n", - " 'University of Connecticut-Hartford Campus',\n", - " 'University of Connecticut-Stamford',\n", - " 'University of Connecticut-Waterbury Campus',\n", - " 'University of Dallas',\n", - " 'University of Dayton',\n", - " 'University of Delaware',\n", - " 'University of Denver',\n", - " 'University of Detroit Mercy',\n", - " 'University of Dubuque',\n", - " 'University of East-West Medicine',\n", - " 'University of Evansville',\n", - " 'University of Florida',\n", - " 'University of Fort Lauderdale',\n", - " 'University of Georgia',\n", - " 'University of Guam',\n", - " 'University of Hartford',\n", - " 'University of Hawaii at Hilo',\n", - " 'University of Hawaii at Manoa',\n", - " 'University of Health Sciences and Pharmacy in St. Louis',\n", - " 'University of Holy Cross',\n", - " 'University of Houston',\n", - " 'University of Houston-Clear Lake',\n", - " 'University of Houston-Downtown',\n", - " 'University of Houston-Victoria',\n", - " 'University of Idaho',\n", - " 'University of Illinois Chicago',\n", - " 'University of Illinois Springfield',\n", - " 'University of Illinois Urbana-Champaign',\n", - " 'University of Indianapolis',\n", - " 'University of Iowa',\n", - " 'University of Jamestown',\n", - " 'University of Kansas',\n", - " 'University of Kentucky',\n", - " 'University of La Verne',\n", - " 'University of Louisiana at Lafayette',\n", - " 'University of Louisiana at Monroe',\n", - " 'University of Louisville',\n", - " 'University of Lynchburg',\n", - " 'University of Maine',\n", - " 'University of Maine at Augusta',\n", - " 'University of Maine at Farmington',\n", - " 'University of Maine at Presque Isle',\n", - " 'University of Management and Technology',\n", - " 'University of Mary',\n", - " 'University of Mary Hardin-Baylor',\n", - " 'University of Mary Washington',\n", - " 'University of Maryland Baltimore',\n", - " 'University of Maryland Eastern Shore',\n", - " 'University of Maryland Global Campus',\n", - " 'University of Maryland-Baltimore County',\n", - " 'University of Maryland-College Park',\n", - " 'University of Massachusetts Chan Medical School',\n", - " 'University of Massachusetts Global',\n", - " 'University of Massachusetts-Amherst',\n", - " 'University of Massachusetts-Boston',\n", - " 'University of Massachusetts-Dartmouth',\n", - " 'University of Massachusetts-Lowell',\n", - " 'University of Memphis',\n", - " 'University of Miami',\n", - " 'University of Michigan-Ann Arbor',\n", - " 'University of Michigan-Dearborn',\n", - " 'University of Michigan-Flint',\n", - " 'University of Minnesota-Duluth',\n", - " 'University of Minnesota-Twin Cities',\n", - " 'University of Mississippi',\n", - " 'University of Missouri-Columbia',\n", - " 'University of Missouri-Kansas City',\n", - " 'University of Missouri-St Louis',\n", - " 'University of Mobile',\n", - " 'University of Montevallo',\n", - " 'University of Mount Olive',\n", - " 'University of Mount Saint Vincent',\n", - " 'University of Mount Union',\n", - " 'University of Nebraska at Kearney',\n", - " 'University of Nebraska at Omaha',\n", - " 'University of Nebraska Medical Center',\n", - " 'University of Nebraska-Lincoln',\n", - " 'University of Nevada-Las Vegas',\n", - " 'University of Nevada-Reno',\n", - " 'University of New England',\n", - " 'University of New Hampshire College of Professional Studies Online',\n", - " 'University of New Hampshire-Franklin Pierce School of Law',\n", - " 'University of New Hampshire-Main Campus',\n", - " 'University of New Haven',\n", - " 'University of New Mexico-Main Campus',\n", - " 'University of New Orleans',\n", - " 'University of North Alabama',\n", - " 'University of North Carolina at Chapel Hill',\n", - " 'University of North Carolina at Charlotte',\n", - " 'University of North Carolina at Greensboro',\n", - " 'University of North Carolina at Pembroke',\n", - " 'University of North Carolina School of the Arts',\n", - " 'University of North Carolina Wilmington',\n", - " 'University of North Dakota',\n", - " 'University of North Florida',\n", - " 'University of North Georgia',\n", - " 'University of North Texas',\n", - " 'University of North Texas at Dallas',\n", - " 'University of North Texas Health Science Center',\n", - " 'University of Northern Colorado',\n", - " 'University of Northern Iowa',\n", - " 'University of Northwestern Ohio',\n", - " 'University of Northwestern-St Paul',\n", - " 'University of Notre Dame',\n", - " 'University of Oklahoma-Health Sciences Center',\n", - " 'University of Oklahoma-Norman Campus',\n", - " 'University of Oregon',\n", - " 'University of Pennsylvania',\n", - " 'University of Phoenix-Arizona',\n", - " 'University of Phoenix-California',\n", - " 'University of Phoenix-Hawaii',\n", - " 'University of Phoenix-Texas',\n", - " 'University of Pikeville',\n", - " 'University of Pittsburgh-Pittsburgh Campus',\n", - " 'University of Portland',\n", - " 'University of Providence',\n", - " 'University of Puerto Rico-Mayaguez',\n", - " 'University of Puerto Rico-Medical Sciences',\n", - " 'University of Puerto Rico-Rio Piedras',\n", - " 'University of Puget Sound',\n", - " 'University of Redlands',\n", - " 'University of Rhode Island',\n", - " 'University of Richmond',\n", - " 'University of Rio Grande',\n", - " 'University of Rochester',\n", - " 'University of Saint Francis-Fort Wayne',\n", - " 'University of Saint Joseph',\n", - " 'University of Saint Katherine',\n", - " 'University of Saint Mary',\n", - " 'University of Saint Mary of the Lake',\n", - " 'University of San Diego',\n", - " 'University of San Francisco',\n", - " 'University of Scranton',\n", - " 'University of Silicon Andhra',\n", - " 'University of Silicon Valley',\n", - " 'University of Sioux Falls',\n", - " 'University of South Alabama',\n", - " 'University of South Carolina Aiken',\n", - " 'University of South Carolina Beaufort',\n", - " 'University of South Carolina-Columbia',\n", - " 'University of South Carolina-Upstate',\n", - " 'University of South Dakota',\n", - " 'University of South Florida',\n", - " 'University of Southern California',\n", - " 'University of Southern Indiana',\n", - " 'University of Southern Maine',\n", - " 'University of Southern Mississippi',\n", - " 'University of St Francis',\n", - " 'University of St Thomas',\n", - " 'University of St Thomas',\n", - " 'University of St. Augustine for Health Sciences',\n", - " 'University of Texas Southwestern Medical Center',\n", - " 'University of the Arts',\n", - " 'University of the Cumberlands',\n", - " 'University of the District of Columbia',\n", - " 'University of the Incarnate Word',\n", - " 'University of the Pacific',\n", - " 'University of the People',\n", - " 'University of the Potomac-VA Campus',\n", - " 'University of the Potomac-Washington DC Campus',\n", - " 'University of the Southwest',\n", - " 'University of the Virgin Islands',\n", - " 'University of the West',\n", - " 'University of Toledo',\n", - " 'University of Tulsa',\n", - " 'University of Utah',\n", - " 'University of Valley Forge',\n", - " 'University of Vermont',\n", - " 'University of Virginia-Main Campus',\n", - " 'University of Washington-Bothell Campus',\n", - " 'University of Washington-Seattle Campus',\n", - " 'University of Washington-Tacoma Campus',\n", - " 'University of West Alabama',\n", - " 'University of West Florida',\n", - " 'University of West Georgia',\n", - " 'University of West Los Angeles',\n", - " 'University of Western States',\n", - " 'University of Wisconsin-Eau Claire',\n", - " 'University of Wisconsin-Green Bay',\n", - " 'University of Wisconsin-La Crosse',\n", - " 'University of Wisconsin-Madison',\n", - " 'University of Wisconsin-Milwaukee',\n", - " 'University of Wisconsin-Oshkosh',\n", - " 'University of Wisconsin-Parkside',\n", - " 'University of Wisconsin-Platteville',\n", - " 'University of Wisconsin-River Falls',\n", - " 'University of Wisconsin-Stevens Point',\n", - " 'University of Wisconsin-Stout',\n", - " 'University of Wisconsin-Superior',\n", - " 'University of Wisconsin-Whitewater',\n", - " 'University of Wyoming',\n", - " 'Upper Iowa University',\n", - " 'Upper Valley Educators Institute',\n", - " 'Upstate Medical University',\n", - " 'URBE University',\n", - " 'Urshan Graduate School of Theology',\n", - " 'Ursuline College',\n", - " 'Utah State University',\n", - " 'Utah Tech University',\n", - " 'Utah Valley University',\n", - " 'Utica University',\n", - " 'Valdosta State University',\n", - " 'Valley City State University',\n", - " 'Valparaiso University',\n", - " 'Vanderbilt University',\n", - " 'VanderCook College of Music',\n", - " 'Vanguard University of Southern California',\n", - " 'Vaughn College of Aeronautics and Technology',\n", - " 'Veritas Baptist College',\n", - " 'Vermont College of Fine Arts',\n", - " 'Vermont Law and Graduate School',\n", - " 'Vermont State University',\n", - " 'Villanova University',\n", - " 'Virginia Beach Theological Seminary',\n", - " 'Virginia Commonwealth University',\n", - " 'Virginia Polytechnic Institute and State University',\n", - " 'Virginia State University',\n", - " 'Virginia Union University',\n", - " 'Virginia University of Integrative Medicine',\n", - " 'Virginia University of Lynchburg',\n", - " 'Virginia Wesleyan University',\n", - " 'Visible Music College',\n", - " 'Viterbo University',\n", - " 'Voorhees University',\n", - " 'Wagner College',\n", - " 'Wake Forest University',\n", - " 'Walden University',\n", - " 'Waldorf University',\n", - " 'Walla Walla University',\n", - " 'Walsh College',\n", - " 'Walsh University',\n", - " 'Warner Pacific University Professional and Graduate Studies',\n", - " 'Warner University',\n", - " 'Warren Wilson College',\n", - " 'Wartburg College',\n", - " 'Wartburg Theological Seminary',\n", - " 'Washburn University',\n", - " 'Washington & Jefferson College',\n", - " 'Washington Adventist University',\n", - " 'Washington and Lee University',\n", - " 'Washington State University',\n", - " 'Washington University in St Louis',\n", - " 'Washington University of Science and Technology',\n", - " 'Wayland Baptist University',\n", - " 'Wayne State College',\n", - " 'Wayne State University',\n", - " 'Waynesburg University',\n", - " 'Webber International University',\n", - " 'Weber State University',\n", - " 'Webster University',\n", - " 'Weill Medical College of Cornell University',\n", - " 'Welch College',\n", - " 'Wentworth Institute of Technology',\n", - " 'Wesley Biblical Seminary',\n", - " 'Wesley Theological Seminary',\n", - " 'Wesleyan College',\n", - " 'Wesleyan University',\n", - " 'West Chester University of Pennsylvania',\n", - " 'West Coast University-Center for Graduate Studies',\n", - " 'West Coast University-Dallas',\n", - " 'West Coast University-Orange County',\n", - " 'West Liberty University',\n", - " 'West Texas A & M University',\n", - " 'West Virginia School of Osteopathic Medicine',\n", - " 'West Virginia State University',\n", - " 'West Virginia University',\n", - " 'West Virginia Wesleyan College',\n", - " 'Westcliff University',\n", - " 'Western Carolina University',\n", - " 'Western Colorado University',\n", - " 'Western Connecticut State University',\n", - " 'Western Governors University',\n", - " 'Western Illinois University',\n", - " 'Western Kentucky University',\n", - " 'Western Michigan University',\n", - " 'Western Michigan University Homer Stryker M.D. School of Medicine',\n", - " 'Western New England University',\n", - " 'Western New Mexico University',\n", - " 'Western Oregon University',\n", - " 'Western Seminary',\n", - " 'Western Technical College',\n", - " 'Western Theological Seminary',\n", - " 'Western University of Health Sciences',\n", - " 'Western Washington University',\n", - " 'Westfield State University',\n", - " 'Westminster College',\n", - " 'Westminster Theological Seminary',\n", - " 'Westminster Theological Seminary in California',\n", - " 'Westminster University',\n", - " 'Wheaton College',\n", - " 'Wheeling University',\n", - " 'Whittier College',\n", - " 'Whitworth University',\n", - " 'Wichita State University',\n", - " 'Widener University',\n", - " 'Wilberforce University',\n", - " 'Wilkes University',\n", - " 'Willamette University',\n", - " 'William & Mary',\n", - " 'William Carey University',\n", - " 'William James College',\n", - " 'William Jessup University',\n", - " 'William Jewell College',\n", - " 'William Paterson University of New Jersey',\n", - " 'William Penn University',\n", - " 'William Woods University',\n", - " 'Williams Baptist University',\n", - " 'Williams College',\n", - " 'Williamson Christian College',\n", - " 'Wilmington College',\n", - " 'Wilmington University',\n", - " 'Wilson College',\n", - " 'Winebrenner Theological Seminary',\n", - " 'Wingate University',\n", - " 'Winona State University',\n", - " 'Winston-Salem State University',\n", - " 'Winthrop University',\n", - " 'Wisconsin Lutheran College',\n", - " 'Wisconsin School of Professional Psychology',\n", - " 'Wittenberg University',\n", - " 'Won Institute of Graduate Studies',\n", - " 'Wongu University of Oriental Medicine',\n", - " 'Woodbury University',\n", - " 'Worcester Polytechnic Institute',\n", - " 'Worcester State University',\n", - " 'World Mission University',\n", - " 'Wright State University-Main Campus',\n", - " 'Xavier University',\n", - " 'Xavier University of Louisiana',\n", - " 'Yale University',\n", - " 'Yeshiva Derech Chaim',\n", - " 'Yeshiva Karlin Stolin',\n", - " 'Yeshiva of Nitra Rabbinical College',\n", - " 'Yeshiva University',\n", - " 'Yo San University of Traditional Chinese Medicine',\n", - " 'York College of Pennsylvania',\n", - " 'York University',\n", - " 'Young Harris College',\n", - " 'Youngstown State University']\n" - ] + "data": { + "text/plain": [ + "['A T Still University of Health Sciences',\n", + " 'Abilene Christian University',\n", + " 'Abraham Lincoln University',\n", + " 'Academy for Five Element Acupuncture',\n", + " 'Academy for Jewish Religion',\n", + " 'Academy for Jewish Religion California',\n", + " 'Academy of Art University',\n", + " 'Academy of Chinese Culture and Health Sciences',\n", + " 'Academy of Vocal Arts',\n", + " 'Acupuncture and Integrative Medicine College-Berkeley']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "pprint(university_names)" + "# Print first 10 university names\n", + "university_names[:10]" ] }, { @@ -8728,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -8757,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -8774,7 +372,6 @@ "total_pages = (name_metadata['total'] // page_size) + 1\n", "\n", "state_freq = {}\n", - "\n", "for page_number in range(total_pages):\n", "\n", " params = {\n", @@ -8803,79 +400,43 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "tags": [ - "output_scroll" - ] - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "California: 201\n", - "New York: 154\n", - "Pennsylvania: 112\n", - "Texas: 103\n", - "Illinois: 79\n", - "Florida: 75\n", - "Massachusetts: 73\n", - "Ohio: 69\n", - "North Carolina: 57\n", - "Missouri: 55\n", - "Virginia: 53\n", - "Indiana: 50\n", - "Georgia: 49\n", - "Tennessee: 47\n", - "Puerto Rico: 47\n", - "Michigan: 46\n", - "Minnesota: 39\n", - "New Jersey: 38\n", - "Wisconsin: 37\n", - "South Carolina: 35\n", - "Alabama: 32\n", - "Kentucky: 30\n", - "Maryland: 29\n", - "Colorado: 28\n", - "Iowa: 28\n", - "Washington: 28\n", - "Connecticut: 27\n", - "Louisiana: 27\n", - "Oregon: 26\n", - "Kansas: 25\n", - "Oklahoma: 25\n", - "Arizona: 23\n", - "Arkansas: 20\n", - "Nebraska: 20\n", - "West Virginia: 18\n", - "District of Columbia: 16\n", - "Maine: 16\n", - "Mississippi: 16\n", - "South Dakota: 15\n", - "New Hampshire: 14\n", - "Utah: 14\n", - "New Mexico: 12\n", - "Rhode Island: 12\n", - "Vermont: 12\n", - "North Dakota: 10\n", - "Idaho: 9\n", - "Montana: 9\n", - "Hawaii: 7\n", - "Nevada: 6\n", - "Delaware: 5\n", - "Alaska: 4\n", - "Wyoming: 1\n", - "Guam: 1\n", - "Virgin Islands: 1\n" + "California 201\n", + "New York 154\n", + "Pennsylvania 112\n", + "Texas 103\n", + "Illinois 79\n", + "Florida 75\n", + "Massachusetts 73\n", + "Ohio 69\n", + "North Carolina 57\n", + "Missouri 55\n", + "Virginia 53\n", + "Indiana 50\n", + "Georgia 49\n", + "Tennessee 47\n", + "Puerto Rico 47\n", + "Michigan 46\n", + "Minnesota 39\n", + "New Jersey 38\n", + "Wisconsin 37\n", + "South Carolina 35\n" ] } ], "source": [ + "# Sort states by number of universities in descending order\n", "sorted_states = sorted(state_freq.items(), key=lambda x: x[1], reverse=True)\n", "\n", - "for state_name, num_universities in sorted_states:\n", - " print(f'{state_name}: {num_universities}')" + "# Print the top 20 states/territories with the most universities\n", + "for state_name, num_universities in sorted_states[:20]:\n", + " print(f'{state_name:<15} {num_universities}')" ] }, { @@ -8889,7 +450,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -9081,7 +642,7 @@ "[1150 rows x 7 columns]" ] }, - "execution_count": 18, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -9097,8 +658,8 @@ " 'latest.student.demographics.median_hh_income',\n", " 'latest.school.endowment.begin'\n", "])\n", - "page_size = 100\n", "sort_key = 'school.name'\n", + "page_size = 100\n", "\n", "# Calculate the number of loops needed to page through every result\n", "params = {\n", @@ -9117,16 +678,16 @@ " params = {\n", " 'fields': fields,\n", " 'latest.school.degrees_awarded.highest': 4,\n", - " 'latest.student.size__range': '1000..', # Schools with 1000 or more students\n", + " 'latest.student.size__range': '1000..',\n", " 'page': page_number,\n", " 'per_page': page_size,\n", " 'sort': sort_key,\n", " 'api_key': API_KEY\n", " }\n", - " api_data = requests.get(BASE_URL, params=params).json()['results']\n", + " data = requests.get(BASE_URL, params=params).json()['results']\n", "\n", - " for university in api_data:\n", - " row = [\n", + " for university in data:\n", + " rows.append([\n", " university['school.name'],\n", " university['latest.admissions.admission_rate.overall'],\n", " university['latest.student.size'],\n", @@ -9134,8 +695,7 @@ " university['latest.cost.tuition.in_state'],\n", " university['latest.student.demographics.median_hh_income'],\n", " university['latest.school.endowment.begin']\n", - " ]\n", - " rows.append(row)\n", + " ])\n", " \n", " # Wait 1 second between API calls to be nicer on the host servers\n", " sleep(1)\n", @@ -9157,7 +717,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -9213,7 +773,7 @@ "829 11900.0 57928.0 1.144633e+09 " ] }, - "execution_count": 19, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -9231,7 +791,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -9326,7 +886,7 @@ " 1.211626e+10\n", " \n", " \n", - " 343\n", + " 344\n", " Harvard University\n", " 0.0345\n", " 7755\n", @@ -9336,7 +896,7 @@ " 5.087768e+10\n", " \n", " \n", - " 391\n", + " 392\n", " Johns Hopkins University\n", " 0.0756\n", " 5617\n", @@ -9346,7 +906,7 @@ " 8.244472e+09\n", " \n", " \n", - " 467\n", + " 468\n", " Massachusetts Institute of Technology\n", " 0.0474\n", " 4571\n", @@ -9356,7 +916,7 @@ " 2.460081e+10\n", " \n", " \n", - " 547\n", + " 549\n", " New York University\n", " 0.0941\n", " 29430\n", @@ -9366,7 +926,7 @@ " 5.235504e+09\n", " \n", " \n", - " 564\n", + " 566\n", " Northeastern University\n", " 0.0565\n", " 15719\n", @@ -9376,7 +936,7 @@ " 1.434086e+09\n", " \n", " \n", - " 576\n", + " 578\n", " Northwestern University\n", " 0.0715\n", " 8960\n", @@ -9386,7 +946,7 @@ " 1.087985e+10\n", " \n", " \n", - " 629\n", + " 630\n", " Princeton University\n", " 0.0450\n", " 5579\n", @@ -9396,7 +956,7 @@ " 3.512622e+10\n", " \n", " \n", - " 651\n", + " 652\n", " Rice University\n", " 0.0788\n", " 4562\n", @@ -9406,7 +966,7 @@ " 7.844941e+09\n", " \n", " \n", - " 760\n", + " 761\n", " Stanford University\n", " 0.0391\n", " 7841\n", @@ -9487,15 +1047,15 @@ "196 Cornell University 0.0816 15935 \n", "215 Dartmouth College 0.0623 4367 \n", "235 Duke University 0.0678 6417 \n", - "343 Harvard University 0.0345 7755 \n", - "391 Johns Hopkins University 0.0756 5617 \n", - "467 Massachusetts Institute of Technology 0.0474 4571 \n", - "547 New York University 0.0941 29430 \n", - "564 Northeastern University 0.0565 15719 \n", - "576 Northwestern University 0.0715 8960 \n", - "629 Princeton University 0.0450 5579 \n", - "651 Rice University 0.0788 4562 \n", - "760 Stanford University 0.0391 7841 \n", + "344 Harvard University 0.0345 7755 \n", + "392 Johns Hopkins University 0.0756 5617 \n", + "468 Massachusetts Institute of Technology 0.0474 4571 \n", + "549 New York University 0.0941 29430 \n", + "566 Northeastern University 0.0565 15719 \n", + "578 Northwestern University 0.0715 8960 \n", + "630 Princeton University 0.0450 5579 \n", + "652 Rice University 0.0788 4562 \n", + "761 Stanford University 0.0391 7841 \n", "888 University of California-Los Angeles 0.0873 33040 \n", "899 University of Chicago 0.0479 7540 \n", "999 University of Pennsylvania 0.0587 10768 \n", @@ -9510,15 +1070,15 @@ "196 66014.0 66014.0 80346.0 \n", "215 65739.0 65739.0 79834.0 \n", "235 65805.0 65805.0 78468.0 \n", - "343 59076.0 59076.0 76879.0 \n", - "391 63340.0 63340.0 81539.0 \n", - "467 60156.0 60156.0 77426.0 \n", - "547 60438.0 60438.0 82106.0 \n", - "564 63141.0 63141.0 80190.0 \n", - "576 65997.0 65997.0 81811.0 \n", - "629 59710.0 59710.0 81428.0 \n", - "651 58128.0 58128.0 77707.0 \n", - "760 62484.0 62484.0 80275.0 \n", + "344 59076.0 59076.0 76879.0 \n", + "392 63340.0 63340.0 81539.0 \n", + "468 60156.0 60156.0 77426.0 \n", + "549 60438.0 60438.0 82106.0 \n", + "566 63141.0 63141.0 80190.0 \n", + "578 65997.0 65997.0 81811.0 \n", + "630 59710.0 59710.0 81428.0 \n", + "652 58128.0 58128.0 77707.0 \n", + "761 62484.0 62484.0 80275.0 \n", "888 44524.0 13747.0 72896.0 \n", "899 66939.0 66939.0 74573.0 \n", "999 66104.0 66104.0 78252.0 \n", @@ -9533,15 +1093,15 @@ "196 9.349247e+09 \n", "215 8.065743e+09 \n", "235 1.211626e+10 \n", - "343 5.087768e+10 \n", - "391 8.244472e+09 \n", - "467 2.460081e+10 \n", - "547 5.235504e+09 \n", - "564 1.434086e+09 \n", - "576 1.087985e+10 \n", - "629 3.512622e+10 \n", - "651 7.844941e+09 \n", - "760 3.633879e+10 \n", + "344 5.087768e+10 \n", + "392 8.244472e+09 \n", + "468 2.460081e+10 \n", + "549 5.235504e+09 \n", + "566 1.434086e+09 \n", + "578 1.087985e+10 \n", + "630 3.512622e+10 \n", + "652 7.844941e+09 \n", + "761 3.633879e+10 \n", "888 2.903804e+09 \n", "899 8.569802e+09 \n", "999 2.072435e+10 \n", @@ -9550,7 +1110,7 @@ "1146 4.138326e+10 " ] }, - "execution_count": 20, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -9561,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -9616,7 +1176,7 @@ " 1.211626e+10\n", " \n", " \n", - " 264\n", + " 265\n", " Emory University\n", " 0.1110\n", " 7275\n", @@ -9626,7 +1186,7 @@ " 1.115540e+10\n", " \n", " \n", - " 343\n", + " 344\n", " Harvard University\n", " 0.0345\n", " 7755\n", @@ -9636,7 +1196,7 @@ " 5.087768e+10\n", " \n", " \n", - " 467\n", + " 468\n", " Massachusetts Institute of Technology\n", " 0.0474\n", " 4571\n", @@ -9646,7 +1206,7 @@ " 2.460081e+10\n", " \n", " \n", - " 576\n", + " 578\n", " Northwestern University\n", " 0.0715\n", " 8960\n", @@ -9656,7 +1216,7 @@ " 1.087985e+10\n", " \n", " \n", - " 629\n", + " 630\n", " Princeton University\n", " 0.0450\n", " 5579\n", @@ -9666,7 +1226,7 @@ " 3.512622e+10\n", " \n", " \n", - " 760\n", + " 761\n", " Stanford University\n", " 0.0391\n", " 7841\n", @@ -9676,8 +1236,8 @@ " 3.633879e+10\n", " \n", " \n", - " 806\n", - " Texas A & M University-College Station\n", + " 809\n", + " Texas A&M University-College Station\n", " 0.6325\n", " 59099\n", " 40328.0\n", @@ -9753,13 +1313,13 @@ " Name Admission Rate Size \\\n", "183 Columbia University in the City of New York 0.0423 8899 \n", "235 Duke University 0.0678 6417 \n", - "264 Emory University 0.1110 7275 \n", - "343 Harvard University 0.0345 7755 \n", - "467 Massachusetts Institute of Technology 0.0474 4571 \n", - "576 Northwestern University 0.0715 8960 \n", - "629 Princeton University 0.0450 5579 \n", - "760 Stanford University 0.0391 7841 \n", - "806 Texas A & M University-College Station 0.6325 59099 \n", + "265 Emory University 0.1110 7275 \n", + "344 Harvard University 0.0345 7755 \n", + "468 Massachusetts Institute of Technology 0.0474 4571 \n", + "578 Northwestern University 0.0715 8960 \n", + "630 Princeton University 0.0450 5579 \n", + "761 Stanford University 0.0391 7841 \n", + "809 Texas A&M University-College Station 0.6325 59099 \n", "955 University of Michigan-Ann Arbor 0.1794 33488 \n", "995 University of Notre Dame 0.1238 8923 \n", "999 University of Pennsylvania 0.0587 10768 \n", @@ -9770,13 +1330,13 @@ " Tuition Out of State Tuition In State Median Household Income \\\n", "183 69045.0 69045.0 76971.0 \n", "235 65805.0 65805.0 78468.0 \n", - "264 60774.0 60774.0 80509.0 \n", - "343 59076.0 59076.0 76879.0 \n", - "467 60156.0 60156.0 77426.0 \n", - "576 65997.0 65997.0 81811.0 \n", - "629 59710.0 59710.0 81428.0 \n", - "760 62484.0 62484.0 80275.0 \n", - "806 40328.0 13099.0 67194.0 \n", + "265 60774.0 60774.0 80509.0 \n", + "344 59076.0 59076.0 76879.0 \n", + "468 60156.0 60156.0 77426.0 \n", + "578 65997.0 65997.0 81811.0 \n", + "630 59710.0 59710.0 81428.0 \n", + "761 62484.0 62484.0 80275.0 \n", + "809 40328.0 13099.0 67194.0 \n", "955 58072.0 17228.0 77145.0 \n", "995 62693.0 62693.0 76710.0 \n", "999 66104.0 66104.0 78252.0 \n", @@ -9787,13 +1347,13 @@ " Endowment \n", "183 1.327985e+10 \n", "235 1.211626e+10 \n", - "264 1.115540e+10 \n", - "343 5.087768e+10 \n", - "467 2.460081e+10 \n", - "576 1.087985e+10 \n", - "629 3.512622e+10 \n", - "760 3.633879e+10 \n", - "806 1.721950e+10 \n", + "265 1.115540e+10 \n", + "344 5.087768e+10 \n", + "468 2.460081e+10 \n", + "578 1.087985e+10 \n", + "630 3.512622e+10 \n", + "761 3.633879e+10 \n", + "809 1.721950e+10 \n", "955 1.710443e+10 \n", "995 1.710111e+10 \n", "999 2.072435e+10 \n", @@ -9802,7 +1362,7 @@ "1146 4.138326e+10 " ] }, - "execution_count": 21, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -9822,7 +1382,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "metadata": { "tags": [ "output_scroll" @@ -9833,40533 +1393,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'metadata': {'page': 0, 'per_page': 20, 'total': 1},\n", - " 'results': [{'fed_sch_cd': '001051',\n", - " 'id': 100751,\n", - " 'latest': {'academics': {'program': {'assoc': {'agriculture': 0,\n", - " 'architecture': 0,\n", - " 'biological': 0,\n", - " 'business_marketing': 0,\n", - " 'communication': 0,\n", - " 'communications_technology': 0,\n", - " 'computer': 0,\n", - " 'construction': 0,\n", - " 'education': 0,\n", - " 'engineering': 0,\n", - " 'engineering_technology': 0,\n", - " 'english': 0,\n", - " 'ethnic_cultural_gender': 0,\n", - " 'family_consumer_science': 0,\n", - " 'health': 0,\n", - " 'history': 0,\n", - " 'humanities': 0,\n", - " 'language': 0,\n", - " 'legal': 0,\n", - " 'library': 0,\n", - " 'mathematics': 0,\n", - " 'mechanic_repair_technology': 0,\n", - " 'military': 0,\n", - " 'multidiscipline': 0,\n", - " 'parks_recreation_fitness': 0,\n", - " 'personal_culinary': 0,\n", - " 'philosophy_religious': 0,\n", - " 'physical_science': 0,\n", - " 'precision_production': 0,\n", - " 'psychology': 0,\n", - " 'public_administration_social_service': 0,\n", - " 'resources': 0,\n", - " 'science_technology': 0,\n", - " 'security_law_enforcement': 0,\n", - " 'social_science': 0,\n", - " 'theology_religious_vocation': 0,\n", - " 'transportation': 0,\n", - " 'visual_performing': 0},\n", - " 'bachelors': {'agriculture': 0,\n", - " 'architecture': 0,\n", - " 'biological': 1,\n", - " 'business_marketing': 1,\n", - " 'communication': 1,\n", - " 'communications_technology': 0,\n", - " 'computer': 1,\n", - " 'construction': 0,\n", - " 'education': 1,\n", - " 'engineering': 1,\n", - " 'engineering_technology': 0,\n", - " 'english': 1,\n", - " 'ethnic_cultural_gender': 1,\n", - " 'family_consumer_science': 1,\n", - " 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None,\n", - " 'completion_cohort_less_than_4yr_200nt': None,\n", - " 'completion_cohort_less_than_4yr_200nt_pooled': None,\n", - " 'completion_cohort_lt_four_year_100_pooled': None,\n", - " 'completion_cohort_lt_four_year_150_loan_nopell': None,\n", - " 'completion_cohort_lt_four_year_150_noloan_nopell': None,\n", - " 'completion_cohort_lt_four_year_150_pell': None,\n", - " 'completion_cohort_lt_four_year_150_pell_pooled': None,\n", - " 'completion_rate_4yr_100nt': 0.5623,\n", - " 'completion_rate_4yr_150_2ormore': 0.7153,\n", - " 'completion_rate_4yr_150_aian': 0.7407,\n", - " 'completion_rate_4yr_150_aian_pre2010': None,\n", - " 'completion_rate_4yr_150_api_pre2010': None,\n", - " 'completion_rate_4yr_150_asian': 0.6552,\n", - " 'completion_rate_4yr_150_black': 0.6236,\n", - " 'completion_rate_4yr_150_black_pre2010': None,\n", - " 'completion_rate_4yr_150_hispanic': 0.641,\n", - " 'completion_rate_4yr_150_hispanic_pre2010': None,\n", - " 'completion_rate_4yr_150_nhpi': 0.8333,\n", - " 'completion_rate_4yr_150_nonresident': {'alien': 0.7333},\n", - " 'completion_rate_4yr_150_race': {'unknown': 0.7895},\n", - " 'completion_rate_4yr_150_white': 0.7555,\n", - " 'completion_rate_4yr_150_white_pre2010': None,\n", - " 'completion_rate_4yr_150nt': 0.7369,\n", - " 'completion_rate_4yr_150nt_pooled': 0.7322,\n", - " 'completion_rate_4yr_200nt': 0.7298,\n", - " 'completion_rate_4yr_200nt_pooled': 0.7314,\n", - " 'completion_rate_four_year_100_pooled': 0.5552,\n", - " 'completion_rate_four_year_150_loan_nopell': 0.7151,\n", - " 'completion_rate_four_year_150_noloan_nopell': 0.778,\n", - " 'completion_rate_four_year_150_pell': 0.5924,\n", - " 'completion_rate_four_year_150_pell_pooled': 0.5908,\n", - " 'completion_rate_l4yr_150_2ormore': None,\n", - " 'completion_rate_l4yr_150_aian': None,\n", - " 'completion_rate_l4yr_150_aian_pre2010': None,\n", - " 'completion_rate_l4yr_150_api_pre2010': None,\n", - " 'completion_rate_l4yr_150_asian': None,\n", - " 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None,\n", - " 'completion_rate_lt_four_year_150_pell_pooled': None,\n", - " 'consumer_rate': 0.7074,\n", - " 'outcome_cohort': {'full_time': {'first_time': {'6yr': 7231,\n", - " '6yr_pooled': 14078,\n", - " '8yr': 7231,\n", - " '8yr_pooled': 14078},\n", - " 'not_first_time': {'6yr': 1444,\n", - " '6yr_pooled': 2868,\n", - " '8yr': 1444,\n", - " '8yr_pooled': 2868}},\n", - " 'part_time': {'first_time': {'6yr': 46,\n", - " '6yr_pooled': 80,\n", - " '8yr': 46,\n", - " '8yr_pooled': 80},\n", - " 'not_first_time': {'6yr': 692,\n", - " '6yr_pooled': 1301,\n", - " '8yr': 692,\n", - " '8yr_pooled': 1301}}},\n", - " 'outcome_cohort_nopell': {'all': {'8yr': 7341},\n", - " 'first_time': {'8yr': 5964},\n", - " 'not_first_time': {'8yr': 1377}},\n", - " 'outcome_cohort_pell': {'full_time': {'first_time': {'8yr': 1298,\n", - " '8yr_pooled': 2571},\n", - " 'not_first_time': {'8yr': 566,\n", - " '8yr_pooled': 1132}},\n", - " 'part_time': {'first_time': {'8yr': 15,\n", - " '8yr_pooled': 45},\n", - " 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" 'still_enrolled': 0.0021,\n", - " 'still_enrolled_pooled': 0.0028,\n", - " 'transfer': 0.2001,\n", - " 'transfer_pooled': 0.2008,\n", - " 'unknown': 0.0997,\n", - " 'unknown_pooled': 0.1015}}},\n", - " 'not_first_time': {'8yr': {'award': 0.6493,\n", - " 'still_enrolled': 0.0061,\n", - " 'transfer': 0.2163,\n", - " 'unknown': 0.1283}},\n", - " 'part_time': {'8yr': {'award': 0.5257,\n", - " 'still_enrolled': 0.0176,\n", - " 'transfer': 0.2683,\n", - " 'unknown': 0.1883},\n", - " 'first_time': {'6yr': {'award': 0.1957,\n", - " 'award_pooled': 0.2125},\n", - " '8yr': {'award': 0.1957,\n", - " 'award_pooled': 0.2125,\n", - " 'still_enrolled': 0.0652,\n", - " 'still_enrolled_pooled': 0.0375,\n", - " 'transfer': 0.5435,\n", - " 'transfer_pooled': 0.5375,\n", - " 'unknown': 0.1957,\n", - " 'unknown_pooled': 0.2125}},\n", - " 'not_first_time': {'6yr': {'award': 0.5246,\n", - " 'award_pooled': 0.4965},\n", - " '8yr': {'award': 0.5477,\n", - " 'award_pooled': 0.5173,\n", - " 'still_enrolled': 0.0145,\n", - " 'still_enrolled_pooled': 0.0131,\n", - " 'transfer': 0.25,\n", - " 'transfer_pooled': 0.2698,\n", - " 'unknown': 0.1879,\n", - " 'unknown_pooled': 0.1998}}}},\n", - " 'outcome_percentage_nopell': {'all_students': {'8yr': {'award': 0.7461,\n", - " 'still_enrolled': 0.0037,\n", - " 'transfer': 0.1903,\n", - " 'unknown': 0.0599}},\n", - " 'first_time': {'8yr': {'award': 0.7639,\n", - " 'still_enrolled': 0.0027,\n", - " 'transfer': 0.1888,\n", - " 'unknown': 0.0446}},\n", - " 'not_first_time': {'8yr': {'award': 0.6688,\n", - " 'still_enrolled': 0.008,\n", - " 'transfer': 0.1968,\n", - " 'unknown': 0.1264}}},\n", - " 'outcome_percentage_pell': {'all_students': {'8yr': {'award': 0.5714,\n", - " 'award_pooled': 0.5845,\n", - " 'still_enrolled': 0.0097,\n", - " 'still_enrolled_pooled': 0.0088,\n", - " 'transfer': 0.2997,\n", - " 'transfer_pooled': 0.2869,\n", - " 'unknown': 0.1192,\n", - " 'unknown_pooled': 0.1198}},\n", - " 'first_time': {'8yr': {'award': 0.5468,\n", - " 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0.227,\n", - " 'unknown': 0.129,\n", - " 'unknown_pooled': 0.1325}}},\n", - " 'not_first_time': {'8yr': {'award': 0.614,\n", - " 'award_pooled': 0.6173,\n", - " 'still_enrolled': 0.0026,\n", - " 'still_enrolled_pooled': 0.0054,\n", - " 'transfer': 0.2516,\n", - " 'transfer_pooled': 0.2414,\n", - " 'unknown': 0.1318,\n", - " 'unknown_pooled': 0.1359}},\n", - " 'part_time': {'8yr': {'award': 0.5337,\n", - " 'award_pooled': 0.5323,\n", - " 'still_enrolled': 0.0144,\n", - " 'still_enrolled_pooled': 0.0188,\n", - " 'transfer': 0.3173,\n", - " 'transfer_pooled': 0.3011,\n", - " 'unknown': 0.1346,\n", - " 'unknown_pooled': 0.1478},\n", - " 'first_time': {'8yr': {'award': 0.1333,\n", - " 'award_pooled': 0.2444,\n", - " 'still_enrolled': 0.1333,\n", - " 'still_enrolled_pooled': 0.0444,\n", - " 'transfer': 0.6667,\n", - " 'transfer_pooled': 0.4444,\n", - " 'unknown': 0.0667,\n", - " 'unknown_pooled': 0.2667}},\n", - " 'not_first_time': {'8yr': {'award': 0.5648,\n", - " 'award_pooled': 0.5504,\n", - " 'still_enrolled': 0.0052,\n", - " 'still_enrolled_pooled': 0.0144,\n", - " 'transfer': 0.2902,\n", - " 'transfer_pooled': 0.2882,\n", - " 'unknown': 0.1399,\n", - " 'unknown_pooled': 0.147}}}},\n", - " 'outcome_percentage_pell_suppressed': {'all_students': {'8yr': {'award_pooled': 0.5845,\n", - " 'still_enrolled_pooled': 0.0088,\n", - " 'transfer_pooled': 0.2869,\n", - " 'unknown_pooled': 0.1198}},\n", - " 'first_time': {'8yr': {'award_pooled': 0.5659,\n", - " 'still_enrolled_pooled': 0.0108,\n", - " 'transfer_pooled': 0.3128,\n", - " 'unknown_pooled': 0.1106}},\n", - " 'full_time': {'8yr': {'award_pooled': 0.5898,\n", - " 'still_enrolled_pooled': 0.0078,\n", - " 'transfer_pooled': 0.2854,\n", - " 'unknown_pooled': 0.1169},\n", - " 'first_time': {'8yr': {'award_pooled': 0.5687,\n", - " 'still_enrolled_pooled': 0.0101,\n", - " 'transfer_pooled': 0.3112,\n", - " 'unknown_pooled': 0.1101}},\n", - " 'not_first_time': {'8yr': {'award_pooled': 0.6378,\n", - " 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'<=0.10',\n", - " 'forbearance': '0.50-0.59',\n", - " 'fullypaid': '0.10-0.19',\n", - " 'makingprogress': '<=0.10',\n", - " 'noprogress': '0.10-0.19'},\n", - " 'independent': {'count': 984,\n", - " 'default': '0.05-0.06',\n", - " 'deferment': '0.05-0.06',\n", - " 'delinquent': '<=0.02',\n", - " 'discharge': '<=0.02',\n", - " 'forbearance': '0.49-0.50',\n", - " 'fullypaid': '0.11-0.12',\n", - " 'makingprogress': '0.11-0.12',\n", - " 'noprogress': '0.13-0.14'},\n", - " 'male': {'count': 4561,\n", - " 'default': '0.06',\n", - " 'deferment': '0.07',\n", - " 'delinquent': '0.01',\n", - " 'discharge': '0.01',\n", - " 'forbearance': '0.48',\n", - " 'fullypaid': '0.16',\n", - " 'makingprogress': '0.11',\n", - " 'noprogress': '0.10'},\n", - " 'non_male': {'count': 6742,\n", - " 'default': '0.04',\n", - " 'deferment': '0.10',\n", - " 'delinquent': '0.01',\n", - " 'discharge': '0.00',\n", - " 'forbearance': '0.48',\n", - " 'fullypaid': '0.15',\n", - " 'makingprogress': '0.11',\n", - " 'noprogress': '0.11'},\n", - " 'non_pell': {'count': 4923,\n", - " 'default': '0.02',\n", - " 'deferment': '0.07',\n", - " 'delinquent': '0.00',\n", - " 'discharge': '0.00',\n", - " 'forbearance': '0.42',\n", - " 'fullypaid': '0.24',\n", - " 'makingprogress': '0.15',\n", - " 'noprogress': '0.09'},\n", - " 'pell': {'count': 6380,\n", - " 'default': '0.07',\n", - " 'deferment': '0.10',\n", - " 'delinquent': '0.01',\n", - " 'discharge': '0.01',\n", - " 'forbearance': '0.52',\n", - " 'fullypaid': '0.09',\n", - " 'makingprogress': '0.08',\n", - " 'noprogress': '0.12'},\n", - " 'ug': {'count': 9430,\n", - " 'default': '0.05',\n", - " 'deferment': '0.10',\n", - " 'delinquent': '0.01',\n", - " 'discharge': '0.01',\n", - " 'forbearance': '0.48',\n", - " 'fullypaid': '0.16',\n", - " 'makingprogress': '0.11',\n", - " 'noprogress': '0.09'},\n", - " 'ugcomp': {'count': 5314,\n", - " 'default': '0.02',\n", - " 'deferment': '0.08',\n", - " 'delinquent': '0.01',\n", - " 'discharge': '0.00',\n", - " 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" 'noprogress': None},\n", - " 'independent': {'count': None,\n", - " 'default': None,\n", - " 'deferment': None,\n", - " 'delinquent': None,\n", - " 'discharge': None,\n", - " 'forbearance': None,\n", - " 'fullypaid': None,\n", - " 'makingprogress': None,\n", - " 'noprogress': None},\n", - " 'male': {'count': 819,\n", - " 'default': '0.07-0.08',\n", - " 'deferment': '0.05-0.06',\n", - " 'delinquent': '<=0.02',\n", - " 'discharge': '0.05-0.06',\n", - " 'forbearance': '0.47-0.48',\n", - " 'fullypaid': '0.17-0.18',\n", - " 'makingprogress': '0.07-0.08',\n", - " 'noprogress': '0.07-0.08'},\n", - " 'non_male': {'count': 1324,\n", - " 'default': '0.07-0.08',\n", - " 'deferment': '0.09-0.10',\n", - " 'delinquent': '<=0.02',\n", - " 'discharge': '0.05-0.06',\n", - " 'forbearance': '0.47-0.48',\n", - " 'fullypaid': '0.15-0.16',\n", - " 'makingprogress': '0.07-0.08',\n", - " 'noprogress': '0.09-0.10'},\n", - " 'non_pell': {'count': 1083,\n", - " 'default': '0.04',\n", - " 'deferment': '0.07',\n", - " 'delinquent': '<=0.01',\n", - " 'discharge': '0.04',\n", - " 'forbearance': '0.43',\n", - " 'fullypaid': '0.24',\n", - " 'makingprogress': '0.10',\n", - " 'noprogress': '0.08'},\n", - " 'pell': {'count': 1060,\n", - " 'default': '0.11',\n", - " 'deferment': '0.08',\n", - " 'delinquent': '<=0.01',\n", - " 'discharge': '0.08',\n", - " 'forbearance': '0.51',\n", - " 'fullypaid': '0.09',\n", - " 'makingprogress': '0.05',\n", - " 'noprogress': '0.08'},\n", - " 'ug': {'count': 2143,\n", - " 'default': '0.07',\n", - " 'deferment': '0.08',\n", - " 'delinquent': '0.01',\n", - " 'discharge': '0.06',\n", - " 'forbearance': '0.47',\n", - " 'fullypaid': '0.16',\n", - " 'makingprogress': '0.08',\n", - " 'noprogress': '0.08'},\n", - " 'ugcomp': {'count': 1277,\n", - " 'default': '0.06',\n", - " 'deferment': '0.05',\n", - " 'delinquent': '<=0.01',\n", - " 'discharge': '0.05',\n", - " 'forbearance': '0.47',\n", - " 'fullypaid': '0.18',\n", - " 'makingprogress': '0.09',\n", - " 'noprogress': '0.09'},\n", - " 'ugnocomp': {'count': 622,\n", - " 'default': '0.10-0.14',\n", - " 'deferment': '0.10-0.14',\n", - " 'delinquent': '<=0.05',\n", - " 'discharge': '0.05-0.09',\n", - " 'forbearance': '0.45-0.49',\n", - " 'fullypaid': '0.10-0.14',\n", - " 'makingprogress': '<=0.05',\n", - " 'noprogress': '0.05-0.09'},\n", - " 'ugunkcomp': {'count': 244,\n", - " 'default': '<=0.05',\n", - " 'deferment': '0.05-0.09',\n", - " 'delinquent': '<=0.05',\n", - " 'discharge': '0.05-0.09',\n", - " 'forbearance': '0.45-0.49',\n", - " 'fullypaid': '0.20-0.24',\n", - " 'makingprogress': '0.05-0.09',\n", - " 'noprogress': '0.05-0.09'}},\n", - " '4_yr_db_fed_repayment': {'gr': {'count': 2359,\n", - " 'denominator': 84559815,\n", - " 'numerator': 87660311,\n", - " 'rate': 1.03666630538394},\n", - " 'ug': {'count': 8972,\n", - " 'denominator': 155064257,\n", - " 'numerator': 147500006,\n", - " 'rate': 0.95121860352382},\n", - " 'ug_completer': {'count': 4647,\n", - " 'denominator': 103303433,\n", - " 'numerator': 93671820,\n", - " 'rate': 0.90676386330742},\n", - " 'ug_completer_unknown': {'count': 2820,\n", - " 'denominator': 32321994,\n", - " 'numerator': 33567073,\n", - " 'rate': 1.03852110733019},\n", - " 'ug_noncompleter': {'count': 1505,\n", - " 'denominator': 19438830,\n", - " 'numerator': 20261113,\n", - " 'rate': 1.04230105412722}},\n", - " '4_yr_db_pp_repayment': {'ug': {'count': 1906,\n", - " 'denominator': 75688589,\n", - " 'numerator': 71475201,\n", - " 'rate': 0.94433258625022},\n", - " 'ug_completer': {'count': 1107,\n", - " 'denominator': 52018172,\n", - " 'numerator': 47655699,\n", - " 'rate': 0.91613559584523},\n", - " 'ug_completer_unknown': {'count': 575,\n", - " 'denominator': 16703456,\n", - " 'numerator': 16317751,\n", - " 'rate': 0.97690867087625},\n", - " 'ug_noncompleter': {'count': 224,\n", - " 'denominator': 6966961,\n", - " 'numerator': 7501751,\n", - " 'rate': 1.07676087177752}},\n", - " '5_yr_db_fed_repayment': {'gr': {'count': 2272,\n", - " 'denominator': 81995070,\n", - " 'numerator': 86367789,\n", - " 'rate': 1.05332904770981},\n", - " 'ug': {'count': 9217,\n", - " 'denominator': 162807854,\n", - " 'numerator': 144914482,\n", - " 'rate': 0.89009515474603}},\n", - " '5_yr_db_pp_repayment': {'ug': {'count': 2002,\n", - " 'denominator': 85167470,\n", - " 'numerator': 80048416,\n", - " 'rate': 0.93989425774888}},\n", - " '5_yr_repayment': {'completers': 3537,\n", - " 'completers_rate': 0.7585524456,\n", - " 'dependent_students': 5743,\n", - " 'dependent_students_rate': 0.6648093331,\n", - " 'female_students': 3708,\n", - " 'female_students_rate': 0.6329557713,\n", - " 'first_generation_students': 2071,\n", - " 'first_generation_students_rate': 0.592467407,\n", - " 'high_income': 2557,\n", - " 'income': {'0_30000': 0.5205128205,\n", - " '30000_75000': 0.638548308,\n", - " 'greater_than_75000': 0.7391474384},\n", - " 'independent_students': 1193,\n", - " 'independent_students_rate': 0.4962279966,\n", - " 'low_income': 2340,\n", - " 'male_students': 3228,\n", - " 'male_students_rate': 0.6390954151,\n", - " 'middle_income': 2039,\n", - " 'no_pell_grant': 3106,\n", - " 'no_pell_grant_rate': 0.7392144237,\n", - " 'non_first_generation_students': 4865,\n", - " 'non_first_generation_students_rate': 0.6542651593,\n", - " 'noncompleters': 3399,\n", - " 'noncompleters_rate': 0.5080906149,\n", - " 'overall': 6936,\n", - " 'pell_grant': 3830,\n", - " 'pell_grant_rate': 0.5519582245},\n", - " '7_yr_repayment': {'completers': 2844,\n", - " 'completers_rate': 0.8045007032,\n", - " 'dependent_students': 4420,\n", - " 'dependent_students_rate': 0.7178733032,\n", - " 'female_students': 2908,\n", - " 'female_students_rate': 0.6908528198,\n", - " 'first_generation_students': 1653,\n", - " 'first_generation_students_rate': 0.6545674531,\n", - " 'high_income': 1726,\n", - " 'income': {'0_30000': 0.6053059015,\n", - " '30000_75000': 0.6806526807,\n", - " 'greater_than_75000': 0.7925840093},\n", - " 'independent_students': 869,\n", - " 'independent_students_rate': 0.5535097814,\n", - " 'low_income': 1847,\n", - " 'male_students': 2381,\n", - " 'male_students_rate': 0.6908861823,\n", - " 'middle_income': 1716,\n", - " 'no_pell_grant': 2475,\n", - " 'no_pell_grant_rate': 0.7737373737,\n", - " 'non_first_generation_students': 3636,\n", - " 'non_first_generation_students_rate': 0.7073707371,\n", - " 'noncompleters': 2445,\n", - " 'noncompleters_rate': 0.5586912065,\n", - " 'overall': 5289,\n", - " 'pell_grant': 2814,\n", - " 'pell_grant_rate': 0.617981521},\n", - " 'repayment_cohort': {'1_year_declining_balance': 0.5467113532,\n", - " '3_year_declining_balance': 0.6019442985,\n", - " '5_year_declining_balance': 0.6358131488,\n", - " '7_year_declining_balance': 0.6908678389},\n", - " 'repayment_date': {'median': '12/31/2999',\n", - " 'number': 6448}},\n", - " 'school': {'accreditor': 'Southern Association of '\n", - " 'Colleges and Schools '\n", - " 'Commission on Colleges',\n", - " 'accreditor_code': 'SACSCC',\n", - " 'address': '739 University Blvd',\n", - " 'alias': None,\n", - " 'branches': 1,\n", - " 'carnegie_basic': 15,\n", - " 'carnegie_size_setting': 16,\n", - " 'carnegie_undergrad': 12,\n", - " 'city': 'Tuscaloosa',\n", - " 'degree_urbanization': None,\n", - " 'degrees_awarded': {'highest': 4,\n", - " 'predominant': 3,\n", - " 'predominant_recoded': 3},\n", - " 'dolflag': 1,\n", - " 'endowment': {'begin': 1144632976,\n", - " 'end': 1369440098},\n", - " 'faculty_salary': 11090,\n", - " 'ft_faculty_rate': 0.7836,\n", - " 'institutional_characteristics': {'level': 1},\n", - " 'instructional_expenditure_per_fte': 9380,\n", - " 'locale': 12,\n", - " 'main_campus': 1,\n", - " 'men_only': 0,\n", - " 'minority_serving': {'aanipi': 0,\n", - " 'annh': 0,\n", - " 'hispanic': 0,\n", - " 'historically_black': 0,\n", - " 'nant': 0,\n", - " 'predominantly_black': 0,\n", - " 'tribal': 0},\n", - " 'name': 'The University of Alabama',\n", - " 'online_only': 0,\n", - " 'open_admissions_policy': 2,\n", - " 'operating': 1,\n", - " 'ownership': 1,\n", - " 'ownership_peps': 1,\n", - " 'peps_ownership': 'Public',\n", - " 'price_calculator_url': 'ua.aidcalc.cloud/netprice.htm',\n", - " 'region_id': 5,\n", - " 'religious_affiliation': None,\n", - " 'school_url': 'www.ua.edu/',\n", - " 'sector': {'scorecard': 4},\n", - " 'state': 'AL',\n", - " 'state_fips': 1,\n", - " 'title_iv': {'approval_date': '12/1/1965',\n", - " 'eligibility_type': 1},\n", - " 'tuition_revenue_per_fte': 13885,\n", - " 'under_investigation': 0,\n", - " 'women_only': 0,\n", - " 'zip': '35487-0100'},\n", - " 'student': {'FAFSA_applications': 9310,\n", - " 'avg_dependent_income': {'2014dollars': 101976},\n", - " 'avg_independent_income': {'2014dollars': 31119},\n", - " 'dcs_undergrads_with_pell_grant_or_federal_student_loan': 31360,\n", - " 'dcs_undergrads_with_pell_grant_or_federal_student_loan_pooled': 62085,\n", - " 'demographics': {'age_entry': 21,\n", - " 'age_entry_squared': None,\n", - " 'avg_family_income': 91846,\n", - " 'avg_family_income_independents': 31119,\n", - " 'avg_family_income_independents_log': None,\n", - " 'avg_family_income_log': None,\n", - " 'dependent': 0.8570354458,\n", - " 'faculty': {'men': 0.4771,\n", - " 'race_ethnicity': {'aian': 0.0012,\n", - " 'asian': 0.1078,\n", - " 'black': 0.0591,\n", - " 'hispanic': 0.0296,\n", - " 'nhpi': 0.0023,\n", - " 'non_resident_alien': 0.0516,\n", - " 'two_or_more': 0.0064,\n", - " 'unknown': 0.0052,\n", - " 'white': 0.7368},\n", - " 'women': 0.5229},\n", - " 'female_share': 0.6152524168,\n", - " 'first_generation': 0.2257126887,\n", - " 'married': 0.0537056928,\n", - " 'median_family_income': 66733,\n", - " 'median_hh_income': 57928,\n", - " 'median_hh_income_log': 10,\n", - " 'men': 0.4395,\n", - " 'non_resident_aliens_2000': None,\n", - " 'over_23_at_entry': 0.10000000149011,\n", - " 'poverty_rate': 10.0500001907348,\n", - " 'race_ethnicity': {'aian': 0.0029,\n", - " 'aian_2000': None,\n", - " 'aian_prior_2009': None,\n", - " 'api_2000': None,\n", - " 'asian': 0.0148,\n", - " 'asian_pacific_islander': None,\n", - " 'black': 0.1103,\n", - " 'black_2000': None,\n", - " 'black_non_hispanic': None,\n", - " 'hispanic': 0.0692,\n", - " 'hispanic_2000': None,\n", - " 'hispanic_prior_2009': None,\n", - " 'nhpi': 0.0009,\n", - " 'non_resident_alien': 0.0078,\n", - " 'two_or_more': 0.0356,\n", - " 'unknown': 0.0359,\n", - " 'unknown_2000': None,\n", - " 'white': 0.7227,\n", - " 'white_2000': None,\n", - " 'white_non_hispanic': None},\n", - " 'share_asian': {'home_ZIP': 1.20000004768371},\n", - " 'share_bachelors_degree_age25': {'home_ZIP': 16.4799995422363},\n", - " 'share_black': {'home_ZIP': 21.0599994659423},\n", - " 'share_born_US': {'home_ZIP': 96.0800018310547},\n", - " 'share_hispanic': {'home_ZIP': 2.41000008583068},\n", - " 'share_professional_degree_age25': {'home_ZIP': 9.21000003814697},\n", - " 'share_white': {'home_ZIP': 75.3499984741211},\n", - " 'student_faculty_ratio': 19,\n", - " 'unemployment': 3.25999999046325,\n", - " 'veteran': 0.0039742213,\n", - " 'women': 0.5605},\n", - " 'enrollment': {'all': None,\n", - " 'grad_12_month': 7456,\n", - " 'undergrad_12_month': 35413},\n", - " 'fafsa_sent': {'1_college': None,\n", - " '2_college_allyrs': 0.5377013963,\n", - " '2_colleges': None,\n", - " '3_college': None,\n", - " '3_college_allyrs': 0.3714285714,\n", - " '4_college_allyrs': 0.2766917293,\n", - " '4_colleges': None,\n", - " '5_or_more_colleges': None,\n", - " '5plus_college_allyrs': 0.2022556391,\n", - " 'overall': None},\n", - " 'family_income': {'dependent_students': 7979,\n", - " 'independent_students': 1331,\n", - " 'overall': 9310},\n", - " 'ftft_undergrads_with_pell_grant_or_federal_student_loan': 7981,\n", - " 'ftft_undergrads_with_pell_grant_or_federal_student_loan_pooled': 15521,\n", - " 'grad_students': 6187,\n", - " 'parents_education_level': 8945,\n", - " 'part_time_share': 0.0732,\n", - " 'part_time_share_2000': None,\n", - " 'retention_rate': {'cohort': {'four_year': {'full_time_pooled': 15513,\n", - " 'part_time_pooled': 109},\n", - " 'lt_four_year': {'full_time_pooled': None,\n", - " 'part_time_pooled': None}},\n", - " 'four_year': {'full_time': 0.8609,\n", - " 'full_time_pooled': 0.8638,\n", - " 'part_time': 0.5,\n", - " 'part_time_pooled': 0.5505},\n", - " 'lt_four_year': {'full_time': None,\n", - " 'full_time_pooled': None,\n", - " 'part_time': None,\n", - " 'part_time_pooled': None},\n", - " 'overall': {'full_time': 0.8609},\n", - " 'pooled_yrs_used': {'full_time': 2,\n", - " 'part_time': 2}},\n", - " 'retention_rate_suppressed': {'four_year': {'full_time_pooled': 0.8638,\n", - " 'part_time_pooled': 0.5505},\n", - " 'lt_four_year': {'full_time_pooled': None,\n", - " 'part_time_pooled': None}},\n", - " 'share_25_older': 0.0601,\n", - " 'share_dependent_highincome': {'110001plus': 0.3925303923,\n", - " '75001_110000': 0.1414964281},\n", - " 'share_dependent_lowincome': {'0_300000': 0.2037849355},\n", - " 'share_dependent_middleincome': {'300001_48000': 0.1245770147,\n", - " '48001_75000': 0.1376112295},\n", - " 'share_first': {'time_full': {'time': 0.8712}},\n", - " 'share_firstgeneration': 0.2257126887,\n", - " 'share_firstgeneration_parents': {'highschool': 0.2175517049,\n", - " 'middleschool': 0.0081609838,\n", - " 'somecollege': 0.7742873113},\n", - " 'share_highincome': {'110001plus': 0.3413533835,\n", - " '75001_110000': 0.1316863588},\n", - " 'share_independent_highincome': {'110001plus': 0.0345604808,\n", - " '75001_110000': 0.0728775357},\n", - " 'share_independent_lowincome': {'0_30000': 0.6078136739},\n", - " 'share_independent_middleincome': {'30001_48000': 0.1480090158,\n", - " '48001_75000': 0.1367392938},\n", - " 'share_independent_students': 0.1429645542,\n", - " 'share_lowincome': {'0_30000': 0.261546724},\n", - " 'share_middleincome': {'30001_48000': 0.1279269603,\n", - " '48001_75000': 0.1374865736},\n", - " 'size': 32323,\n", - " 'size_category': 3,\n", - " 'students_with_pell_grant': 0.4526315789,\n", - " 'undergrads_non_degree_seeking': 1112,\n", - " 'undergrads_with_pell_grant_or_federal_student_loan': 32458,\n", - " 'valid_dependency_status': 9310}},\n", - " 'location': {'lat': 33.211875, 'lon': -87.545978},\n", - " 'ope6_id': '001051',\n", - " 'ope8_id': '00105100',\n", - " 'school': {'accreditor': 'Southern Association of Colleges and '\n", - " 'Schools Commission on Colleges',\n", - " 'accreditor_code': 'SACSCC',\n", - " 'address': '739 University Blvd',\n", - " 'alias': None,\n", - " 'branches': 1,\n", - " 'carnegie_basic': 15,\n", - " 'carnegie_size_setting': 16,\n", - " 'carnegie_undergrad': 12,\n", - " 'city': 'Tuscaloosa',\n", - " 'degree_urbanization': None,\n", - " 'degrees_awarded': {'highest': 4,\n", - " 'predominant': 3,\n", - " 'predominant_recoded': 3},\n", - " 'dolflag': 1,\n", - " 'endowment': {'begin': 1144632976, 'end': 1369440098},\n", - " 'faculty_salary': 11090,\n", - " 'ft_faculty_rate': 0.7836,\n", - " 'institutional_characteristics': {'level': 1},\n", - " 'instructional_expenditure_per_fte': 9380,\n", - " 'locale': 12,\n", - " 'main_campus': 1,\n", - " 'men_only': 0,\n", - " 'minority_serving': {'aanipi': 0,\n", - " 'annh': 0,\n", - " 'hispanic': 0,\n", - " 'historically_black': 0,\n", - " 'nant': 0,\n", - " 'predominantly_black': 0,\n", - " 'tribal': 0},\n", - " 'name': 'The University of Alabama',\n", - " 'online_only': 0,\n", - " 'open_admissions_policy': 2,\n", - " 'operating': 1,\n", - " 'ownership': 1,\n", - " 'ownership_peps': 1,\n", - " 'price_calculator_url': 'ua.aidcalc.cloud/netprice.htm',\n", - " 'region_id': 5,\n", - " 'religious_affiliation': None,\n", - " 'school_url': 'www.ua.edu/',\n", - " 'sector': {'scorecard': 4},\n", - " 'state': 'AL',\n", - " 'title_iv': {'approval_date': '12/1/1965',\n", - " 'eligibility_type': 1},\n", - " 'tuition_revenue_per_fte': 13885,\n", - " 'under_investigation': 0,\n", - " 'women_only': 0,\n", - " 'zip': '35487-0100'}}]}\n" + "{'fed_sch_cd': '001051',\n", + " 'id': 100751,\n", + " 'latest': {...},\n", + " 'location': {...},\n", + " 'ope6_id': '001051',\n", + " 'ope8_id': '00105100',\n", + " 'school': {...}}\n" ] } ], @@ -50370,7 +1410,8 @@ "}\n", "api_data = requests.get(BASE_URL, params=params).json()\n", "\n", - "pprint(api_data)" + "# Print structure of the result\n", + "pprint(api_data[\"results\"][0], depth=1)" ] }, { @@ -50382,12 +1423,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -50410,7 +1451,7 @@ "# If there is more than one slice smaller than the threshold, combine those slices into \"other\"\n", "if small_slices > 1:\n", " other_percentage = 0\n", - " i = len(program_percentage_data)-1\n", + " i = len(program_percentage_data) - 1\n", " while i >= 0:\n", " if percentages[i] < smallest_percent_allowed:\n", " other_percentage += percentages[i]\n", @@ -50426,14 +1467,14 @@ "\n", "fig, ax = plt.subplots()\n", "plt.pie(percentages, labels=programs, autopct='%1.1f%%', colors=colors)\n", - "# plt.title(\"Subagency Obligations of the \" + agency_name)\n", + "plt.title(\"Program Percentage at The University of Alabama\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "tags": [ "output_scroll" @@ -50513,7 +1554,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.13.0" }, "orig_nbformat": 4 }, diff --git a/src/python/crossref.ipynb b/src/python/crossref.ipynb index cf2c216..9d8ca87 100644 --- a/src/python/crossref.ipynb +++ b/src/python/crossref.ipynb @@ -6,7 +6,7 @@ "source": [ "# Crossref API in Python\n", "\n", - "By Avery Fernandez and Vincent F. Scalfani\n", + "By Avery Fernandez, Vincent F. Scalfani, and Michael T. Moen\n", "\n", "The Crossref API provides metadata about publications, including articles, books, and conference proceedings. This metadata spans items such as author details, journal details, references, and DOIs (Digital Object Identifiers). Working with Crossref allows for programmatic access to bibliographic information and can streamline large-scale metadata retrieval.\n", "\n", @@ -26,7 +26,7 @@ "\n", "**_NOTE:_** The Crossref API limits requests to a maximum of 50 per second.\n", "\n", - "*These recipe examples were tested on April 18, 2025.*\n", + "*These recipe examples were tested on January 28, 2026.*\n", "\n", "_**Note:**_ From our testing, we have found that the Crossref metadata across publishers and even journals can vary considerably. As a result, it can be easier to work with one journal at a time when using the Crossref API (particularly when trying to extract selected data from records)." ] @@ -38,9 +38,9 @@ "## Setup\n", "\n", "The following external libraries need to be installed into your environment to run the code examples in this tutorial:\n", - "* requests\n", - "* python-dotenv\n", - "* ipykernel\n", + "- ipykernel\n", + "- python-dotenv\n", + "- requests\n", "\n", "We import the libraries used in this tutorial below:" ] @@ -53,12 +53,11 @@ }, "outputs": [], "source": [ - "import json\n", - "import requests\n", - "from pprint import pprint\n", - "from time import sleep\n", "from dotenv import load_dotenv\n", - "import os" + "import os\n", + "from pprint import pprint\n", + "import requests\n", + "from time import sleep" ] }, { @@ -112,25 +111,36 @@ "We will:\n", "1. Build the Crossref endpoint using our base URL, DOI, and the `mailto` parameter.\n", "2. Retrieve the response.\n", - "3. Examine and parse the JSON data.\n" + "3. Examine and parse the JSON data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "200" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Base URL for Crossref works\n", - "base_url = \"https://api.crossref.org/works/\" \n", + "WORKS_URL = \"https://api.crossref.org/works/\"\n", + "\n", "# Example DOI to retrieve metadata for\n", "doi = \"10.1186/1758-2946-4-12\"\n", "\n", - "try:\n", - " response = requests.get(f\"{base_url}{doi}?mailto={email}\")\n", - " response.raise_for_status() # Raises an HTTPError if an unsuccessful status code\n", - "except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed: {str(e)}\"})" + "response = requests.get(f\"{WORKS_URL}{doi}?mailto={email}\")\n", + "\n", + "# Status code 200 indicates success\n", + "response.status_code" ] }, { @@ -138,7 +148,7 @@ "id": "48f7aea4", "metadata": {}, "source": [ - "This calls the Crossref API to retrieve metadata for a single DOI, but the data is in a JSON format. We can extract the information we need from the call using Python." + "This calls the Crossref API to retrieve metadata for a single DOI, but the data is in a JSON format. We can extract the information we need from the call using `.json()`." ] }, { @@ -151,151 +161,135 @@ "name": "stdout", "output_type": "stream", "text": [ - "ok\n" + "{'message': {...},\n", + " 'message-type': 'work',\n", + " 'message-version': '1.0.0',\n", + " 'status': 'ok'}\n" ] } ], "source": [ - "try:\n", - " api_data = response.json()\n", - " print(api_data['status'])\n", - "except json.JSONDecodeError as e:\n", - " print({\"error\": f\"Failed to decode JSON: {str(e)}\"})\n", - " api_data = {}" + "data = response.json()\n", + "\n", + "# Print response structure\n", + "pprint(data, depth=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Select Some Specific Data\n", + "### Extract Data from API Response\n", "\n", "In the snippet below, we parse and extract some key fields from the response:\n", "1. **Journal title** via the `container-title` key.\n", "2. **Article title** via the `title` key.\n", "3. **Author names** via the `author` key.\n", - "4. **Bibliographic references** via the `reference` key.\n" + "4. **Bibliographic references** via the `reference` key." ] }, { "cell_type": "code", "execution_count": 5, - "metadata": { - "tags": [] - }, + "id": "27b5861a", + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Journal Title: ['Journal of Cheminformatics']\n", - "Article Title: ['The Molecule Cloud - compact visualization of large collections of molecules']\n", - "\n", - "Authors:\n", - " - Peter Ertl\n", - " - Bernhard Rohde\n", - "\n", - "Bibliography References (first 5):\n", - "['Martin E, Ertl P, Hunt P, Duca J, Lewis R: Gazing into the crystal ball; the '\n", - " 'future of computer-aided drug design. J Comp-Aided Mol Des. 2011, 26: 77-79.',\n", - " 'Langdon SR, Brown N, Blagg J: Scaffold diversity of exemplified medicinal '\n", - " 'chemistry space. J Chem Inf Model. 2011, 26: 2174-2185.',\n", - " 'Blum LC, Reymond J-C: 970 Million druglike small molecules for virtual '\n", - " 'screening in the chemical universe database GDB-13. J Am Chem Soc. 2009, '\n", - " '131: 8732-8733. 10.1021/ja902302h.',\n", - " 'Dubois J, Bourg S, Vrain C, Morin-Allory L: Collections of compounds - how '\n", - " 'to deal with them?. Cur Comp-Aided Drug Des. 2008, 4: 156-168. '\n", - " '10.2174/157340908785747410.',\n", - " 'Medina-Franco JL, Martinez-Mayorga K, Giulianotti MA, Houghten RA, Pinilla '\n", - " 'C: Visualization of the chemical space in drug discovery. Cur Comp-Aided '\n", - " 'Drug Des. 2008, 4: 322-333. 10.2174/157340908786786010.']\n" - ] + "data": { + "text/plain": [ + "['Journal of Cheminformatics']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "if api_data:\n", - " # Extract Journal title\n", - " try:\n", - " journal_title = api_data[\"message\"].get(\"container-title\", [\"Not available\"])\n", - " print(\"Journal Title:\", journal_title)\n", - " except KeyError:\n", - " print(\"Error: 'container-title' not found in response.\")\n", - "\n", - " # Extract Article title\n", - " try:\n", - " article_title = api_data[\"message\"].get(\"title\", [\"Not available\"])\n", - " print(\"Article Title:\", article_title)\n", - " except KeyError:\n", - " print(\"Error: 'title' not found in response.\")\n", - "\n", - " # Extract Author Names\n", - " print(\"\\nAuthors:\")\n", - " try:\n", - " authors = api_data[\"message\"].get(\"author\", [])\n", - " for au in authors:\n", - " given = au.get(\"given\", \"\")\n", - " family = au.get(\"family\", \"\")\n", - " print(f\" - {given} {family}\")\n", - " except KeyError:\n", - " print(\"Error: 'author' not found in response.\")\n", - "\n", - " # Extract Bibliography References\n", - " print(\"\\nBibliography References (first 5):\")\n", - " bib_refs = []\n", - " try:\n", - " references = api_data[\"message\"].get(\"reference\", [])\n", - " for ref in references:\n", - " bib_refs.append(ref.get(\"unstructured\", \"\"))\n", - " pprint(bib_refs[:5])\n", - " except KeyError:\n", - " print(\"Error: 'reference' not found in response.\")" + "# Extract journal title\n", + "data[\"message\"][\"container-title\"]" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 6, + "id": "c0da8f45", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['The Molecule Cloud - compact visualization of large collections of molecules']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "### Save and Load JSON Data\n", - "\n", - "It can be handy to store the response to a file so that you do not need to call the API again for the same metadata.\n", - "Below, we show how to save the JSON data and load it back from disk." + "# Extract article title\n", + "data[\"message\"][\"title\"]" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "tags": [] - }, + "execution_count": 7, + "id": "e75d43b8", + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Successfully saved JSON data to 'my_data.json'.\n", - "Successfully loaded JSON data from 'my_data.json'.\n", - "['The Molecule Cloud - compact visualization of large collections of molecules']\n" + "Peter Ertl\n", + "Bernhard Rohde\n" ] } ], "source": [ - "# Save JSON data to a file\n", - "try:\n", - " with open('my_data.json', 'w') as outfile:\n", - " json.dump(api_data, outfile)\n", - " print(\"Successfully saved JSON data to 'my_data.json'.\")\n", - "except IOError as e:\n", - " print(f\"Error saving to file: {str(e)}\")\n", - "\n", - "# Load JSON data from a file\n", - "try:\n", - " with open('my_data.json','r') as infile:\n", - " loaded_data = json.load(infile)\n", - " print(\"Successfully loaded JSON data from 'my_data.json'.\")\n", - " # Optionally, verify a field\n", - " pprint(loaded_data.get(\"message\", {}).get(\"title\", \"Not found\"))\n", - "except IOError as e:\n", - " print(f\"Error loading from file: {str(e)}\")" + "# Extract author names\n", + "for author in data[\"message\"][\"author\"]:\n", + " print(f\"{author[\"given\"]} {author[\"family\"]}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Martin E, Ertl P, Hunt P, Duca J, Lewis R: Gazing into the crystal ball; th',\n", + " 'Langdon SR, Brown N, Blagg J: Scaffold diversity of exemplified medicinal c',\n", + " 'Blum LC, Reymond J-C: 970 Million druglike small molecules for virtual scre',\n", + " 'Dubois J, Bourg S, Vrain C, Morin-Allory L: Collections of compounds - how ',\n", + " 'Medina-Franco JL, Martinez-Mayorga K, Giulianotti MA, Houghten RA, Pinilla ',\n", + " 'Schuffenhauer A, Ertl P, Roggo S, Wetzel S, Koch MA, Waldmann H: The Scaffo',\n", + " 'Langdon S, Ertl P, Brown N: Bioisosteric replacement and scaffold hopping i',\n", + " 'Lipkus AH, Yuan Q, Lucas KA, Funk SA, Bartelt WF, Schenck RJ, Trippe AJ: St',\n", + " 'mib 2010.10, Molinspiration Cheminformatics: \\n http://ww',\n", + " 'Bernhard R: Avalon Cheminformatics Toolkit. \\n http://sou',\n", + " 'Wang Y, Bolton E, Dracheva S, Karapetyan K, Shoemaker BA, Suzek TO, Wang J,',\n", + " 'Irwin JJ, Shoichet BK: ZINC\\u2009−\\u2009a free database of commercially available com',\n", + " 'Gaulton A, Bellis LJ, Bento AP, Chambers J, Davies M, Hersey A, Light Y, Mc',\n", + " 'Welsch ME, Snyder SA, Stockwell BR: Privileged scaffolds for library design',\n", + " 'Ertl P: Cheminformatics analysis of organic substituents: Identification of',\n", + " 'TagCrowd: \\n http://tagcrowd.com']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract the first 75 characters of each reference for demonstration\n", + "bib_refs = [ref[\"unstructured\"][:75] for ref in data[\"message\"][\"reference\"]]\n", + "bib_refs" ] }, { @@ -315,7 +309,58 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "dois = [\n", + " '10.1021/acsomega.1c03250',\n", + " '10.1021/acsomega.1c05512',\n", + " '10.1021/acsomega.8b01647',\n", + " '10.1021/acsomega.1c04287',\n", + " '10.1021/acsomega.8b01834'\n", + "]\n", + "\n", + "# Loop over each DOI, request metadata, and store the data\n", + "doi_metadata = []\n", + "for doi in dois:\n", + " response = requests.get(f\"{WORKS_URL}{doi}?mailto={email}\")\n", + " data = response.json()\n", + " doi_metadata.append(data)\n", + " sleep(1) # Add a short delay to avoid overwhelming the API" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6fb9181e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[['Navigating into the Chemical Space of Monoamine Oxidase Inhibitors by Artificial Intelligence and Cheminformatics Approach'],\n", + " ['Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis'],\n", + " ['How Precise Are Our Quantitative Structure–Activity Relationship Derived Predictions for New Query Chemicals?'],\n", + " ['Applying Neuromorphic Computing Simulation in Band Gap Prediction and Chemical Reaction Classification'],\n", + " ['QSPR Modeling of the Refractive Index for Diverse Polymers Using 2D Descriptors']]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract article titles\n", + "titles = [article[\"message\"][\"title\"] for article in doi_metadata]\n", + "titles" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8f13d778", "metadata": { "tags": [ "output_scroll" @@ -326,16 +371,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Article Titles:\n", - "\n", - "Navigating into the Chemical Space of Monoamine Oxidase Inhibitors by Artificial Intelligence and Cheminformatics Approach\n", - "Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis\n", - "How Precise Are Our Quantitative Structure–Activity Relationship Derived Predictions for New Query Chemicals?\n", - "Applying Neuromorphic Computing Simulation in Band Gap Prediction and Chemical Reaction Classification\n", - "QSPR Modeling of the Refractive Index for Diverse Polymers Using 2D Descriptors\n", - "\n", - "Author Affiliations:\n", - "\n", "DOI 1:\n", " - Department of Pharmaceutical Chemistry and Analysis, Amrita School of Pharmacy, Amrita Vishwa Vidyapeetham, AIMS Health Sciences Campus, Kochi 682041, India\n", " - Department of Pharmaceutical Chemistry and Analysis, Amrita School of Pharmacy, Amrita Vishwa Vidyapeetham, AIMS Health Sciences Campus, Kochi 682041, India\n", @@ -371,45 +406,15 @@ } ], "source": [ - "doi_list = [\n", - " '10.1021/acsomega.1c03250',\n", - " '10.1021/acsomega.1c05512',\n", - " '10.1021/acsomega.8b01647',\n", - " '10.1021/acsomega.1c04287',\n", - " '10.1021/acsomega.8b01834'\n", - "]\n", - "\n", - "doi_metadata = []\n", - "# Loop over each DOI, request metadata, and store the data\n", - "for d in doi_list:\n", - " try:\n", - " response = requests.get(f\"{base_url}{d}?mailto={email}\")\n", - " response.raise_for_status()\n", - " data = response.json()\n", - " doi_metadata.append(data)\n", - " except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed for DOI {d}: {str(e)}\"})\n", - " except json.JSONDecodeError as e:\n", - " print({\"error\": f\"Failed to decode JSON for DOI {d}: {str(e)}\"})\n", - " # Adding a short delay to avoid overwhelming the API\n", - " sleep(1)\n", - "\n", - "# Extract article titles\n", - "print(\"Article Titles:\\n\")\n", - "for item in doi_metadata:\n", - " title = item.get(\"message\", {}).get(\"title\", [\"No Title\"])[0]\n", - " print(title)\n", - "\n", "# Extract author affiliations for each article\n", - "print(\"\\nAuthor Affiliations:\\n\")\n", "for idx, entry in enumerate(doi_metadata):\n", " authors = entry.get(\"message\", {}).get(\"author\", [])\n", " print(f\"DOI {idx + 1}:\")\n", - " for au in authors:\n", + " for author in authors:\n", " # Some authors may not have an affiliation key, so we use get with a default\n", - " affiliation_list = au.get(\"affiliation\", [])\n", + " affiliation_list = author.get(\"affiliation\", [])\n", " if affiliation_list:\n", - " print(\" -\", affiliation_list[0].get(\"name\", \"No affiliation name\"))\n", + " print(f\" - {affiliation_list[0].get(\"name\", \"No affiliation name\")}\")\n", " else:\n", " print(\" - No affiliation provided\")\n", " print()" @@ -429,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": { "tags": [] }, @@ -438,26 +443,76 @@ "name": "stdout", "output_type": "stream", "text": [ - "ok\n" + "{'ISSN': [...],\n", + " 'breakdowns': {...},\n", + " 'counts': {...},\n", + " 'coverage': {...},\n", + " 'coverage-type': {...},\n", + " 'flags': {...},\n", + " 'issn-type': [...],\n", + " 'last-status-check-time': 1759277629723,\n", + " 'publisher': 'Springer (Biomed Central Ltd.)',\n", + " 'subjects': [],\n", + " 'title': 'BMC Bioinformatics'}\n" ] } ], "source": [ "# Base URL for journal queries\n", - "jbase_url = \"https://api.crossref.org/journals/\"\n", + "JOURNALS_URL = \"https://api.crossref.org/journals/\"\n", + "\n", "# Example ISSN for the journal BMC Bioinformatics\n", "issn = \"1471-2105\"\n", "\n", - "try:\n", - " response = requests.get(f\"{jbase_url}{issn}?mailto={email}\")\n", - " response.raise_for_status()\n", - " jour_data = response.json()\n", - " print(jour_data['status'])\n", - "except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed: {str(e)}\"})\n", - "except json.JSONDecodeError as e:\n", - " print({\"error\": f\"Failed to decode JSON: {str(e)}\"})\n", - " jour_data = {}" + "response = requests.get(f\"{JOURNALS_URL}{issn}?mailto={email}\")\n", + "data = response.json()\n", + "\n", + "# Print structure of the response message\n", + "pprint(data[\"message\"], depth=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5affffdd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12831" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract total number of articles from the journal in Crossref\n", + "data[\"message\"][\"counts\"][\"total-dois\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b8d57a32", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.787422497785651" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract percentage of articles from the journal with abstracts in Crossref\n", + "data[\"message\"][\"coverage\"][\"abstracts-current\"]" ] }, { @@ -474,19 +529,14 @@ "Below, we demonstrate:\n", "1. Filtering to get only DOIs from 2014.\n", "2. Increasing the `rows` to 700.\n", - "3. Pushing beyond the 1000-row limit by using `offset`." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "3. Pushing beyond the 1000-row limit by using `offset`.\n", + "\n", "### Retrieve and Display First 20 DOIs" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": { "tags": [ "output_scroll" @@ -494,59 +544,46 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'message': {'facets': {},\n", - " 'items': [{'DOI': '10.1186/1471-2105-15-s10-p32'},\n", - " {'DOI': '10.1186/1471-2105-15-s6-s3'},\n", - " {'DOI': '10.1186/1471-2105-15-s16-s13'},\n", - " {'DOI': '10.1186/s12859-014-0411-1'},\n", - " {'DOI': '10.1186/1471-2105-15-s10-p24'},\n", - " {'DOI': '10.1186/1471-2105-15-318'},\n", - " {'DOI': '10.1186/1471-2105-15-s4-s1'},\n", - " {'DOI': '10.1186/1471-2105-15-s11-i1'},\n", - " {'DOI': '10.1186/1471-2105-15-230'},\n", - " {'DOI': '10.1186/s12859-014-0376-0'},\n", - " {'DOI': '10.1186/1471-2105-15-192'},\n", - " {'DOI': '10.1186/1471-2105-15-s14-s1'},\n", - " {'DOI': '10.1186/1471-2105-15-s10-p33'},\n", - " {'DOI': '10.1186/1471-2105-15-122'},\n", - " {'DOI': '10.1186/1471-2105-15-105'},\n", - " {'DOI': '10.1186/1471-2105-15-s10-p6'},\n", - " {'DOI': '10.1186/1471-2105-15-101'},\n", - " {'DOI': '10.1186/1471-2105-15-s10-p35'},\n", - " {'DOI': '10.1186/1471-2105-15-61'},\n", - " {'DOI': '10.1186/1471-2105-15-24'}],\n", - " 'items-per-page': 20,\n", - " 'query': {'search-terms': None, 'start-index': 0},\n", - " 'total-results': 619},\n", - " 'message-type': 'work-list',\n", - " 'message-version': '1.0.0',\n", - " 'status': 'ok'}\n", - "\n", - "The default is 20 results.\n" - ] + "data": { + "text/plain": [ + "[{'DOI': '10.1186/1471-2105-15-38'},\n", + " {'DOI': '10.1186/1471-2105-15-s10-p35'},\n", + " {'DOI': '10.1186/1471-2105-15-s10-p24'},\n", + " {'DOI': '10.1186/1471-2105-15-122'},\n", + " {'DOI': '10.1186/1471-2105-15-24'},\n", + " {'DOI': '10.1186/s12859-014-0397-8'},\n", + " {'DOI': '10.1186/1471-2105-15-16'},\n", + " {'DOI': '10.1186/s12859-014-0411-1'},\n", + " {'DOI': '10.1186/1471-2105-15-268'},\n", + " {'DOI': '10.1186/1471-2105-15-119'},\n", + " {'DOI': '10.1186/1471-2105-15-s6-s3'},\n", + " {'DOI': '10.1186/1471-2105-15-310'},\n", + " {'DOI': '10.1186/1471-2105-15-335'},\n", + " {'DOI': '10.1186/1471-2105-15-222'},\n", + " {'DOI': '10.1186/1471-2105-15-337'},\n", + " {'DOI': '10.1186/1471-2105-15-95'},\n", + " {'DOI': '10.1186/1471-2105-15-s9-s12'},\n", + " {'DOI': '10.1186/1471-2105-15-254'},\n", + " {'DOI': '10.1186/1471-2105-15-152'},\n", + " {'DOI': '10.1186/1471-2105-15-333'}]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "try:\n", - " # We will use params to make the query string more readable\n", - " params = {\n", - " \"filter\": \"from-pub-date:2014,until-pub-date:2014\",\n", - " \"select\": \"DOI\",\n", - " \"mailto\": email\n", - " }\n", - " response = requests.get(f\"{jbase_url}{issn}/works\",params=params)\n", - " response.raise_for_status()\n", - " doi_data_2014 = response.json()\n", - " pprint(doi_data_2014)\n", - " print(\"\\nThe default is 20 results.\")\n", - "except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed: {str(e)}\"})\n", - "except json.JSONDecodeError as e:\n", - " print({\"error\": f\"Failed to decode JSON: {str(e)}\"})\n", - " doi_data_2014 = {}" + "params = {\n", + " \"filter\": \"from-pub-date:2014,until-pub-date:2014\",\n", + " \"select\": \"DOI\",\n", + " \"mailto\": email\n", + "}\n", + "response = requests.get(f\"{JOURNALS_URL}{issn}/works\", params=params)\n", + "doi_data_2014 = response.json()\n", + "\n", + "# Print DOIs from the response\n", + "doi_data_2014[\"message\"][\"items\"]" ] }, { @@ -558,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "tags": [ "output_scroll" @@ -571,52 +608,45 @@ "text": [ "Number of DOIs retrieved: 619\n", "First 20 DOIs:\n", - "['10.1186/1471-2105-15-s10-p32',\n", - " '10.1186/1471-2105-15-s6-s3',\n", - " '10.1186/1471-2105-15-s16-s13',\n", - " '10.1186/s12859-014-0411-1',\n", + "['10.1186/1471-2105-15-38',\n", + " '10.1186/1471-2105-15-s10-p35',\n", " '10.1186/1471-2105-15-s10-p24',\n", - " '10.1186/1471-2105-15-318',\n", - " '10.1186/1471-2105-15-s4-s1',\n", - " '10.1186/1471-2105-15-s11-i1',\n", - " '10.1186/1471-2105-15-230',\n", - " '10.1186/s12859-014-0376-0',\n", - " '10.1186/1471-2105-15-192',\n", - " '10.1186/1471-2105-15-s14-s1',\n", - " '10.1186/1471-2105-15-s10-p33',\n", " '10.1186/1471-2105-15-122',\n", - " '10.1186/1471-2105-15-105',\n", - " '10.1186/1471-2105-15-s10-p6',\n", + " '10.1186/1471-2105-15-24',\n", " '10.1186/s12859-014-0397-8',\n", - " '10.1186/1471-2105-15-s10-p35',\n", - " '10.1186/1471-2105-15-61',\n", - " '10.1186/1471-2105-15-24']\n" + " '10.1186/1471-2105-15-16',\n", + " '10.1186/s12859-014-0411-1',\n", + " '10.1186/1471-2105-15-268',\n", + " '10.1186/1471-2105-15-119',\n", + " '10.1186/1471-2105-15-s6-s3',\n", + " '10.1186/s12859-014-0376-0',\n", + " '10.1186/1471-2105-15-310',\n", + " '10.1186/1471-2105-15-335',\n", + " '10.1186/1471-2105-15-192',\n", + " '10.1186/1471-2105-15-95',\n", + " '10.1186/1471-2105-15-s9-s12',\n", + " '10.1186/1471-2105-15-254',\n", + " '10.1186/1471-2105-15-152',\n", + " '10.1186/1471-2105-15-333']\n" ] } ], "source": [ - "try:\n", - " # Add the rows parameter to increase the number of results\n", - " params = {\n", - " \"filter\": \"from-pub-date:2014,until-pub-date:2014\",\n", - " \"select\": \"DOI\",\n", - " \"rows\": 700,\n", - " \"mailto\": email,\n", - " }\n", - " response = requests.get(f\"{jbase_url}{issn}/works\", params=params)\n", - " response.raise_for_status()\n", - " doi_data_all = response.json()\n", - "except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed: {str(e)}\"})\n", - "except json.JSONDecodeError as e:\n", - " print({\"error\": f\"Failed to decode JSON: {str(e)}\"})\n", - " doi_data_all = {}\n", + "# Add the rows parameter to increase the number of results\n", + "params = {\n", + " \"filter\": \"from-pub-date:2014,until-pub-date:2014\",\n", + " \"select\": \"DOI\",\n", + " \"rows\": 700,\n", + " \"mailto\": email,\n", + "}\n", + "response = requests.get(f\"{JOURNALS_URL}{issn}/works\", params=params)\n", + "response.raise_for_status()\n", + "doi_data_all = response.json()\n", "\n", "# Extract the DOIs from the response\n", "dois_list = []\n", - "if \"message\" in doi_data_all and \"items\" in doi_data_all[\"message\"]:\n", - " for item in doi_data_all[\"message\"][\"items\"]:\n", - " dois_list.append(item.get(\"DOI\", \"NoDOI\"))\n", + "for item in doi_data_all[\"message\"][\"items\"]:\n", + " dois_list.append(item.get(\"DOI\", \"NoDOI\"))\n", "\n", "print(\"Number of DOIs retrieved:\", len(dois_list))\n", "print(\"First 20 DOIs:\")\n", @@ -638,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": { "tags": [ "output_scroll" @@ -649,102 +679,108 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total results for 2014-2016: 1772\n", - "\n", - "Total DOIs gathered: 1772\n", - "Sample DOIs from 1000-1020:\n", - "['10.1186/s12859-016-1224-1',\n", - " '10.1186/s12859-016-1113-7',\n", - " '10.1186/s12859-016-1363-4',\n", - " '10.1186/s12859-015-0861-0',\n", - " '10.1186/s12859-016-1011-z',\n", - " '10.1186/1471-2105-15-77',\n", - " '10.1186/1471-2105-15-322',\n", - " '10.1186/s12859-015-0636-7',\n", - " '10.1186/1471-2105-16-s3-a4',\n", - " '10.1186/1471-2105-15-334',\n", - " '10.1186/s12859-014-0428-5',\n", - " '10.1186/1471-2105-15-114',\n", - " '10.1186/1471-2105-15-332',\n", - " '10.1186/1471-2105-15-237',\n", - " '10.1186/s12859-015-0644-7',\n", - " '10.1186/s12859-016-1120-8',\n", - " '10.1186/s12859-015-0526-z',\n", - " '10.1186/s12859-016-1164-9',\n", - " '10.1186/s12859-016-1012-y',\n", - " '10.1186/1471-2105-15-291']\n" + "Total results for 2014-2016: 1772\n" ] } ], "source": [ - "# First, get total number of results to see if we exceed 1000.\n", - "try:\n", + "# First, get total number of results to see if we exceed 1000\n", + "params = {\n", + " \"filter\": \"from-pub-date:2014,until-pub-date:2016\",\n", + " \"select\": \"DOI\",\n", + " \"mailto\": email,\n", + " \"rows\": 1000\n", + "}\n", + "response = requests.get(f\"{JOURNALS_URL}{issn}/works\", params=params)\n", + "initial_data = response.json()\n", + "\n", + "num_results = initial_data[\"message\"].get(\"total-results\", 0)\n", + "print(\"Total results for 2014-2016:\", num_results)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "b3739369", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1772" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Page through results if more than 1000\n", + "journal_dois = []\n", + "\n", + "# Calculate how many pages we need\n", + "pages_needed = (num_results // 1000) + 1 # integer division, then add 1 for remainder\n", + "\n", + "for n in range(pages_needed):\n", + " # Build URL using offset\n", " params = {\n", " \"filter\": \"from-pub-date:2014,until-pub-date:2016\",\n", " \"select\": \"DOI\",\n", + " \"rows\": 1000,\n", " \"mailto\": email,\n", - " \"rows\": 1000\n", + " \"offset\": 1000 * n\n", " }\n", - " response = requests.get(f\"{jbase_url}{issn}/works\", params=params)\n", + " response = requests.get(f\"{JOURNALS_URL}{issn}/works\", params=params)\n", " response.raise_for_status()\n", - " initial_data = response.json()\n", - "except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed: {str(e)}\"})\n", - "except json.JSONDecodeError as e:\n", - " print({\"error\": f\"Failed to decode JSON: {str(e)}\"})\n", - " initial_data = {}\n", - "\n", - "num_results = 0\n", - "try:\n", - " num_results = initial_data[\"message\"].get(\"total-results\", 0)\n", - "except (KeyError, TypeError):\n", - " print(\"Could not retrieve total-results from the initial response.\")\n", - " num_results = 0\n", - "\n", - "print(\"Total results for 2014-2016:\", num_results)\n", - "\n", - "# Page through results if more than 1000\n", - "doi_list2 = []\n", - "# Calculate how many pages we might need\n", - "pages_needed = (num_results // 1000) + 1 # integer division, then add 1 for remainder\n", - "\n", - "for n in range(pages_needed):\n", - " try:\n", - " # Build URL using offset\n", - " params = {\n", - " \"filter\": \"from-pub-date:2014,until-pub-date:2016\",\n", - " \"select\": \"DOI\",\n", - " \"rows\": 1000,\n", - " \"mailto\": email,\n", - " \"offset\": 1000 * n\n", - " }\n", - " response = requests.get(f\"{jbase_url}{issn}/works\", params=params)\n", - " response.raise_for_status()\n", - " page_data = response.json()\n", - " except requests.exceptions.RequestException as e:\n", - " print({\"error\": f\"Request failed: {str(e)}\"})\n", - " continue \n", - " # If there's an error or no \"message\" key, we skip.\n", - " if \"message\" not in page_data or \"items\" not in page_data[\"message\"]:\n", - " continue\n", + " page_data = response.json()\n", "\n", " items = page_data[\"message\"][\"items\"]\n", " for record in items:\n", - " doi_list2.append(record.get(\"DOI\", \"NoDOI\"))\n", + " journal_dois.append(record.get(\"DOI\", \"NoDOI\"))\n", " \n", - " # Important to respect Crossref usage guidelines\n", - " sleep(1)\n", + " sleep(1) # Important to respect Crossref usage guidelines\n", "\n", - "print(f\"\\nTotal DOIs gathered: {len(doi_list2)}\")\n", - "print(\"Sample DOIs from 1000-1020:\")\n", - "pprint(doi_list2[1000:1020])" + "# Print number of DOIs extracted\n", + "len(journal_dois)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b422f18b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['10.1186/1471-2105-15-116',\n", + " '10.1186/s12859-016-1178-3',\n", + " '10.1186/1471-2105-15-s12-s9',\n", + " '10.1186/1471-2105-15-316',\n", + " '10.1186/s12859-016-1233-0',\n", + " '10.1186/s12859-015-0656-3',\n", + " '10.1186/s12859-016-1327-8',\n", + " '10.1186/s12859-016-1039-0',\n", + " '10.1186/s12859-016-1035-4',\n", + " '10.1186/s12859-015-0646-5']" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sample DOIs from 1000-1010\n", + "journal_dois[1000:1010]" ] } ], "metadata": { "cells": [], "kernelspec": { - "display_name": "api_env", + "display_name": "base", "language": "python", "name": "python3" }, @@ -758,7 +794,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.12.12" } }, "nbformat": 4, diff --git a/src/python/nws.ipynb b/src/python/nws.ipynb index 3a7ed23..47b55cf 100644 --- a/src/python/nws.ipynb +++ b/src/python/nws.ipynb @@ -104,7 +104,7 @@ "\n", "In order to obtain the forecast for a location, we must query that region's Weather Forecast Office using its code and the grid coordinates of the location. To determine these values for a location, we can query the `/points` endpoint.\n", "\n", - "*To see how to programmatically obtain the latititude and longitude of an address in the U.S., please see our U.S. Census Geocoding cookbook tutorials.*" + "*To see how to programmatically obtain the latititude and longitude of an address in the U.S., please see our U.S. Census Geocoding cookbook tutorials.*" ] }, { diff --git a/src/python/openalex.ipynb b/src/python/openalex.ipynb index 7b58f36..d9a25bb 100644 --- a/src/python/openalex.ipynb +++ b/src/python/openalex.ipynb @@ -521,7 +521,7 @@ "\n", "The OpenAlex API allows us to access the publications from an institution through its ROR ID. To find the ROR ID for an institution, we can search for the institution here.\n", "\n", - "*To see how to programmatically obtain ROR IDs for institutions, please see our Research Organization Registry cookbook tutorials.*\n", + "*To see how to programmatically obtain ROR IDs for institutions, please see our Research Organization Registry cookbook tutorials.*\n", "\n", "In this example, we'll look at the University of Alabama, which has the ROR identifier of https://ror.org/03xrrjk67." ] diff --git a/src/python/pubchem.ipynb b/src/python/pubchem.ipynb index 76ca669..a8c3a3d 100644 --- a/src/python/pubchem.ipynb +++ b/src/python/pubchem.ipynb @@ -8,7 +8,7 @@ "source": [ "# PubChem API in Python\n", "\n", - "By Avery Fernandez\n", + "By Avery Fernandez and Michael T. Moen\n", "\n", "PubChem provides programmatic access to chemical data and bioactivity information from the National Center for Biotechnology Information (NCBI), enabling efficient retrieval and analysis of chemical structures, identifiers, properties, and associated biological activities.\n", "\n", @@ -23,7 +23,7 @@ "\n", "_**NOTE:**_ The PubChem limits requests to a maximum of 5 requests per second.\n", "\n", - "*These recipe examples were tested on April 9, 2025.*\n", + "*These recipe examples were tested on January 20, 2026.*\n", "\n", "**Attribution:** This tutorial was adapted from supporting information in:\n", "\n", @@ -38,12 +38,12 @@ "source": [ "## Setup\n", "\n", - "### Import Libraries\n", - "\n", "The following external libraries need to be installed into your environment to run the code examples in this tutorial:\n", - "* requests\n", - "* ipykernel\n", - "* matplotlib\n", + "\n", + "- pandas\n", + "- requests\n", + "- ipykernel\n", + "- matplotlib\n", "\n", "We import the libraries used in this tutorial below:" ] @@ -59,8 +59,8 @@ }, "outputs": [], "source": [ + "import pandas as pd\n", "import requests\n", - "from pprint import pprint\n", "from time import sleep\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg" @@ -76,7 +76,7 @@ "\n", "### Get Compound Image\n", "\n", - "We can search for a compound and display an image, for example: 1-Butyl-3-methyl-imidazolium; CID = 2734162" + "We can search for a compound and display an image. In this example, we look at 1-Butyl-3-methyl-imidazolium, which has a compound ID (CID) of 2734162." ] }, { @@ -91,18 +91,15 @@ }, "outputs": [], "source": [ - "# Request PNG from PubChem and save file\n", - "base_url = \"https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/\"\n", + "BASE_URL = \"https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/\"\n", "compoundID = \"2734162\"\n", "\n", - "try:\n", - " response = requests.get(base_url + \"cid/\" + compoundID + \"/PNG\")\n", - " response.raise_for_status()\n", - " img = response.content\n", - " with open(f\"{compoundID}.png\", \"wb\") as out:\n", - " out.write(img)\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"Error fetching PNG for CID {compoundID}: {e}\")" + "response = requests.get(f\"{BASE_URL}cid/{compoundID}/PNG\")\n", + "img = response.content\n", + "\n", + "# Save PNG to file\n", + "with open(f\"{compoundID}.png\", \"wb\") as out:\n", + " out.write(img)" ] }, { @@ -118,7 +115,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -128,9 +125,10 @@ } ], "source": [ - "# Display compound PNG with Matplotlib\n", + "# Display compound PNG with matplotlib\n", "img = mpimg.imread(f\"{compoundID}.png\")\n", "plt.imshow(img)\n", + "plt.axis(\"off\")\n", "plt.show()" ] }, @@ -140,7 +138,9 @@ "id": "ABQHLREB1Yn5" }, "source": [ - "### Retrieve InChI and SMILES" + "### Retrieve InChI and Isomeric SMILES\n", + "\n", + "An International Chemical Identifier (InChI) is a textual representation of a substance's molecular structure." ] }, { @@ -155,29 +155,27 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'PropertyTable': {'Properties': [{'CID': 2734162,\n", - " 'InChI': 'InChI=1S/C8H15N2/c1-3-4-5-10-7-6-9(2)8-10/h6-8H,3-5H2,1-2H3/q+1',\n", - " 'IsomericSMILES': 'CCCCN1C=C[N+](=C1)C'}]}}\n" - ] + "data": { + "text/plain": [ + "{'PropertyTable': {'Properties': [{'CID': 2734162,\n", + " 'SMILES': 'CCCCN1C=C[N+](=C1)C',\n", + " 'InChI': 'InChI=1S/C8H15N2/c1-3-4-5-10-7-6-9(2)8-10/h6-8H,3-5H2,1-2H3/q+1'}]}}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "properties = [\"IsomericSMILES\", \"InChI\"]\n", - "try:\n", - " response = requests.get(\n", - " base_url + \"cid/\" + compoundID + f\"/property/{','.join(properties)}/JSON\"\n", - " )\n", - " response.raise_for_status()\n", - " data = response.json()\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"Error fetching properties for CID {compoundID}: {e}\")\n", - " data = None\n", + "response = requests.get(\n", + " f\"{BASE_URL}cid/{compoundID}/property/{','.join(properties)}/JSON\"\n", + ")\n", + "data = response.json()\n", "\n", - "if data:\n", - " pprint(data)" + "# Display the response data\n", + "data" ] }, { @@ -192,19 +190,26 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Extracted InChI:\n", - "InChI=1S/C8H15N2/c1-3-4-5-10-7-6-9(2)8-10/h6-8H,3-5H2,1-2H3/q+1\n" - ] + "data": { + "text/plain": [ + "'InChI=1S/C8H15N2/c1-3-4-5-10-7-6-9(2)8-10/h6-8H,3-5H2,1-2H3/q+1'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "# Extract InChI\n", - "if data:\n", - " print(\"Extracted InChI:\")\n", - " print(data[\"PropertyTable\"][\"Properties\"][0][\"InChI\"])" + "data[\"PropertyTable\"][\"Properties\"][0][\"InChI\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Isomeric SMILES is a textual representation of molecules that includes stereochemical and isotropic information." ] }, { @@ -219,19 +224,19 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Extracted Isomeric SMILES:\n", - "CCCCN1C=C[N+](=C1)C\n" - ] + "data": { + "text/plain": [ + "'CCCCN1C=C[N+](=C1)C'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "# Extract Isomeric SMILES\n", - "if data:\n", - " print(\"Extracted Isomeric SMILES:\")\n", - " print(data[\"PropertyTable\"][\"Properties\"][0][\"IsomericSMILES\"])" + "data[\"PropertyTable\"][\"Properties\"][0][\"SMILES\"]" ] }, { @@ -240,18 +245,9 @@ "id": "IctUg-Zv1Yn8" }, "source": [ - "### Perform a Similarity Search" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kTYFyUDt1Yn8" - }, - "source": [ - "We will use the PubChem API to perform a Fingerprint Tanimoto Similarity Search (SS).\n", + "### Perform a Similarity Search\n", "\n", - "(2D Tanimoto threshold 95% to 1-Butyl-3-methyl-imidazolium; CID = 2734162)" + "Search for chemical structures by similarity using a 2D Tanimoto threshold of 95% (defined by the `Threshold` parameter)." ] }, { @@ -264,59 +260,33 @@ "name": "#%%\n" } }, - "outputs": [], - "source": [ - "try:\n", - " response = requests.get(\n", - " base_url + \"fastsimilarity_2d/cid/\" + compoundID + \"/cids/JSON?Threshold=95\"\n", - " )\n", - " response.raise_for_status()\n", - " data = response.json()\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"Error fetching similar compounds for CID {compoundID}: {e}\")\n", - " data = None\n", - "\n", - "if data:\n", - " id_list = data[\"IdentifierList\"][\"CID\"]\n", - "else:\n", - " id_list = []" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "73JYlLap1Yn8", - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "In the above request value, you can adjust to the desired Tanimoto threshold (i.e., 97, 90, etc.)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "293" + "367" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "threshold = 95\n", + "response = requests.get(\n", + " f\"{BASE_URL}fastsimilarity_2d/cid/{compoundID}/cids/JSON?Threshold={threshold}\"\n", + ")\n", + "data = response.json()\n", + "id_list = data[\"IdentifierList\"][\"CID\"]\n", + "\n", + "# Print the number of compounds that meet the similarity threshold\n", "len(id_list)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -327,36 +297,21 @@ " 2734161,\n", " 118785,\n", " 12971008,\n", + " 304622,\n", " 2734162,\n", " 11171745,\n", " 11424151,\n", - " 11448496,\n", - " 304622,\n", - " 2734236,\n", - " 11160028,\n", - " 20148470,\n", - " 11245926,\n", - " 87560886,\n", - " 87754289,\n", - " 2734168,\n", - " 5245884,\n", - " 53384410,\n", - " 87942618,\n", - " 4183883,\n", - " 10313448,\n", - " 10537570,\n", - " 11788435,\n", - " 15557008]" + " 11448496]" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# display first 25\n", - "id_list[0:25]" + "# Display first 10 results\n", + "id_list[:10]" ] }, { @@ -367,12 +322,12 @@ "source": [ "### Retrieve Identifier and Property Data\n", "\n", - "Get the following data for the retrieved CIDs (idList): InChI, Isomeric SMILES, MW, Heavy Atom Count, Rotable Bond Count, and Charge" + "Get the following data for the retrieved compounds: `InChI`, `IsomericSMILES`, `MolecularWeight`, `HeavyAtomCount`, `RotableBondCount`, and `Charge`." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "id": "W7WIb4J41Yn9", "outputId": "25634801-7649-474e-e578-d9a27a50be8f", @@ -380,155 +335,140 @@ "name": "#%%\n" } }, - "outputs": [], - "source": [ - "compoundDictionary = []\n", - "properties = [\"InChI\", \"IsomericSMILES\", \"MolecularWeight\", \n", - " \"HeavyAtomCount\", \"RotatableBondCount\", \"Charge\"]\n", - "\n", - "for cid in id_list:\n", - " try:\n", - " response = requests.get(\n", - " base_url + \"cid/\" + str(cid) + f\"/property/{','.join(properties)}/JSON\"\n", - " )\n", - " sleep(.25)\n", - " response.raise_for_status()\n", - " data = response.json()\n", - " compoundDictionary.append(data[\"PropertyTable\"][\"Properties\"][0])\n", - " except requests.exceptions.RequestException as e:\n", - " print(f\"Error fetching properties for CID {cid}: {e}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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CIDMolecularWeightSMILESInChIChargeRotatableBondCountHeavyAtomCount
061347124.18CCCCN1C=CN=C1InChI=1S/C7H12N2/c1-2-3-5-9-6-4-8-7-9/h4,6-7H,...039
1529334138.21CCCCCN1C=CN=C1InChI=1S/C8H14N2/c1-2-3-4-6-10-7-5-9-8-10/h5,7...0410
22734161174.67CCCCN1C=C[N+](=C1)C.[Cl-]InChI=1S/C8H15N2.ClH/c1-3-4-5-10-7-6-9(2)8-10;...0311
3118785110.16CCCN1C=CN=C1InChI=1S/C6H10N2/c1-2-4-8-5-3-7-6-8/h3,5-6H,2,...028
412971008252.10CCCN1C=C[N+](=C1)C.[I-]InChI=1S/C7H13N2.HI/c1-3-4-9-6-5-8(2)7-9;/h5-7...0210
\n", + "
" + ], "text/plain": [ - "293" + " CID MolecularWeight SMILES \\\n", + "0 61347 124.18 CCCCN1C=CN=C1 \n", + "1 529334 138.21 CCCCCN1C=CN=C1 \n", + "2 2734161 174.67 CCCCN1C=C[N+](=C1)C.[Cl-] \n", + "3 118785 110.16 CCCN1C=CN=C1 \n", + "4 12971008 252.10 CCCN1C=C[N+](=C1)C.[I-] \n", + "\n", + " InChI Charge \\\n", + "0 InChI=1S/C7H12N2/c1-2-3-5-9-6-4-8-7-9/h4,6-7H,... 0 \n", + "1 InChI=1S/C8H14N2/c1-2-3-4-6-10-7-5-9-8-10/h5,7... 0 \n", + "2 InChI=1S/C8H15N2.ClH/c1-3-4-5-10-7-6-9(2)8-10;... 0 \n", + "3 InChI=1S/C6H10N2/c1-2-4-8-5-3-7-6-8/h3,5-6H,2,... 0 \n", + "4 InChI=1S/C7H13N2.HI/c1-3-4-9-6-5-8(2)7-9;/h5-7... 0 \n", + "\n", + " RotatableBondCount HeavyAtomCount \n", + "0 3 9 \n", + "1 4 10 \n", + "2 3 11 \n", + "3 2 8 \n", + "4 2 10 " ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(compoundDictionary)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'CID': 61347,\n", - " 'Charge': 0,\n", - " 'HeavyAtomCount': 9,\n", - " 'InChI': 'InChI=1S/C7H12N2/c1-2-3-5-9-6-4-8-7-9/h4,6-7H,2-3,5H2,1H3',\n", - " 'IsomericSMILES': 'CCCCN1C=CN=C1',\n", - " 'MolecularWeight': '124.18',\n", - " 'RotatableBondCount': 3},\n", - " {'CID': 529334,\n", - " 'Charge': 0,\n", - " 'HeavyAtomCount': 10,\n", - " 'InChI': 'InChI=1S/C8H14N2/c1-2-3-4-6-10-7-5-9-8-10/h5,7-8H,2-4,6H2,1H3',\n", - " 'IsomericSMILES': 'CCCCCN1C=CN=C1',\n", - " 'MolecularWeight': '138.21',\n", - " 'RotatableBondCount': 4},\n", - " {'CID': 2734161,\n", - " 'Charge': 0,\n", - " 'HeavyAtomCount': 11,\n", - " 'InChI': 'InChI=1S/C8H15N2.ClH/c1-3-4-5-10-7-6-9(2)8-10;/h6-8H,3-5H2,1-2H3;1H/q+1;/p-1',\n", - " 'IsomericSMILES': 'CCCCN1C=C[N+](=C1)C.[Cl-]',\n", - " 'MolecularWeight': '174.67',\n", - " 'RotatableBondCount': 3}]\n" - ] - } - ], - "source": [ - "pprint(compoundDictionary[0:3])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IB88yaRv1Yn-", - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "### Data Table\n", + "compound_data = []\n", + "properties = [\"InChI\", \"IsomericSMILES\", \"MolecularWeight\", \n", + " \"HeavyAtomCount\", \"RotatableBondCount\", \"Charge\"]\n", "\n", - "We can display the dictionary as a data table, but we will only do this for the first 25:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "id": "pyCSkrra1Yn-", - "outputId": "03b86ffb-4d3f-4ee8-be08-a343b7276118", - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CID Charge HeavyAtomCount InChI IsomericSMILES MolecularWeight RotatableBondCount \n", - "61347 0 9 InChI=1S/C7H12N2/c1-... CCCCN1C=CN=C1 124.18 3 \n", - "529334 0 10 InChI=1S/C8H14N2/c1-... CCCCCN1C=CN=C1 138.21 4 \n", - "2734161 0 11 InChI=1S/C8H15N2.ClH... CCCCN1C=C[N+](=C1)C.[Cl-] 174.67 3 \n", - "118785 0 8 InChI=1S/C6H10N2/c1-... CCCN1C=CN=C1 110.16 2 \n", - "12971008 0 10 InChI=1S/C7H13N2.HI/... CCCN1C=C[N+](=C1)C.[I-] 252.10 2 \n", - "2734162 1 10 InChI=1S/C8H15N2/c1-... CCCCN1C=C[N+](=C1)C 139.22 3 \n", - "11171745 0 15 InChI=1S/C8H15N2.C2N... CCCCN1C=C[N+](=C1)C.C(=[N-])=NC#N 205.26 3 \n", - "11424151 0 13 InChI=1S/C8H15N2.CHN... CCCCN1C=C[N+](=C1)C.C(#N)[S-] 197.30 3 \n", - "11448496 0 11 InChI=1S/C8H15N2.HI/... CCCCN1C=C[N+](=C1)C.[I-] 266.12 3 \n", - "304622 0 10 InChI=1S/C8H14N2/c1-... CCCCN1C=CN=C1C 138.21 3 \n", - "2734236 0 11 InChI=1S/C8H15N2.BrH... CCCCN1C=C[N+](=C1)C.[Br-] 219.12 3 \n", - "11160028 0 10 InChI=1S/C7H13N2.BrH... CCCN1C=C[N+](=C1)C.[Br-] 205.10 2 \n", - "20148470 0 10 InChI=1S/C8H14N2/c1-... CC(C)CCN1C=CN=C1 138.21 3 \n", - "11245926 0 13 InChI=1S/C8H15N2.Br2... CCCCN1C=C[N+](=C1)C.[Br-].BrBr 378.93 3 \n", - "87560886 0 12 InChI=1S/C9H15N2.BrH... CCCC[N+]1=CN(C=C1)C=C.[Br-] 231.13 4 \n", - "87754289 0 12 InChI=1S/C9H17N2.BrH... CCCC[N+]1=CN(C=C1)CC.[Br-] 233.15 4 \n", - "2734168 1 11 InChI=1S/C9H17N2/c1-... CCCCN1C=C[N+](=C1C)C 153.24 3 \n", - "5245884 1 9 InChI=1S/C7H13N2/c1-... CCCN1C=C[N+](=C1)C 125.19 2 \n", - "53384410 0 13 InChI=1S/C8H15N2.Br3... CCCCN1C=C[N+](=C1)C.Br[Br-]Br 378.93 3 \n", - "87942618 0 11 InChI=1S/C8H15N2.BrH... CCC[N+]1=CN(C=C1)CC.[Br-] 219.12 3 \n", - "4183883 1 10 InChI=1S/C8H15N2/c1-... CCCN1C=C[N+](=C1C)C 139.22 2 \n", - "10313448 1 11 InChI=1S/C9H17N2/c1-... CCCC[N+]1=CN(C=C1)CC 153.24 4 \n", - "10537570 1 11 InChI=1S/C9H17N2/c1-... CCCCCN1C=C[N+](=C1)C 153.24 4 \n", - "11788435 0 11 InChI=1S/C8H15N2.H2O... CCCCN1C=C[N+](=C1)C.[OH-] 156.23 3 \n", - "15557008 0 10 InChI=1S/C8H14N2/c1-... CCCC1=NC=CN1CC 138.21 3 \n" - ] - } - ], - "source": [ - "# numbers in print statement indicate amount of space used\n", - "print (\"{:<10} {:<8} {:<16} {:<25} {:<40} {:<18} {:<4} \".format(\"CID\", \"Charge\", \n", - " \"HeavyAtomCount\", \"InChI\", \"IsomericSMILES\", \"MolecularWeight\", \"RotatableBondCount\"))\n", - "for compound in compoundDictionary[0:25]:\n", - " cid = compound[\"CID\"]\n", - " charge = compound[\"Charge\"]\n", - " heavyAtom = compound[\"HeavyAtomCount\"]\n", - " # only display first 30 characters of InChI\n", - " inchi = compound[\"InChI\"][0:20] + \"...\" \n", - " isomeric = compound[\"IsomericSMILES\"]\n", - " molecular = compound[\"MolecularWeight\"]\n", - " rotatable = compound[\"RotatableBondCount\"]\n", - " print (\"{:<10} {:<8} {:<16} {:<25} {:<40} {:<18} {:<4} \".format(cid, charge, heavyAtom,\n", - " inchi, isomeric, molecular, rotatable))" + "for cid in id_list[:25]:\n", + " try:\n", + " response = requests.get(\n", + " f\"{BASE_URL}cid/{cid}/property/{','.join(properties)}/JSON\"\n", + " )\n", + " sleep(.25)\n", + " response.raise_for_status()\n", + " data = response.json()\n", + " compound_data.append(data[\"PropertyTable\"][\"Properties\"][0])\n", + " except requests.exceptions.RequestException as e:\n", + " print(f\"Error fetching properties for CID {cid}: {e}\")\n", + "\n", + "# Convert results to a DataFrame\n", + "df = pd.DataFrame(compound_data)\n", + "df.head()" ] }, { @@ -542,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": { "id": "ATlQDzLz1Yn_", "outputId": "67dfcb80-0a00-48d5-e6a9-d8e13f38a061", @@ -560,7 +500,7 @@ }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", 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", 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", 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", 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" ] @@ -638,10 +544,10 @@ } ], "source": [ - "# we will only do this for the first five:\n", - "for cid in id_list[0:5]:\n", + "# Print the first 3 result images\n", + "for cid in id_list[:3]:\n", " try:\n", - " response = requests.get(base_url + \"cid/\" + str(cid) + \"/PNG\")\n", + " response = requests.get(f\"{BASE_URL}cid/{cid}/PNG\")\n", " sleep(.25)\n", " response.raise_for_status()\n", " img = response.content\n", @@ -652,8 +558,9 @@ " continue\n", "\n", " print(cid)\n", - " img = mpimg.imread(str(cid) + \".png\")\n", + " img = mpimg.imread(f\"{cid}.png\")\n", " plt.imshow(img)\n", + " plt.axis(\"off\")\n", " plt.show()" ] }, @@ -668,18 +575,14 @@ "source": [ "## 2. PubChem SMARTS Search\n", "\n", - "Search for chemical structures from a SMARTS substructure query.\n", - "\n", - "### Define SMARTS Queries\n", - "\n", - "View pattern syntax at SMARTSPlus.\n", + "We can search for chemical structures from a SMARTS substructure query using the `fastsubstructure` endpoint. Pattern syntax can be viewed at SMARTSPlus.\n", "\n", - "Note: These are vinyl imidazolium substructure searches" + "In this example, we use vinyl imidazolium substructure searches." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "id": "PLuQeQQF1YoA", "pycharm": { @@ -701,14 +604,12 @@ "id": "C1NSconw1YoB" }, "source": [ - "Add your own SMARTS queries to customize. You can add as many as desired within a list\n", - "\n", "### Perform a SMARTS query search" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": { "id": "fOvq-zJb1YoB", "outputId": "96cb1b7a-8167-4e70-eb9b-3070e68afd6a", @@ -716,80 +617,63 @@ "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1024" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "combinedList = []\n", "for smarts in smartsQ:\n", " try:\n", - " response = requests.get(base_url + \"fastsubstructure/smarts/\" + smarts + \"/cids/JSON\")\n", + " response = requests.get(f\"{BASE_URL}fastsubstructure/smarts/{smarts}/cids/JSON\")\n", " sleep(.25)\n", " response.raise_for_status()\n", " data = response.json()\n", " combinedList += data[\"IdentifierList\"][\"CID\"]\n", " except requests.exceptions.RequestException as e:\n", " print(f\"Error fetching substructure for SMARTS {smarts}: {e}\")\n", - " request = None" + " request = None\n", + "\n", + "# Get number of CIDs found\n", + "len(combinedList)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "945" + "[2881855,\n", + " 23724184,\n", + " 2881236,\n", + " 2881558,\n", + " 2881232,\n", + " 2881324,\n", + " 2881449,\n", + " 2881640,\n", + " 24766550,\n", + " 87560886]" ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(combinedList)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2881855,\n", - " 23724184,\n", - " 2881236,\n", - " 2881558,\n", - " 2881232,\n", - " 2881324,\n", - " 2881449,\n", - " 2881640,\n", - " 24766550,\n", - " 87327009,\n", - " 87560886,\n", - " 87575063,\n", - " 121235111,\n", - " 2881597,\n", - " 2881807,\n", - " 23724198,\n", - " 132274871,\n", - " 1552916,\n", - " 1912201,\n", - " 2264809,\n", - " 46178576,\n", - " 86657882,\n", - " 129850195,\n", - " 129852976,\n", - " 129853221]\n" - ] - } - ], - "source": [ - "pprint(combinedList[0:25]) # display 25" + "# Print first 10 CIDs\n", + "combinedList[:10]" ] }, { @@ -806,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": { "id": "mJvsvRSH1YoC", "outputId": "13fd1f50-1d3c-4550-e8b6-2a10077339f6", @@ -816,46 +700,110 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'CID': 2881855,\n", - " 'Charge': 0,\n", - " 'CovalentUnitCount': 2,\n", - " 'HeavyAtomCount': 21,\n", - " 'IUPACName': '1-(3,4-dimethoxyphenyl)-2-(3-ethenylimidazol-1-ium-1-yl)ethanone;bromide',\n", - " 'InChI': 'InChI=1S/C15H17N2O3.BrH/c1-4-16-7-8-17(11-16)10-13(18)12-5-6-14(19-2)15(9-12)20-3;/h4-9,11H,1,10H2,2-3H3;1H/q+1;/p-1',\n", - " 'IsomericSMILES': 'COC1=C(C=C(C=C1)C(=O)C[N+]2=CN(C=C2)C=C)OC.[Br-]',\n", - " 'MolecularWeight': '353.21'},\n", - " {'CID': 23724184,\n", - " 'Charge': 0,\n", - " 'CovalentUnitCount': 2,\n", - " 'HeavyAtomCount': 17,\n", - " 'IUPACName': '1-(5-bromothiophen-2-yl)-2-(3-ethenylimidazol-1-ium-1-yl)ethanone;bromide',\n", - " 'InChI': 'InChI=1S/C11H10BrN2OS.BrH/c1-2-13-5-6-14(8-13)7-9(15)10-3-4-11(12)16-10;/h2-6,8H,1,7H2;1H/q+1;/p-1',\n", - " 'IsomericSMILES': 'C=CN1C=C[N+](=C1)CC(=O)C2=CC=C(S2)Br.[Br-]',\n", - " 'MolecularWeight': '378.08'},\n", - " {'CID': 2881236,\n", - " 'Charge': 0,\n", - " 'CovalentUnitCount': 2,\n", - " 'HeavyAtomCount': 19,\n", - " 'IUPACName': '1-(3,4-dichlorophenyl)-2-(3-ethenylimidazol-1-ium-1-yl)ethanone;bromide',\n", - " 'InChI': 'InChI=1S/C13H11Cl2N2O.BrH/c1-2-16-5-6-17(9-16)8-13(18)10-3-4-11(14)12(15)7-10;/h2-7,9H,1,8H2;1H/q+1;/p-1',\n", - " 'IsomericSMILES': 'C=CN1C=C[N+](=C1)CC(=O)C2=CC(=C(C=C2)Cl)Cl.[Br-]',\n", - " 'MolecularWeight': '362.0'}]\n" - ] + "data": { + "text/html": [ + "
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CIDMolecularWeightSMILESInChIIUPACNameChargeHeavyAtomCountCovalentUnitCount
02881855353.21COC1=C(C=C(C=C1)C(=O)C[N+]2=CN(C=C2)C=C)OC.[Br-]InChI=1S/C15H17N2O3.BrH/c1-4-16-7-8-17(11-16)1...1-(3,4-dimethoxyphenyl)-2-(3-ethenylimidazol-1...0212
123724184378.08C=CN1C=C[N+](=C1)CC(=O)C2=CC=C(S2)Br.[Br-]InChI=1S/C11H10BrN2OS.BrH/c1-2-13-5-6-14(8-13)...1-(5-bromothiophen-2-yl)-2-(3-ethenylimidazol-...0172
22881236362.0C=CN1C=C[N+](=C1)CC(=O)C2=CC(=C(C=C2)Cl)Cl.[Br-]InChI=1S/C13H11Cl2N2O.BrH/c1-2-16-5-6-17(9-16)...1-(3,4-dichlorophenyl)-2-(3-ethenylimidazol-1-...0192
\n", + "
" + ], + "text/plain": [ + " CID MolecularWeight SMILES \\\n", + "0 2881855 353.21 COC1=C(C=C(C=C1)C(=O)C[N+]2=CN(C=C2)C=C)OC.[Br-] \n", + "1 23724184 378.08 C=CN1C=C[N+](=C1)CC(=O)C2=CC=C(S2)Br.[Br-] \n", + "2 2881236 362.0 C=CN1C=C[N+](=C1)CC(=O)C2=CC(=C(C=C2)Cl)Cl.[Br-] \n", + "\n", + " InChI \\\n", + "0 InChI=1S/C15H17N2O3.BrH/c1-4-16-7-8-17(11-16)1... \n", + "1 InChI=1S/C11H10BrN2OS.BrH/c1-2-13-5-6-14(8-13)... \n", + "2 InChI=1S/C13H11Cl2N2O.BrH/c1-2-16-5-6-17(9-16)... \n", + "\n", + " IUPACName Charge HeavyAtomCount \\\n", + "0 1-(3,4-dimethoxyphenyl)-2-(3-ethenylimidazol-1... 0 21 \n", + "1 1-(5-bromothiophen-2-yl)-2-(3-ethenylimidazol-... 0 17 \n", + "2 1-(3,4-dichlorophenyl)-2-(3-ethenylimidazol-1-... 0 19 \n", + "\n", + " CovalentUnitCount \n", + "0 2 \n", + "1 2 \n", + "2 2 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "smartsList = []\n", "properties = [\"InChI\", \"IsomericSMILES\", \"MolecularWeight\", \n", " \"IUPACName\", \"HeavyAtomCount\", \"CovalentUnitCount\", \"Charge\"]\n", - "# demo for first 5 CIDs\n", - "for cid in combinedList[0:5]: \n", + "\n", + "# Demo for first 3 CIDs\n", + "for cid in combinedList[:3]: \n", " try:\n", - " response = requests.get(\n", - " base_url + \"cid/\" + str(cid) + f\"/property/{','.join(properties)}/JSON\"\n", - " )\n", + " response = requests.get(f\"{BASE_URL}cid/{cid}/property/{','.join(properties)}/JSON\")\n", " sleep(.25)\n", " response.raise_for_status()\n", " data = response.json()\n", @@ -863,7 +811,9 @@ " except requests.exceptions.RequestException as e:\n", " print(f\"Error fetching properties for CID {cid}: {e}\")\n", "\n", - "pprint(smartsList[0:3])" + "# Convert results to a DataFrame\n", + "df = pd.DataFrame(smartsList)\n", + "df.head()" ] }, { @@ -877,7 +827,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": { "id": "3nak7x2y1YoC", "outputId": "e3ef4b1d-9c33-464a-ac8d-adfb475b8fee", @@ -895,7 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", + "image/png": 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", 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", 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", 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", 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", 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+QfECJzk0lzu5LkhFqlyrlxiBU+z7quiUkcG3sPHQzz97qWtXPzVuHKCkJGud8is3nn3hJLevx+VOrgtSsVSuTGXGc9LgJIdbnPieoLNm+ah+fY2aNg3Qv28gYKlTrOXGsy+c5FDdCWNSEtgxmwpO6jqdPeuhadMSaMuWDEpMtIeTFcBJDtWdXNeSihW39wvLAqf4nZo00WjnTvMClFPrySrgZK6TK4KUHpWl99UKnOSAkxxwkgNOznNyRZAya65ANMDJXU5XrxJt2+ahQYOS6dVXE2jXLk/o+fnzvXTvvUm0YYOHMjPNc4oWOMkBJzmQOGEyqvcL64VbnbKzic6fJ/rhBy/NmeOjjRu9dOpUTqr5sWNe+vFHH/36q4cCAfOcogVOcsBJXyclg1RBEdqqvls4yeEGp127fLR0qZe2bPGKIGUHJz2Akxxwig4ls/sKitBWXVHASQ53OGn0zTcJlJBAVLduwCZO8QMnOeAUHUoGKTPXrYoGOMmhulOjRhqdOOGhpUt9lJVF1L59bFeqqteTXsDJuU5KByk7Vjac7OU0Y8YM+uCDD+IspRaXlO+rn36aSampuYPQkCHZtGKFj3bu9NDixT66ciUQU7efm89dNMDJuU5KBykACuLQoUN07NgxSkhIoJ49e8ZRUnleaS/fV4sVu7GVVK2aRr16+Sk5OSdhgpMoYh2bAkB1lAtSblzKHk7Rs23bNsrOzqY+ffrQuHHj4jxOdlROPp9GXboEyOcj2rTJS0ePRpe/5PZzByf1nZTO7oumAs2qbDjZz2nTpk2UlZVFbdu2tcSJW1OdO/tp4EA/eTzc2pIfl3L7uTPiOHCyb5egEkFK7xRJPcqDk3llxFLeypUrKTMzk2655RbLnJo312jMmGxq0EAjbyH/iTh35pWhd3lwig8luvsiRXeZZml+2+hxtQAnezrxfosXL6Y6depQ/fr1pcuI16lYMaLWrTXavDmDKlXSqGhREoGpenWNZs++LlaaqFpVy/eWHDh3cFLdSemWVCRkKi3vNvFcDei1ND2cjHdavXo11axZk2rXrp1r3zfeeEMEMCOcePyJAxPffqNkSRJzpHhzXkS2Zk1NPM+BLNiiskM95QVOcPKY7KR0kNITq2dcRwJOsTnx3+vWraPU1FQRqIIcP36cli5dSgcPHrTAKWe5pLNnyTKccO7sAJzMd0KQkriSiOUKQy/gpJ8T/+PwOBQnTdSoUSMUpAKBAP3www/UrFkzqlWrlqlOOV5EI0Yki2WSeI2/gvY1yynWbWIBTnJ4XOqEIAVcw9WrV+nbb7+lXr16Ubly5ULPc5D66quvqEOHDnTTTTeZ7sX/q337+mnPHo+Y4AsAUCxIGdHcjbdMOJmzfzRlcpCaP38+9ejRg8qWLSue45YVd/XxxN6GDRtSlSpVLKmn227z0969Xtq9O/K/pNvPnVn7G1EmnOJDiSBlRFM23jLhZM7+0ZSZkZFBy5Yto44dO1Lp0qXFc5cvX6bly5eL50qVKkU+n8+SeurSxU+HD3vpwIHYu0/0djJ6fyPKhJNznZQOUlah+oClSk4cjE6cOEGJiYlUtWpVSvp3rvelS5dEkOrWrRsVL17cEjf+365albP/NLp82UMnTpBtsMO5ywuc3OWEIBUHVsy+Lgw4RebkyZO0ZcsW6tq1a6i1xMsiXbhwgTZu3EidO3emYpwDbiHNmwdESjovlWQX7HDu8gIndznZ57/BwisFPa844GRuWbLl8LjT+vXrqXfv3iJIMWlpabRnzx7RsqpWrZpYbNZMp7y0bctBSqPVq//zb4lzZ25ZcLJfK83RQUqvK4X8Zl/rVZZe5cApdqcjR47QqlWr6M477wwFo127dok5U0OGDCGv12t5PXXqFKCkpLdp2bLuBZZlppNsWXqVAyf3OSkdpIysID1OJpzs4bR7925KT0+n5s2bizGp4OsHDhygrVu3Ut++fXWdSS/jFAmOnVWrlqeaNSvTmjVrRGq81U6FASc54BQ7ygQpVfpfjcaNTvv27ROJEy1atAg9d/ToUbp48aLI8qtUqdINDlbVE6fA83JN3DWZ90vEjecuFuDkXCelgxQA+bF3716RxdeyZcvQc9yC4sSJ8OfsAI+P1a1bV3RD2jE7CwCzUTJI8T93pDXbIm2X3/5wUsOJu8x27twpglS7du1Cz3NGH99Pqn379qY7FUT16tWpQYMG4lYi7F5QmaqfOzi520npIMXNWJnum3jWnYKTM5x4nb7k5GSxoCxP1pW5n5TRTgVRpEgRqlChgmhN/fzzz3Tt2jXLnWSBE5yMQMkgBUD4bTkqVqwo1uTjfyS+4uPVznkh2Xr16omsPjvBjjypmOdtrVixQoylAeBm7PUfCoDOcLceLybLNzkMD1y8CrqeK57rCU8q5tvaF9SSAsAtIEgBJeEWEy8oe+jQIbGYLE/WLeh+UnaCu/waN24s7m3FGYg8dgaAW0GQimMA0KzsKzhFfxy/3y8CFHeflS9fnsqUKSNe54w+DlLcigremdcsJ9lteV1BDqo8p4vXG+RAZbWT0cBJ/+NoijghSMUxAGjWPAM4RX8cbn0sWLCAOnXqJOZBMdyymjt3Lt1222257idlllM02/LvvIQTrzfIwdYOTkYCJ/2P41HECUFKodWCjcZJThykFi9eLNLOOXGC4fEdvgNv+P2kzHSKBk7oYM8dO3aIJZ3s4KQ3cJJDc7mT64JUpMq1eokROOnrxF163EXGyx7Vr18/lHrO95P66aefxNyo8HR0O9YTl9G0aVM6c+YMnT59OqoECiefOz3KjWdfONnPyXVBKpbKlanMeE4anOSQ3Ze79fhOu5wlx+NRPE8qONbTpk0bkTDByQlmOsVSTzxfqkSJEiINnW81YgenWIGTHHDSIUjxDeJ4JWlevoUP8s0339wg9+KLL4o1yFJSUqhXr15iWZpwzp07Rw888ACVLFlSrJ02YsQIW88HseMaV3DKn/Pnz4tJvDweFby5IcPdfp988on4XFpJpMVsuaXELaa8SRK8bBNPOuZuPzOd7ACc5FDdKeogdeXKFbFQ5+TJkyO+/uabb9I777xD77//Pq1du1Zczfbp00d0tQThALV9+3ZauHAhzZs3TwS+kSNHkp1xe7+wk5x+/fVXcVsOvkDiIGUHp/yWoQm6/etf/xL/J/z/E06HDh3o+vXrtGHDBlOc7Aac5FDZKeq7vPXr10888pN6++236YUXXqABAwaI5/jKlbOruMU1bNgwsY7a/PnzxURF7nph3n33Xbr99tvpr3/9q2ih6Q17xRvZ9b5agZNxThyklixZIj5TerwnPZzywvvzBR+v0P7aa6+Jbsl//OMf1KhRoxu2456IwnoaVDl3eYGTHCo76XMr0n/Dkw+575yvYIPwADUPVPMsfw5S/JO7+IIBiuHtOZuJW16DBg26oVy+kuRHkGjnjZjRHI72pMLJOKfWrVuLljwnSfCNDe+44w5q0qQJFS1a1DKnvPDagfy/wHcG7t+/P7Vq1Uos0xR05HleHLQ4+YNveR/+/2KUU2G49fMULXDSt6Wla5AKDu4G56UE4b+Dr/HPYEpwSCIhQaQE5zc4PHHiRHrllVfIzqjeL+wkJ/588YUP3+iQWyHcnXz48GERqPK2VMxyYnhVc/6Mc1ckJ3ZwF3jDhg2pS5cuYtkmvlDjpA++rT0HsVOnTolJx7yOX7Nmzchq3Pp5ihY4yWFY4oQVjB8/XnzhBB98w7pYI7RVfbdwMteJs/d47JOTfHieEY99Llu2TEyM5SSFvHe9jcXpwgXuPfAQD7cWpsYB6fjx46K3YNq0aSJ5iIPT2LFjQwvd8md7//79ogXI3eQcUO+///6IAUrlc6cncHKukyEtqcqVK4uffAXI2X1B+O/gzeV4G85iyjuvhf9pg/vnhVOIg2nE8UZoq64o4GSNE3f98YMTDzg4fPzxxzRp0iQRAHi1cZky89tm9mwfvf9+Av3jH9epSRPe7sZt+P87eE+r9957TwSqP//5z+JWHNy1F/wC4G04eYIDKU9E/uyzzyLeMbgwp8JeMxI4yQEnC4MUr4XGgWbRokWhoMTjR3z1OHr0aPF3x44d6cKFC+JLg788GF4ZgP9JZW5AJ4sRA+bxAifrnHjMh7vWeIzqueeeE11/PFbFSw8Z6bRrl4f+/Ofn6MCBdfTEE0+IMVdeky9YFo89caIHT8PgRWXvvfde6t69u9jGKCcjgZMccJLHo0XZluMsI85ICv7j/+1vfwstM8O3P+CrxDfeeENcsXLQ+uMf/yjWH+N5HsEJlJwdyK0rHtzmq8ZHH31UDAxPnz5dyoEDHydkcN89z7UCQAa+EOJuN+7y46QFvoU8J+T813/9l/gsy9xbiv9bJk1KoBUrvLRzp5dOnfJQnToa1aoVoNdfz6J69XL+nfx+ou+/99G8eT5q23Y/tW+fLnoXwtcM5G5IvmfU559/Tg8++KDo1uPs1vDVMABQFf4e5/8J7uYu6Hs86pbU+vXrRVAKwn3qzPDhw2nq1KniKpVTa3neE7eYuN+dU87DZ/hzt8uYMWOoZ8+e4oth8ODBYm4VAEbCnzXuYuMWC8OrOfAFF38+eZyTP9cyAaJRowAlJHB5vLqFlzp18ovgVKJEToA6f55oxQofbdniodatA9S5cw1q2DD3tSAnRvCFG7eieMFb7mHghI9ourUBcANRt6TsQEEtqWiarGY1b+FkTyduVfG0iX/+85+ilcVdf8HWjMxxPvoo75iURqdPe2j7di/98IOPKlbU6NFHs6lMmZztOVeDpzvt2bOBFi36UayMwWsLcldfNODcwUkFJ9mWlCOy+6LBbnMBoj0OnPTfNj+4dc8JFNxFzS0Z7gX48svZFDYlr8Dj+HxcRk6Lirl+3UP/+lcCffBBAjVrFqBnnskdoDgLcP16Lw0b9pBY6oi7+KINUIU5xbNtPMBJ/+O42Um5lpTeVxx6lAcn5ziFZ9i98EIybdvmo7lzr0vsl/MIHq5Hj2Rq3jxATzyRTTfdlFMmv8bl79vnpRkzEmj1ai99+uk14juFsKdVV9WqnDs4OdfJsDEpOxKpcmQqLb9t9Dh5cHKOU3Afn89HY8dm0/LlGnXuXIRWrMgIBaBIx+M/w5/65JNMKlJEo9Klcz//2WcJtG6dl2rW1Ojvf8+kMmW8odZXtI7h4NzBSSUn13T3BYll/ks8jUq9lqaHk7VOFSrwoq4BevjhbHr66UQ6d07eqUYNjXgxleDC61zua68l0sGDXmrXLkC33eanatU00U0YjVN+4NzBSXUnpYOUntixRxROxjlxIHnooWw6ftwrUsmZrCyiM2c4rdxL69d7KD39P88fPuyh+fO9dPZsTup5OKdO5QSvW24JUIsWfBWqTj0ZDZzkUN0JQUriSiKWKwy9gJM1TrzO61dfXRctK+bKFRIp5ffck0wvv5woJulmZ+c8z5l8Q4fyWJZXPBde7rvvZtEjj2SLQBWvkx644dzpAZzs46TEmBQA5uGhJUt8olWUkJBNdeva7yoWAJVQoiVlRHM33jLhZM7+RpRZ+P4emjbNR7Nm+cTEXXs4mV8mnMzZ3y1OSrekjGjKxlsmnMzZ34gyC95fE1135897aPVqH/ECFcG5UNY5WVMmnMzZ3y1OSrekrEL1AUu9UM2pffsAVa6s0fHjHlq40EeHDnkKvVWH0U5GASc54GSckxItKauwYvZ1YcDJeCdOJU9M1GjNGh9t3OilzMycFSWsdDIKOMkBJ+OcHN2S0utKQc8rDjip75SUpNFjj2XTwIHZIkCtX+8jTfvPPx/qydxy9CwLTvZrpTk6SOl1pZDf7Gu9ytKrHDjZx4lvz9G3b4Duuy/bNk7RlgMnuXLgZKyT0kHKyArS42TCSV0nXtaoSZMADRvmp9TUgFgB3WqnaIGTHHCytntRmTEpVfpfjQZOsTnxbZ5q1CCxsjkvHpuSkjPhl1c7Hz06m86c8VBqqtySR3o52QE4yQEnl6+CDgAAwFm49n5SDMfdvLE3UizOLz4bNdENTmo58Tp9vHafnZxkjw0nONndSekgxc3YvE3ZaJaXN2qiG5zUcvrwwwRxSw87OckeG05wsruT0kEKADPguVHhC8oCAPQHQQoAAIBtQZACAABgWxCk4hgANCsxEk76HwdO+m8bD3DS/ziaIk4IUnEMAJo1zwBO+h8HTvpvGw9w0v84HkWcEKQUWi3YaOAkB5zkgJMcmsudXBekIlWu1UuMwMm5TpGw2smO9QSn2Pf1uNzJdUEqlsqVqcx4ThqcnOq0j4jm28zJjvUEJ1ngdCOuC1KqrHEFJzs4cYAaG/Ve7qun2ICTHKo7IUhJ4vZ+YVngJAec5ICTHCo7uSJI6VFZel+twAn1pCdwkgNOznNyRZAyozkc7UmFkxxwkgNOcsDJeU6uCFJmoHq/sF7ASQ44yQEn9Z2UDFIFRWir+m7hpKaTVTitnuAkd1w4uSRIFRShrbqigJOaTlbhtHqCk9xx4eSSIGWH6B8JOMkBJzngJAecnOukdJCyOvpHAk5ywEkOOMkBJ+c6KR2kAAAAOJ8EUgxusspeEUSzLZw80d2yNjOTPCdOkOf8eSK/nzSfjyglhbSKFYnKlePLNnOdYgROcIKT+U5KByk3LmVvO6fMTKIjRyhh0iTyLVlCdPEiUbFiFGjQgPzDhpF/yBCixMQbApXr6ilG4KT/ceBk3y5BJYKU3tFdj/Lc7ORdtowS33yTKC2NMqdMoUD9+uTZv58S5s2jpCefpMysLPIPGEBUpoyr6wlOcIKTS4JUpMqRqbT8ttGjst3q5Nm5k7yrV5Pn8GHKGjuWAjffnNPNV6YMZaekiACW8Pe/U6BLF/GcW+sJTnCCk8sTJ2QqLe828aRg6rU0vdOdPGlp5Dl+nDeiQIsWREWLEiUkiEBF5ctToG5d8u7fn9MFmJVlilNh4NzBCU5kSyelg5Tq8wds63TpEnmuXCHyekkrXz7XuJPGwYqTJvj169dFQoUpTgZw8uRJOnv2rFrnzmbASQ7VnZTo7tOL/K4kYrnCcK1T8MF/Z2fn/rDy75xU4fXm2s5wpxj3zQu/l8zMTLp69SotX76c9uzZQ6VLl7bUKVrgJAec7OOElhTQFS01lbSqVclz/Tp5Nm/OSUf/N55r18i7bRsFKlcWSROUlERO4tq1a/T1119T586d6bvvvqPBgwfTokWLrNYCQGmUaEkZkVkSb5luddKaNKFAhw6kLV1Kif/zP5RVuzYF6tUjz4ED5Js3j7w7dlDWH/9I2r/nSon9L1+mlBYtKGvcOPL37Uta7dq6OsW7P7eYli5dSnPnzqXU1FSaNm0aVa9enUqUKBFVK8zu5w5OcLJjhp9Hs2OHZiFcvHiRSpUqRWlpaVSyZEmrdUA4/EE9epS8K1eS76uvcrr2eCIvjz9xUKpRg7JHjxYtrlBLKiuLfN9+S96tW8VYFQcp/223iW2tIhAI0LFjx+ibb74Rn7MiRYpQvXr1qGHDhuLBf/v4fQEAYv4er1KlCqWnpxf4Pa5ES8oqrJh9bXsnDkRVqpC/Z08x/sTde5SRQZScnPN8p045LSUOXkESE8k/cGBOgNuxgzxHjpDvhx8o0LQpBdq0yckONKmesrKy6Pz587Rr1y7asWMHnTp1SvwDNWjQgDp16iT+qZQ9dxGAkxxwMs4JQSoO7PYBsI0TryZRsSL5hw+naPL3/IMGkadt25xW2OzZYs7VodKlqWj58lSsWDFK4TR2A+uJr+jOnDkjAhSPOZ04cYJ+85vf0M0330wVeTkng7HFucsDnOSAk3FOjg5SevVU6nnFoVdZrnHic8iPf5erVa9O/qFDyX/nneT7/HPq3K0b3XnPPTRkyBDq3r17aP+ghx5988GfU6dOpfnz51N2drYITpwYEUvZrjl3NikHTs52Ujq7T69Kym/2tV5l6VWOik7en36ilJo1KeGvf82Z4BskJYX8Dz1EOw8coNatW9P//d//UY8ePUR2HY8X6eV04cIF+uKLL0QiBHftvfjiizRnzhwawMs2xYhbzl28wCn2cjSFnFyTOKFK/6vrnM6fJ+/mzeRdtYp869ZRoHVr8vfoQYGuXXNNnOWut4MHD9Lq1avpypUrIoi0aNEi5jGiS5cu0cqVK0XWHge9/v37i8y9ChUqiKw929WTHc8dnKSBU+yJE1G3pHgS45133klVeS6MxyOyn8J55JFHxPPhj759++ba5ty5c/TAAw8IMZ4MOWLECLp8+TLFg90+AAycJChTRgSkQMeOFGjbVjy1Z+VKmjx5skhc8Pv9VLlyZWrWrJmYn9S+fXvx96ZNm2jevHm0cOFCMY4ke63F2/G+3Hrin2XKlKEOHTpQ165dqU6dOiJA2bKe4CQNnJzrpMuYFF/F8hXsY489RnfffXfEbTgoffTRR6G/k5OTc73OAYpbQfwFw9lUjz76KI0cOZKmT58ey3sATichgQK33ioevADtkQULaNbChZSYmEher5eqVatGRYsWFcHpnnvuoQMHDoggs3HjRjGHiceQGjduLJIb+LPG++SFt+HJuMePH6dly5bRzz//TE2aNBEtqKZNm1rytgEABnf3cSSePXs2DeT04bCWFPfz521hBdm5c6f4QuEviTacXkwkBqtvv/12MS+FW2jxzpMKvqVck0wjNG3za+4aNdENTvJO3AXw/PPP0+nTp2n06NHUtm1bca6Dc5N4u0OHDomW/T/+8Q8xd+mpp56i2rVri4AWPoeJW2Pcev/ll1/opZdeom7duomLIt7W6fUEJzg51cnSeVLcz89XtdyVcuutt9Jrr71G5XiFASIxpsBdfMEAxfTq1Utc/a5du5YGDRp0Q3nXr18Xj/A3VxCRKkv2uYKejwc4RefEFyHc5bdixQp6++23RdDhz8aDDz4Y2q5WrVpUs2ZNGjp0KM2aNYsef/xxEXjuuOOO0HbMl19+ST/++KMIeO+99564SEqIYu6VnesJTnBS1cmw7D7u6vvkk0/EmmZ//vOfRddKv379xNVscBA875wT/sIoW7aseC0SEydOFF9awQcPcAO14Q89Bya+mHnrrbfo4Ycfpm3bttFDnPG3cydlZGSIbfjihrv4+DP26aefirRxHmvq2bMnrVu3TqSu8999+vShSZMmiUm5/HlzSn88AG5H95bUsGHDQr/zYHfz5s2pbt26onXFXxyxMH78eBo7dmyulhQClfpwIClevLh4cCDiybxbtmyhGTNmiHGkVq1aUX2+66/HI1rt/ODliniVch6v+vbbb0VSBG/L3YHc6gIAOAvDJ/NyxlT58uVp3759Ikjx4Dd3u+Qd1OYxA34tEvwFlTf5ArgLHqvkzxFf8HCLiMeXuAuYs0K524+7kDlYcQuLAxW3wPhzxV2B3HJPctiK68B4NC1AgawMyji1j1drDHvFQ56EJEoqUZG8RUqQNwGfHaWDFCdD8M3hgvNZOnbsKBIrNmzYICZpMosXLxZzVTi92GqiGQA0a54BnHLgQMNB6p133hGTejkF/fPPP6ff/va31KVLFxGceBxr/fr1IumCp0rkd1yV6wlOksf0Z1Pm+RN07JsXcp7wcjcw3+vMS76U0lS21QAqVvNmSipdxdX1ZLVT1EGKr1y5VRSEJ1hu3rxZjCnx45VXXhHjAtwq2r9/Pz333HNi9WgeE2AaNWokxq14kPv9998XKehjxowR3YQymX1GE00FmjWuAacb4ekP/JniFhWPfXJyxJ/+9CfxGn+OCgpQRjnFexw46b+tLGVuHkwl63Wm5Aq1yX/9Cp347s909ucvyZOYLBWk3FJPVjhFHaT4KpWXpwkSHCsaPnw4TZkyRYwZfPzxx6K1xF8WvXv3pgkTJuTqruP78XBg4u4/HvjmoMZXx26deR0JOBUMe3CqObfGP/jgAzGNgbP/+MKIU8yt9LRTPQWBkwRBFS3AzSzyFSlG2Zd+pXObvqHzm+dSSrWmdP3X/VS6xR1UvGZrSixRIdfu107tocv7VlH6rqXkTUqh6ne8QEllqqlXT2SuU9RBihf5LGhq1YIFCwotg1tcVk3cjVS5unQdxHHS4BTbvnyBw118lSpVEp9LzvzkOVNWOtmxnuBUOJcPrKXrZw6QL7k4af4sun7uKJVs0I0SSlSgrIunKPvyGbFdqca3UUqlBuRNLn5DGYklKlLxOh0oqUwqeXwJ5CtaSol60gx0Un4V9FiIpXJlTnA8Jw1O8TlxsOL5UfzgKQ+8zp/VTgUBJ3s45T6YX4xRcYDin5wsoWVnisQKfo7HqZLKVKUS9TqL4OP1Jd5QRELR0uKRUqWhUvXksdjJdUEqFuzW1GbgJAec5HC7U/G6nahk/c6UXD5nTOrM6k/p4u5lVCzrGnmTi5LH66MiFevlG6CsxKP4uXP0rTrMxI6LxcNJDjjJASf+dvWKLr/iddqTNyGZ/NfSyX/1Qs5LvmQxbIV6MtfJFUFKj8rS+2oFTnLASQ446efE3XtXDm+iQPZ18qWUIl/RMkGZnDlUqCdTnVzR3We3uQIMnOSAkxxwkiO/bS/tWU7Xjm0VXXukEfkz0qlE/S6UXKEOZV8+a4mTnmg2dZLBFUHKDFTvF9YLOMkBJzniSgjweimhaCkq3aw/aVrO2qI5cNZofSpatYloSWVfOUfkz6LEYmX/3ZoyzskoPA52UjJIFXTVYNWcAzjBCU72ciKPT8x1qtT9N4WUUpeK127r2nrSLJ6npeSYVEEValVlw0kOOMkBJzng5FwnpYOU6tkuegInOeAkB5zkgJM8ygYpq6N/JOAkB5zkgJMccHKuk9JBCgAAgPNRLkhF02Q1q3kLJ/2PAyf9t40HOOl/HDc7KR2k7DYXINrjwEn/beMBTvofB076b6uak3JBSu/orkd5cDKvDL1xQz3Bybzy4BQfSgSpSNFdavmTfLbR42oBTtY46YEb6glOcLKbk9JBKtZKy7tNPF98MvvCCU5wghOcottX2SClJ27oktIDOMkBJzngJIfqTghSElcSsVxh6AWc5ICTHHCSA072cUKQAgAAYFuUCFJGNHfjLRNO5uxvBG6pJziZUyac4kOJIGVEUzbeMuFkzv5G4JZ6gpM5ZcIpPpQIUlbhllZAvMBJDjjJASd3OSFIxYFbWgHxAic54CQHnNzl5OggpdeVgp5XHHAytyw4mVuOnmXBydxy7OqkdJDS60oh1tnXsmXpVQ6cjCvHjfUEJ7ly4GSsk9JBysgK0uNkwsldfedOqyc4yQEnOZA44ZL+V6OBkxxwkgNOcsApdpQJUgCcPXuWrl27RtevX6czZ85YrQMA0AElgxQ3Y/M2ZSM1bfNr7ho10Q1O+jvxT7/fT5mZmTR37lw6cOAAnTp1ir766ivxHL+mx8RHp9cTnODkNCelgxQ3Y/M2ZSM1beNZdwpO9nDi1tP06dOpadOmtGHDBnr11Vfpww8/pL1791KTJk3oo48+omPHjpnqJPs8nOAEp8LxaHYctS6EixcvUqlSpSgtLY1KlixptQ6wgO3bt9OiRYto48aNVK5cORo0aBDVqFFD/O7z+UR33+HDh0Xr6vTp01SvXj3q378/tWjRwmp1AADlfI9XqVKF0tPTC/weTzDVCoA4yM7OFgHnhx9+oBMnTojn2rdvLwJQq1atKCUlhbzenM6BatWqUdmyZUWX3759+0SL61//+pdobfXu3ZsqVqxISUlJFr8jAEBhIEgB25OVlUUXLlyg48eP0549e2j9+vVUrFgxateuHXXs2JGqVq0asfuhaNGi1KNHD9Htxy2uZcuWiX35eQ5sHMjKly9PiYmJlrwvAEDhoLsvD1wdsv2r0WwLp+ideD9uCXEraNWqVfTtt9/S0aNHafz48dS2bdsbzn3wOBzUOMuvSJEiIgAFj83PrVu3jiZOnChaUt27d6fbbruNKlSoQMnJyYbUm1vPHZzgVNi2st19SiZOxEM0J9WseQZudnrzzTdpyJAh9PXXX9PgwYNp4cKFdOutt1KJEiXyPQ53B9avX59mzpxJGRkZodc5aHXr1o2+//57evjhh+nnn3+mAQMG0J/+9CcKBAJkBG4+d9EAJ/2P41HECUHKJSseOMmJEx4++OADatSokUiCmDRpEr3zzjsiOAWzkIIf9khO3MW3fPlyWrNmDY0aNYoWLFhA58+fz7Vv586d6bXXXqNPPvlEXMU1a9ZMHJPHr+LFzecuGuAkh+ZyJ9d19xnVBI6nXDjlwHOceNzo4MGDopuubt26InjUrl2bihcvHpUTd/nx+NPWrVvp0KFDouXFXYS9evXKtR23tPi4v/zyiwhQHBTr1KlDt99+u9insOPh3MEJTrHB3Xw8nozsvjzEOjZS2H7xnEQ3O3E3GwcKDiY7duwQgYIz9G666Sa69957Y3biIMdJFZwYwd17fEGzefNmkSHYsmVLkfnH2X3cBdi4cWPx4O7B3bt3065du8SxOGOQA2RBiRVuPndwgpMZTq5rSQH7wMsXXbp0SUy2nTx5skhsGDhwIHXp0oUqV66s+7yqOXPmiID17LPPigDEyROcth4Ot+KWLl0qJgTffffd4sGJFRzMuJUFANAH2cQJBClJzMqUcYNT8CPHk3FnzZolfr7++uvUr18/kR5ulBN3AXIa+29/+1sqXbo03XXXXSIIMXmduXXHq1esXLmSHnjgAeFWvXp13erbqefObOCkrhOClMNPoKpO3L3HrRlOhuDWUs+ePUWGHQen8HRxI5y4LD7+1atXxdgXB0juAhw+fDiNGTMmV0uJt+WWHXf9TZs2TQS3Dh060NNPP+3acxctcJLDrU4XEaTMxa0ftGjO2f79+0UqObdSbr75ZpEYkZqaGnEyrtHwskkceDhpgrsCebJvnz596JZbbqGGDRuGtrt8+TIdOXJErAXI2/FkYs4Y5DEsIz97djp3QeAkB5zkQOKEydjtA2Anpy1btogveU4tZ3gxWA4GPNZj1dJEnFDBD06M4PEmTlHn1dPnz58vAhanv3OCBWcVckDiNQF5wi9vt2LFCjp58qTYhhM8VD534cBJDjjJ4erEiYKuGqy6onCjE5fBwYlXiti5c6foznvsscdE0kJwjT2znQqCs/vYlQMQz8niMSvOAuTPGAcy7irkIMWTf3l8q3nz5iKlnQOd2bjx8wQntZzQ3Qcsh7/U+UP4yCOPiAQFXgzWCXCG39SpU+mtt96i0aNH0/333y/ma4UHVh7T4rEqnovFLS8AQHS4flkkO8ZetzpxZhxPpHVKPdWsWZNeeOEF0f3Hi9A++eSTNHLkyFzbcJo8twitxOp6igSc5ICTPMqOSTm5D1Y1J86ay697z471xK784O5JnlDMXX9551Pxe7La0+rjRwJOcsBJHmWDFAB6wGnyek8sBgDIo1x3XzRNVrOat3DKPU61du1aMVfJLk56HQdO+m8bD3ByrpPSQcqNS9k7yYnXzuM74/L8JLs46XUcOOm/bTzAyblOMQcpvlkcD4Dz6tC87hmvs8YLcobDEzV5oJnnlfAcE74HEA9Ah8OTI/v37y9WGeByxo0bJ768YkXv6K5HeXAyrwy9y4OTeWXoXR6cnOukS5DitFsOQHyfHr75HM8V4aviK1euhLZ55plnaO7cuWLOCW9/4sSJ0PpojN/vFwGK77jKd1v9+OOPRbrviy++GPObiBTdZSotv230uFqAE5zgBCc4mZw4wbPxw+Hgwi2hDRs2iDuecr47rx49ffp0kRHFfPTRR2JmPgc2XvuM75rKt2T48ccfqVKlSmJW/4QJE+j555+nl19+WbcVCGQqTc914vRaml51JxlQT3CCkzucDB+T4qDE8Kx8hoMVt67CbyzH66DVqFGDVq9eLf7mnzwxkgNUEF4zjSd28dpodsSO8wfgJAec5ICTHHAy3ykhniwtXhGab8PNa7ExvJwMt4T4NgjhcEDi14LbhAeo4OvB1/K77xA/gnBAM4L8rghiucLQC9WcjEK1eoITnGTL9SjuFHNLisemtm3bRp9//jkZDSds8DJIwQevnA0AAEB9YgpSfO+defPm0ZIlS8SN4ILwpEdOiLhw4UKu7Tm7Lzghkn/mzfYL/p3fpMnx48eLrsXg4+jRo4Y3d+MtE07m7G9EmXAyZ38jyoSTc510CVIswQFq9uzZtHjx4htWf27durVYSobvtBqEU9Q55bxjx47ib/65detWOn36dGgbzhTkBQb5lgiR4Fsk8OvhD6ObsvGWCSdz9jeiTDiZs78RZcLJuU66jElxFx9n7s2ZM0fMlQqOIXEXHK9txj9HjBhBY8eODd3i4KmnnhKBiTP7GE5Z52D00EMP0ZtvvinK4MU8uWwORk7CqmX1neZkR+xYT3CSA07ucooqSE2ZMkX87N69e67nOc2cb8fA8O0NeHFOnsTLyQ6cuffee+/lWpiTuwr5FggcvIoVKyZu3/3qq6+S07DbB8CuTnbEjvUEJzng5C6nBL37HPnmcJMnTxaPgm6F8N1330Vz6Jh9ZMvR64TqVZbqTnqhej3BCU6a4k5Kr92nVyXFOvtatiy9ylHJSS9Uryc4xV6WXuXAydrvAkcHKSMrSK+rDT2BkxxwkgNOcsBJDqNaVsoEKbt1QzFwkgNOcsBJDjg510npIAUAAEA9lAxS3IzN25SN1LTNr7lr1EQ3OMEJTnCCU3Qoefv4SM1Y2ecKeh5OcIITnOBkbtehki0pAAAAaoAgBQAAwLYgSAEAALAtCFJxDACaNZHV6U5m4fR6gpP+28YDnOzhhCAVxwCgWfMMnO5kFk6vJzjpv208wMkeTkpm90WL6mvS2cmJb+XCt2rJ795hVjjpDZzkgJMcmsudXBekIlWu1QsuusmJqVGjhmPqacOGDeJ+Z3zrmZEjR0qVp+q5gxOcrFiWyXVBKpbKlTnB8Zw0ONnLye/305UrV2jz5s2i1cf3POP7p+mFKvUEJziZ4eS6IBULdmtqO83p6tWr4t5iVtzUMtp6Ys8LFy7QwYMH6Z133qHU1FRxg06+63Q4165do8zMTFOczABOcsDJfCcEKUnc3i8cj9OsWbPEWFSPHj3E32Y7y9RTsOvhp59+EneeXrFiBU2aNInatWsn7pEWvg2zYMECWrVqlaFOZgMnOeBkrpMrsvv0SMXU+wPgBif+fdeuXdShQwdxd2ZujXDrhLvTrHKKRCAQoLVr14q7SU+fPp3atGlDS5cuFXeODm/9ZWRkiIDbqVMncdNO3n7JkiWGOEWLGz5PegAn5zl5NDtOeCmEixcvUqlSpSgtLY1KlixJdkDlK5l4OX78uDhXR48epe3bt9PGjRupT58+dMstt1DDhg0tdTt9+jTNmDGD9uzZQ23btqWbbrpJ3Dm6atWqoW2OHDkiEiiWL19OSUlJYrvatWtT9erVqVKlSkqfu3DgJAec5EhPTxf/Z/yzoO9xdPfphN0+AHZyqlatmng0aNBAdJ2dP3+eTp06RfPnzxcBq1GjRtSyZUtTfTlgcitv9+7dYgyKHbp160ZVqlShlJQU0bpiT/Y7fPgw/frrr1S8eHERVLnbki+SEhISlD934cBJDjjJ4erEiYKuGqy6ooATiaulfv36icfMmTPp22+/FZlzt956qwgMnObN2wTHgPR24v2zs7PFMbl7b/HixXTo0CF64okn6Pbbbyev1yuCEyd6nDt3jnbu3EmzZ8+mrKwsatKkCQ0dOpTq1Kmjq1M878Xtnyc4qe2kdJAqqEKtqmw45WbIkCHiwVl0U6dOFQkKo0ePpvvvv5+aNm0qjs9BQy8n/kfjYHPs2DF69tlnRUvorrvuorvvvju0DQeoS5cu0bZt2+jDDz8UQWrcuHFiDCq/ycduPHexHBdOcseFk4vGpKyO/pGA041wYOBECm7h/P3vf6cvv/xSPM/Bils4erFlyxb66quvRObeG2+8IZIjuOXm8/lC20yePFlk7XFq+aOPPkoDBw4UXXrBYIlzVzhwkgNOJL7HuXu9sDEpZYMUcB7cDXfmzBk6cOAArV+/XiQqPPPMM9S5c2cqX758TGVyq4i7FjlBgsfEuGuxVq1aVKxYMRGA+LO0cuVK+stf/kJdunQRGYi8XcWKFUUQs9sXCQCqIBuklOzuA86Eu9T4wRlzHER4nIqDDCctNG7cWCRXFC1aVHpSLreKuMuO08i55dS8eXNq0aJFaDIul71p0yY6ceIE9erVi9q3by+Ow/84AAB7oFyQiqbJalbzFk7ROVWoUIF69uwpWj08oZaDCScycLdgvXr1QuND+TlxVh5373FLjLsTBwwYIAIct775GJxZyK01ztzjDD9eS5DHqcK7/mJ57zh3cIKT/qC7D9geDjg8iZZbRsOGDaMRI0aIVhaPFUX6h+HU9t/85jdi7InHlXhb/phzwOLxpn/+85/09ddfU7NmzcSSR9zKAgCYi6vGpPSO7nqUByf9yuBt+MHjStyy4hbS73//e9E9x2NHebdlOCCFJzxw6+qXX36h8ePHU9euXUUQ4wm5/Fre4zu1nuAEJyc5uSpIxfPlZ2bTFU7xOXEGYLAr7/PPPxctJE4P59ZVQcydO1cENv68PPLII6IFVaZMGbF6RLxO0W6jJ3CCk5OdXB+kYiGeE2DUBwpON+7PgYqXKeI5Vty64vlP9913n5hoGww8HND27dsn0s55n3LlyomsPl5HkANUuIOK9QQnONndCcsi6QjmNNjHicvn1PDbbrtNJD3wSuTLli0Tq5fzh50TKzi1nAMUZ+5xggSPOfFisa1atSI74NZzFy1wkkN1J7SkgKPhVhSnqD/33HMibZ0TJfgz8emnn4rPyYQJE8RCsFbcywoAkD+YJwVcAd+nij/oHJR4LcB3331XLBjLKeXhSx4BAJyJEveTMqIxGG+ZcDJnfyaYoccTcjljj+dR9e/fP/R8tN0OqtaT3mXCyZz93eKkdJAyoj823jLhZM7+4fDq6TwexZNy81tJ3WwnvcqEkzn7G1EmnOJDiSBlFXYczoOTHHCSA05ywMk4JwSpOLBbRg0DJzngJAec5ICTcU6ODlJ6XSnoecUBJ3PLgpO55ehZFpzMLceuTkoHKd3y8COUE+tJgFPsZVlZjhvrCU5y5cDJWCelg5SRFaTHyYSTu/rOnVZPcJIDTnIgccIl/a9GAyc54CQHnOSAU+woE6QAAACoh5JBipuxeZuykZq2+TV3jZroBifjnYxAxXqCE5zs7qT0skiRmrGyzxX0PJzs72QEKtYTnOBkdyelW1IAAADUAEEKAACAbUGQAgAAYFsQpOIYADRr8B5O+h8HTvpvGw9w0v84miJOCFJxDACaNXgPJ/2PAyf9t40HOOl/HI8iTkpm90ULR3e7TWyDU2xOrxFRwFIjZ9STHYCTHJrLnVzXkorU3LR6iRE46edUlogq2MxJr3Lj2RdOcvvCyX5OrgtSsVSuTGXGc9LgJAec5ICTHHByhlNUQWrixInUtm1bKlGiBFWsWJEGDhxIu3fvzrVN9+7dxcHDH6NGjcq1zZEjR8TtvYsWLSrKGTduHGVnZ5NdsVtTm4GTHHCSA05ywMl8p6jGpJYtW0ZPPvmkCFQcVP7whz9Q7969aceOHVSsWLHQdo8//ji9+uqrob85GAXx+/0iQFWuXJlWrVpFaWlp9PDDD1NiYiK9/vrrZFfc3i8sC5zkgJMccJJDZaeogtT8+fNz/T116lTREtqwYQN169YtV1DiIBSJH374QQS1H3/8kSpVqkQtW7akCRMm0PPPP08vv/wyJSUlkR0rS+8PAJzkgJMccJIDTs5zimtMKj09XfwsW5aHq//DtGnTqHz58tS0aVMaP348Xb16NfTa6tWrqVmzZiJABenTpw9dvHiRtm/fHvE4169fF6+HP6LBjCuMaAcm4SQHnOSAkxxwcp5TzCnogUCAnn76aercubMIRkHuv/9+qlmzJlWtWpW2bNkiWkg8bjVr1izx+smTJ3MFKCb4N7+W31jYK6+8QnbGbk1ttzoFunYlz78vnmRxYz3FApzkgJO+TjEHKR6b2rZtG61YsSLX8yNHjgz9zi2mKlWqUM+ePWn//v1Ut27dmI7FrbGxY8eG/uaWVGpqakxNVav6buFkjpP/nnts52QEcIKT6k5xdfeNGTOG5s2bR0uWLKHq1asXuG379u3Fz3379omfPFZ16tSpXNsE/85vHCs5OZlKliyZ61EQBVWoVZUNJwOduNuAH4EAZ+bkfvBzcS4Po0w9GQyc5ICTgUGKIyoHqNmzZ9PixYupdu3ahe6zefNm8ZNbVEzHjh1p69atdPr06dA2CxcuFIGncePGUeoX7Go34GSg06VLlPDGG5Tcrx8VqV+fiqSmUnK3buT79FOi48etcTIYOMkBJ+c6Rd3dx11806dPpzlz5oi5UsExpFKlSlFKSoro0uPXb7/9dipXrpwYk3rmmWdE5l/z5s3FtpyyzsHooYceojfffFOU8cILL4iyucWkF1ZH/0jAySCnrCxK/MMfyLt1KwU6daLAqFGklShB3uXLKfHdd8lz6hT5+/UjrVkz85xMAE5ywMm5TlG3pKZMmSIy+njCLreMgo8vvvhCvM7p45xazoGoYcOG9Oyzz9LgwYNp7ty5oTJ8Pp/oKuSf3Kp68MEHxTyp8HlVAEhz7Rp59u4l36JFFKhdm/ydOpG/a1cRrPx33EGax0PeVavIu2GD1aYAAKNbUoU1BzmZgSf8FgZn/3333XdkBNEM8pk1IAgnA52uXiXPtm3kOXqUAmPH5rSWKuSs3qe1b0+Bm24SLSzvjh3k51VNEhLcWU9wgpODnJReuy+aCjSrsuGk/3FC22ZkkPfAAfGrVrMmaaVL59pOq1OHPH4/ec6eFQHNFCeDgZP+x4GTfbsElQhSeg/46VEenMwrQ2TwFfRalMdQtp50Lg9O5pXhBielg1Sk6C5Taflto8fVApxMckpJoUD9+jll7d1LnnPncm3n3bOHNK+XtHLliMLWlzTUSaK8aIETnFR3ct1ND2UqLe828fS3yuwLJwOcihUjrWVL0lJTRfIElStH/iJFiDi7b80a8u7aRYEGDSjQogVn7ZjjFEW5+QEnOLnBydVBSk+snnEdCTj9m6QkMRbl79uXvJs3i8BEV66IFHTf6tWklSollkoKtGxJdgHnTg44yaG6E4JUGPlVaixXGHoBp7CxpcxMEYCIFzQOlsM/k5Io68UXKWHKFPKtXEm+hQvFtty6yh4xgvy9ehEVsDKKUvUUY7lwkisXTuY7IUgBZ3DyJPmWLKGk0aPpGi+jlZLyn9f4w166NGWPH0/2vXUmACAWlAhSRjR34y0TTvrt75szR0zI9Vy+TNf27iXiMae8hJXh1nqCE5yc7KR0kDKiYuItE0467K9plPA//yPmQgUaNiSNl9bKc5sX050sKhNO5uxvRJlwig8lgpRVqD5gaZXThQsXxDqQfAfnB86epcRGjSjQqlVca+/F62QGcJIDTu5yQpCKA7t9AJzuxPcJu3z5Mu3du1esjM83yhw4eTKVaNVKjDlZ4WQmcJIDTu5ycnSQ0muWs55XHHqV5Ran4Dnkn5988gl99tln5Pf7xSr53JKywsku5cAJTm5wUnrFCb0qKVI5sQZAOEVX1pEjR+j1118Xq+kfPXqU3n33XVq6dCmNGjXKMqd4gVPs5cDJfU5Kt6SMjOx2vNpQyYlv17Jo0SJKS0ujli1b0syZM6latWpUqVIlKia5fJHeTnasp3DgJAecnOukdJBSpf9VZacrV67QL7/8QmvXrqWMjAxxs8zq1atTmzZtqGvXrraqLzu5BIGTHHByrpPSQQrYl3PnztH58+fp+PHjtHz5cvr+++9p4MCBdMcdd1AzHTP2AADqoWSQCvaNhl8pRGra5tfcNWqim9uc+PWsrCzRtff111/Trl27aMSIESJQ8Z2ZrXCKBTjBCU7mOykdpCJVluxzBT0Pp+ic+INbp04d6t+/P40ZM4a6d+9OXq9XPKxyigU4wQlO5jspHaSAPeAP7oIFC6hkyZJUunRpSkxMtFoJAOAwEKSAoUGqSZMmVmsAAByMo+dJAQAAUBsEqTgmpBk1eS2e48BJ/23jAU76HwdO7nJCkIpjANCseQZw0v84cNJ/23iAk/7H8SjihCBl4hVHNMBJDjjJASc54GQ/J9cFqUiVq9cSI3ruCye5feEkty+c5PaFk/2cXBekYqlcmcqM56TBSQ44yQEnOeDkDCfXBalYMKtvNxrgJAec5ICTHHAy3wlBShK39wvLAic54CQHnORQ2ckVQUqPyjJqrax4gJMccJIDTnLAyVwnVwQpM5rD0Z5UOMkBJzngJAecnOfkiiBlBqr3C+sFnOSAkxxwUt9JySBVUIS2qu8WTnLASQ44yQEn5zopHaQKitBWXVHASQ44yQEnOeDkXCelg5Qdon8k4CQHnOSAkxxwcq6T0kHK6ugfCTjJASc54CQHnJzrpHSQAgAA4HyUC1JuXMo+FuCk/3HgpP+28QAn5zopHaTcuJR9LMBJ/+PASf9t4wFOznVSLkjpHd31KA9O5pWhd3lwMq8MvcuDk3OdlA5SkaK7TKXlt40eVwtwghOc4ASn+FEiSMVaaXm3iedqQK+l6eEEJzjBCU4uCFKqzx+AkxxwkgNOcsDJfCcEKYkriViuMPQCTnLASQ44yQEn+zghSAEAALAtSgQpI5q78ZYJJ3P2N6JMOJmzvxFlwsm5TkoHKSOasvGWCSdz9jeiTDiZs78RZcLJuU5KBymrUH3AUi/gJAec5ICTu5wQpBRbkBFOcsBJDjjJASfjnBwdpPS6UtDzigNO5pYFJ3PL0bMsOJlbjl2dlA5Sel0pxDr7WrYsvcqBk1w5cJIrB05y5cDJWCelg5SRFaTHyYSTHHCSA05ywMm5TkoHKVX6X40GTnLASQ44yQGn2FEmSAEAAFCPBHIgwWbqpUuXCnw9/EqBn4u0OGJ+fat6X2XACU5wghOc/kPw+7uwbkdHBqngm2vQoIHVKgAAAOL8Pi9VqlS+r3s0O874KoRAIEC7d++mxo0b09GjR6lkyZJWK5nCxYsXKTU11VXvmcH7ds/7duN7duv71jRNBKiqVauS1+tVqyXFb6hatWridz6hbjmpQdz4nhm8b/fgxvfsxvddqoAWVBAkTgAAALAtCFIAAABsi2ODVHJyMr300kvip1tw43tm8L7d877d+J7d/L5lcGTiBAAAAHfg2JYUAAAA9UGQAgAAYFsQpAAAANgWBCkAAAC2xZFBavLkyVSrVi0qUqQItW/fntatW0cq8fLLL4t1sMIfDRs2DL2ekZFBTz75JJUrV46KFy9OgwcPplOnTpGTWL58Od15551itjm/v2+++SbX65zP8+KLL1KVKlUoJSWFevXqRXv37s21zblz5+iBBx4Qkx9Lly5NI0aMoMuXL5OT3/cjjzxyw7nv27evo9/3xIkTqW3btlSiRAmqWLEiDRw4UKwYE47MZ/rIkSPUv39/Klq0qChn3LhxlJ2dTU5+3927d7/hfI8aNcrR75vcHqS++OILGjt2rEjX3LhxI7Vo0YL69OlDp0+fJpVo0qQJpaWlhR4rVqwIvfbMM8/Q3LlzaebMmbRs2TI6ceIE3X333eQkrly5Is4dX3BE4s0336R33nmH3n//fVq7di0VK1ZMnGf+MgvCX9Tbt2+nhQsX0rx580QAGDlyJDn5fTMclMLP/YwZM3K97rT3zZ9RDkBr1qwRzllZWdS7d29RF7Kfab/fL76oMzMzadWqVfTxxx/T1KlTxYWMk9838/jjj+c63/zZd/L71h3NYbRr10578sknQ3/7/X6tatWq2sSJEzVVeOmll7QWLVpEfO3ChQtaYmKiNnPmzNBzO3fu5GkE2urVqzUnwu6zZ88O/R0IBLTKlStrf/nLX3K97+TkZG3GjBni7x07doj9fv7559A233//vebxeLTjx49rTnzfzPDhw7UBAwbku48K7/v06dPiPSxbtkz6M/3dd99pXq9XO3nyZGibKVOmaCVLltSuX7+uOfF9M7fccov229/+Nt99vlPgfceLo1pSfDWxYcMG0fUTvo4f/7169WpSCe7a4i6hOnXqiCtnbvIz/P75iiy8DrgrsEaNGsrUwcGDB+nkyZO53iOv8cVdu8H3yD+5q6tNmzahbXh7/jxwy8vJLF26VHTr3HTTTTR69Gg6e/Zs6DUV3nd6err4WbZsWenPNP9s1qwZVapUKbQNt6x5YVZuVTrxfQeZNm0alS9fnpo2bUrjx4+nq1evhl5brcD7jhdHLTB75swZ0fwNP2EM/71r1y5SBf4y5iY9f0lx8/+VV16hrl270rZt28SXd1JSkviiylsH/JoKBN9HpPMcfI1/8hd5OAkJCeILwMn1wF193M1Vu3Zt2r9/P/3hD3+gfv36iS8rn8/n+PfNdzB4+umnqXPnzuJLmZH5TPPPSJ+H4GtOfN/M/fffTzVr1hQXpFu2bKHnn39ejFvNmjVLifftuiDlFvhLKUjz5s1F0OIP8pdffimSCIC6DBs2LPQ7X0Hz+a9bt65oXfXs2ZOcDo/R8MVW+BirG8jvfYePJfL55kQhPs98gcLnHTgscYKbxHw1mTfrh/+uXLkyqQpfYfINHvft2yfeJ3d7XrhwQdk6CL6Pgs4z/8ybLMMZT5z5pko9MNzdy597PvdOf99jxowRiR5Lliyh6tWrh56X+Uzzz0ifh+BrTnzfkeALUib8fJ9y6Pt2ZZDiLoHWrVvTokWLcjWj+e+OHTuSqnB6MV9Z8VUWv//ExMRcdcDdAzxmpUodcFcX/wOGv0fug+cxl+B75J/8pcbjGUEWL14sPg/Bf3QVOHbsmBiT4nPv1PfNOSL8RT179mzhyuc3HJnPNP/cunVrrgDNGXOchs83P3Xi+47E5s2bxc/w873VYe9bdzSH8fnnn4ssr6lTp4pMp5EjR2qlS5fOlf3idJ599llt6dKl2sGDB7WVK1dqvXr10sqXLy+yg5hRo0ZpNWrU0BYvXqytX79e69ixo3g4iUuXLmmbNm0SD/4Y/u1vfxO/Hz58WLz+xhtviPM6Z84cbcuWLSLjrXbt2tq1a9dCZfTt21dr1aqVtnbtWm3FihVa/fr1tfvuu09z6vvm1373u9+JjDY+9z/++KN28803i/eVkZHh2Pc9evRorVSpUuIznZaWFnpcvXo1tE1hn+ns7GytadOmWu/evbXNmzdr8+fP1ypUqKCNHz9ec+r73rdvn/bqq6+K98vnmz/rderU0bp16+bo9603jgtSzLvvvis+0ElJSSIlfc2aNZpKDB06VKtSpYp4f9WqVRN/8wc6CH9RP/HEE1qZMmW0okWLaoMGDRIffiexZMkS8SWd98Ep2Aynof/xj3/UKlWqJC5Kevbsqe3evTtXGWfPnhVfzsWLFxcpuY8++qj4onfq++YvL/4y4i8hTsmuWbOm9vjjj99wAea09x3p/fLjo48+iuozfejQIa1fv35aSkqKuGjji7msrCzNqe/7yJEjIiCVLVtWfMbr1aunjRs3TktPT3f0+9Yb3KoDAACAbXHUmBQAAAB3gSAFAADAtiBIAQAAsC0IUgAAAGwLghQAAADbgiAFAADAtiBIAQAAsC0IUgAAAGwLghQAAADbgiAFAADAtiBIAQAAsC0IUgAAAMiu/D/nBxyXYG5znwAAAABJRU5ErkJggg==", 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f/ciImhoBogh0dQHvvWfA0qUmVFYKsNmUc/IUcuLfTiA7XYtHawq8F0h4xCMn5WLwjqeG065dehQViRBFB1JSXG8zpX5SJgbveOTkHR6NFFzJsAxzRirD4+LIiZzYnQQAAt5+24APP9Sjq0sLTmNDTuTE02kkFN19dH0Zb7IdS11yIqcRDJCcLKGzU8ChQzpEROhhYPhJCLx+Iid/c2JBk8dc0J5iNnzVSZIkfPTRR5wW0aYAmDxqia98RYTJNPy14mIR5eU6nD+vgyQBM2cq/9fbfPHeKQ05scHTSdWkMNJFeJJBeUFObHjqJIoi+vr6cP/998NoNEI/+ACAF/wAQN6oJY4dG0BCwvDX7rjDAZ0OOHpUhyNH9OjtFSHHRg9/unesZTyBnNhQwkmTIwXCf+nq6sLOnTtx22234ec//zkmTJjAIerAqO+6+lkwmSQ8/rgdW7bo8fvfG1BaqoMWH04jCKXxaKFZjr2z3sYkJ2Xqexuzs7MT27dvx+rVqxEVFeX89iIIghf/cMM/QLrm/7smM1PE8uUO3HWXA9cnBLX7SY76csQkJ2XqKxUT4Lj7yFu8jUlOytT3JqbVakVHRweqqqowe/ZshISEqOpkMADTp4u48047kpNF4JojseneKVNfjpjk5B0+NX3k7ws8vNCqU3t7OxoaGhAdHY3ExEQYWLb8cMRkApKTJXzjGw6kpkoICgKiowcXnf/f/3OgqUnAuHGA18scXqDVe0dOY+MvTnT2EaEYpaWl2Lt3LywWC5566ikOi8wEQbgD97OPeM1h8ZwLIydlY3kaR5IknD9/HhUVFVi1ahUEQYAkSc5/ajgNjzF45hGvLveneydnLHJSNg4LbiUFXkMjT5/uY43FKw45scVhcWpqasKVK1dgt9tRWFjoXCRev3497rnnHlWcrsVmA1JTQ3DmDN07T2PxikNObHE0tdAM8Bfi0XnkxIYaTmVlZbBarZg1axb0ej0EQUBZWRkkScLkyZNV7ydBAObMcaCiQocLFwbrqu3kCnJig5w8x+OkoLUFFYCcWFHDqaKiAjabDTNmzHC+duLECQQFBWHatGmq95NOByxaJKKqSoeGhi+3yWoNcmKDnDyHy99oJoiRkCQJ/f39qKmpgSAIyMv78unjoaRw7WtqIQjAggUO1NbqcOnSjcdnE0SgwCUpuFosdDVUGmn4JNeDHeSkDaeqqioIgoCEhAQkJiZCkiSIoojS0lKYTCYUFRUp7nQ9Oh1QVCShvx+4ckVAa+uNMQPx3pFT4DgNwSUpDC0aXv+aq3Ij1ecNOWnHadu2bZg2bRry8/MBDH6gP/jgA8ycOROZmZmqOI3EihUODAwAe/cO3y4bqPeOnALHaQiaPiJkRZIk7Nq1C5MnT0ZOTg6AwUPxdu/ejby8PKSlpalsOJxbbnHAYhHw+ef0DAURmFBSIGTDZrPhiy++QFhYGBISEhAREQFgMFEcOnQIU6ZMQUpKisqWw0lJkRAVJWFgALhwQZDl5FSC0DKUFAjZMJvNKC0txdSpUxEbGwuj0QibzYaWlhZ0dnZiwoQJiImJUVtzGOHhg4khMlJCeTn9eBCBh+qfencWTJR6qo+c+LQzMDCAjz/+GLfccovzl39vby/279+Pm2++GWFhYYo7sZTNyZGQmWnDrl19uPaQPDWdeENO/NvxFyfVk4I7CyZK7fMlJz7t9Pf3Y+vWrVi5ciXi4+MBfPn3FFauXInIyEjFnVjKFhSImDp1L7Zty9CME2/IiX87/uKkSlJQ8hwPVsiJDVanpqYmnDx5EgsXLnQ+wQwA3d3d+Pjjj7F06VLnGoNSTqwIAhAdHY3Zs2fj008/hdlsVt2JB+TERqA7yZ4UXF2M2o+Mk5PndVmdWltbce7cOeexFgBw9epV1NfXIzMzE2FhYdDp3P/4KdVPkZGRKCgowNGjR2G1WjXh5G1dcmKrG+hOsicFTy6GRd6bTiInNrxxamtrw/nz51FUVOT85d/U1IQLFy5g5syZHnsp1U8RERHIzc1FeXn5mEnB3+4d77je1CUnNng6qb6m4AotnhFCTmwIggCHw4HW1lbU1taiqKjIOVK4fPkyampqMGfOHEXdPWkrIiIC+fn5OHnyJAYGBiCKoupOckNObPi7kyaTAkDzeqxo0amlpQWtra0wGAxIT0+HTqeDJEm4ePEizpw5g8WLFyv+g+VuP4WEhCA1NRUAcOnSJfT19anupATkxIY/O8mSFHjI8f6lQU5s8HA6ffo0urq6MHfuXOdrtbW16O7uRmJiIhISEhR38qSf9Ho9Fi9ejPLycjQ1NWnCaTTIiQ1yGh1ZkoIS3wLd7URyYoOHU3V1NXp6elBYWOh8raqqCna7HXl5eS7PfZHbaSxc9ZNer8ecOXNQVVWF1utOyPPXezcW5MSGLztpdvpoLPx9Xo8XajjV1dWhr68Pubm5ztfOnTsHu92uib+d4ApXTnq9HkVFRaiurkZ7e7smnNSGnNjwZSduR2d78p6ckBMbvJ36+vrQ1NQEURSRlZUFSZJgt9tx/vx5iKKIqVOnKu7kKXq9HlOnTkVLSwva29tHfF7BX+4dD8iJDS06DcHt6GxP3pMTcmKDt1NpaSnGjRuHrKws52utra1obW1FcHAwJk2apLiTtxQXF6OzsxPnzp1z+b6/3DsekBMbWnQagtv0kdrZzRXkxAZPp4MHDyIxMXHYiGD37t3IzMzElClTVHHylvnz56O9vR2nT59WW+UGtNRPQ5ATG1p0AjgmBbWzmyvIiQ2eTseOHUN8fPywkcKhQ4eQlpaGjAz2s4S01E8zZsxAV1cXqqur1Va5AS310xDkxIYWnQAfXmgmtIUoimhvb0dXVxdiYmKcB+BJkoTjx48jJSUFEyZMUNnSMyZOnAidToeOjg50dnaqrUMQsuJ1UgjEo2U9wd+dRFFEXV0dwsLCEBMTM+xY7Li4OKSnpzsThVJOvIiKinIe/V1fXz9qWV+8d7wgJ/7tqDHFZPA2gNb2m7vbDjnxKWuz2XD48GFMnz4dcXFxztd1Oh22b9+uipMnOBwO2O12AIDJZHK2k5WVBZvNhrKyMkyfPl1RJ2/bISf+Zb1Bi07X4tFIgXf24hGPnJSL4SqezWbD7t27MXv2bIwbN04TTp6wb98+fOMb38Ddd9897PVp06Zh3LhxOHjwoOJOPGPwjkdOysWQM961eJQUXGUvFsmRyvDIhuSkrpPNZsPBgwchiqLbR2JroZ/sdjt++MMf4t1338Wdd96J3/3ud8Pe1+l0aG9vR2lpqWJOLDH89fNETvI7jYQgMaac/v5+7o1LkuTxxXlTV664gexkNpuxYcMGNDQ0ICMjA4WFhSgqKlLViYXm5macOnUKH3zwASZOnIicnBzk5+cjLS3NWWbXrl04ffo0zGYz0tPTce+998rqxKOuXHHJSf66csWVJInpT+BqcveRFvfvktPoBAcH4+GHH0Z0dDTq6+tx9OhRHD16FBaLRXXPkdqvrq7G0aNHUVZWhitXrmDu3LlYvHgx0tLSIIoi+vv7cfDgQZSXl6OnpwfZ2dluJQRPnNSEnNjwdydVRwqEf7Jr1y7s2bMHtbW1ePbZZzFx4kSYTCaP/tIabyRJgtVqRW9vL1555RVcvHgR6enp+PGPf+wsY7fb0dvbi4sXL+LJJ5/E6tWrsWrVKrceviMILRIaGjpmGUoKBHckSUJnZyfKysrw8MMP42c/+xlWrFiBxMREtdXQ19eHnTt3Yt26dXjyySdx++23O09uHaK8vBzbt2/Hpk2bsGnTJmRnZ8NoNGr2YSOCYEW2pCDHfJm3MclJmfqsMUVRhM1mQ1dXF/7zP/8TAFBSUoLVq1er5nT48GG89dZbsFqtePrppxEbGwuTyQSj0egs89xzz6GhoQGpqal44IEHEB0dDYPBwMXPV+6dkvXliElOI0MjBUJ1JEnCiRMnUFFRgdraWuh0Ojz00EOYMGGC1z8kv/iFAWlpEkpKHBg/fuRyV64IeOONF9DcXIdp06ahqKgIM2bMcP6ZUKvVisbGRvzqV79CamoqcnJykJOTQ9NFhN/BkhS8fnhNSeRa0fcGchodQRBQVFQEk8kEURRx5swZfPjhh5g3bx6ysrIQHBzscezPPtOju9uBm25y/b7DATQ0CNi3T4fOzsE/r3nTTTchPz8fwGA/tbW1oba2FmVlZRAEAdOnT0dBQQGSkpI89vIGLd27IciJDX9x8qmkoLUOB8iJlWnTpiEjIwNnzpzBs88+i+7ubqxevRoTJ05k2iY3hN0OdHYCvb0CzGagu1tAY6OA4GAJycnA0KXbbEBHB/Dppzrs2KHHE088ivnzxWGxOjo6cPLkSRw8eBAnT57ESy+9hLi4OBgM6v1YaPHekRMb/uLk1vQRr0zIM6OSk7KxeMSx2+1Yv349zp49i7Vr1+LOO+8EIIAl7JUrwM9+FoS//EWPf5xGAZMJSE8XcfSoBXo9IElAdbWATZsMqK4W8JvfWBEdPeQ/9L8innrqKTQ3N2PGjBl4/PHHuV0fzzg8Y5GTsnF4xuIVx6fWFPxl6CU3/uA0tC20tLQUr732Gpqb+/H8839Dbq40ZmIQRcBqHRwJ3H23Cbm5Ir75TTsyMyWEhg6OFN56S4/SUj3S0kQ89pgdwcFfjiAsFuDMGeCrX83EE098F8uWLUNWVhaCgoK86AH26/b1e6cE5MSG5haa/aWT5IacRqa7uxuNjY04edKBTz6ZgTvvdGDxYgdCQtjqr1xpQn6+A+vW2ZGZOfjaT35iRHCwhNxcCcXFIiZO/PLj3dAg4PPPdfj73/X4xjf2YcqUVMTFxSFkhAa10k/XQk5skJNrZF1oVvviXEFObGjFKTIyEpGRkYiIENDaKqKiQoAk6TFjhoikpLG/q9x9tx3jx0uIjh4cOfz2twYYjUB+voTCwuEJ4eRJAZWVOtTXC5g9W8SCBfMw1uBAK/10LeTEBjl5jmamj4jAxmIBXnjBgI4OAQsXisyJYQizGSgpMeG552zIzRURGfnlezU1Aj76SI8rVwSkpEh49FG7DFdAENpHsTWFoRDXZkJXQ6WRhk9yPdhBTr7ntHmzHh9+qMfEiRKeesrm/DbviZMkDY4g1qwxoaBAxNKljht2ILGitX4iJ3LyxMmnFpoJAhhcSL5wQcCWLXr88Y8GnD1r9jhWWxswaVIINm+2YOZMETExgAaOXyII1aCkQPgkVuvgswhtbQKmTh38eDY2Au+9p8fmzQbMmePAM8/YYTQCZ84I+OQTPTZv1mP7dgvCw7/8xW+3D76fnj64M+kfDzATRMDid080E4FBUBCQkAAkJHz5fcVqBZqaBJSX69DeLuCuuxzIzZXQ3y+gqWlwEdnh+PI5BAAwGAYXnQmCYIcG04RPYbMJqKkR8Pe/69HaOjjdRBAEP1RPCoyzV26X9QZy4t8OP6fBB9z+8Acjqqp06Om58X3lnfi1Q078y3pDIDqpnhTcWUFXap8vOfFvh5eTyTQ4JdTdDbz4ogG7d1//EaZ+4t0OOfEv6w1yO6mypqCFJ/uuh5zYUNspJkbCunU2/PrXRlRU6NHSokNUlPbWDdTuJ1eQExuB7iT7SMHV8IXXAVE865ITW121nfR6ID5ewkMP2REdLeHSJQFffOH9x9jf+omcPK8b6E6yJwVPLoZF3ptOIic2tOgEAAaDhFtvdWD6dBHBwRI6OkaPF4j9RE5skNONqL6m4AqtDd0AcmJFKaeMDAmrVzuQny9Brx/9ByKQ+8kdyIkNf3fS7HMKgT6vx0ogOg2F/vrXHejuFlBbK6C5eezRQqD1kyeQExv+7CTLE83+3GE8ISc2JEmCKAqwWAYfYgsNBYzGwfcslsHD8CQJiIoaTBhK6Gu1n8hpbALZya+PuQjkG+sO5MQGObFBTmxo1YnlT99qck2BBa11OEBOrPByevddPcrK+HyE/bmfeEJObPiyE5efqNEGG0o95edOu+TE1q7WnV54wYBdu5T5XuPL/aQk5MSGFp2G4PITNVoGUitjkhMb5MQGObFBTmxo0WkIbl+z1M5uriAnNsiJDXJig5zY0KITwDEpqJ3dXEFObJATG+TEBjmxoUUnwIcXmgmCIAj+eJ0UAvFoWU8gJ2214w6+3k/kxL+sN2jR6Vq8TgqBeLSsJ5CTttpxB1/vJ3LiX9YbtOh0LR4lBd7Zi0c8clIuBu945KRcDN7xyEm5GHLGuxaPkoKr7MUiOVIZLud1kFPAObkTj0cMX+0nciInd1B099H1Zbz5wed1VCw5+a4T8D8A/q4pJy32EzmRkzt1Nbn7yNcXG5WCnLYAKBuzFPUTG+TEhr87qZoURsqUnmRQXpATG+TEBjmxQU5sKOGkyZECQRAEoQ6a2H3EIyY5KVNfjpjkpEx9OWKSkzL1lYoJcNx95C3exiQnZerLEZOclKkvR0xyUqa+UjEBH5s+8vcFHl6QExvkxAY5seEvTj6VFHz9aVelICc2yIkNcmLDX5zcSgq8MiHPjEpOysYiJ2Xj8IxFTsrG4RlLyVGIW0mBVybk+QQrOXkei1cccmKLQ05scciJLY6mFpoB/kI8Oo+c2CAnNsiJDXJiQ4tOrvA4KfjL/JnckBMb5MQGObFBTp7jUwvNBEEQhLxwSQqSJN0wNHI1VBpp+CTXgx1+7yRJgMMB2GyA1Tr4z2YbfE0U1XHiAKvTaPV548v9RE7k5A4GHkFcDYtYXxvtdXIa4/XeXug3bYL+o4+gO34c6O6GlJkJx5o1cJSUQJo+XXknDrjTPmt9b/HlfiIncnIHLkmBUAfj+vUQKiogpabC9qtfQUxKgv6TT6Dftg3CF1/Afu+9kG6+WW1NgiB8CFpT8EUcDgjnzkF34AAQGwtx3jw45s+HVFQEx+rVkOLioPviC+g/+URtU4IgfAwaKfgidjuEykroLl2C7dZbIc6aBSQkAACkwkKIOTnQ790LXVnZ4BqDwQD4yM4HghgJSRIh2iywXK2GJF27ZiZAMATBGJEAfXA4dAaTao7+gOpJQZIk5vkxd8p6g+adHA4INTWAwwFp/HhI48YNL5uSAoSEQNfaCvT1AVFR8jtxLMsSy2q1jrgwp+l7x7GsN/iikyQ6YO28goZtPwNEB6AzQNDpAEEHfUgUYgpuQ1jaDJhiJyjm5GlZb5DbSfWkoPYCorftqOY02u4DURz9fU6o1U+SJOEPf/gDrl69qhknXu2QExvRhXcgcsoCBCdkQbQOoPHvv0T78Xch6PVck4Kv95MnTqokBaUyqjv4lJNeDyknB9Droauvh3jpEqSkJOfburo6oLcXYlISEBmpjJMC1NTUYPfu3fjTn/6Er3zlK9i4cSOysrJ8696piD85XVtFkkRAckBvCoW9rw3tFdvRcfxdhKTkw9JSi6i8ZQjPmIOgyIRhMcwtteip/gxdZ3ZDFxSC5BU/QHB8ul/1kyfInhRcXQyvR8Y9jePzTgYDxBkzIGZkQFdeDn1sLBzjxkFKSIDu00+hO3kSiI6GuGgRJEFwxtH/9a/QnToFx/LlEOfNG3OdQQv9JEkSTp8+jf3796OpqQkmkwmPPvoo8vPzkZ2djbCwMK993HViqetTnycfdOqtOwpL20XogyMgOeywtDUgImsejJHjYe/vhK2nBSGQEDl1CULG50AfHH5DDEN4HMInzUZQdDIEvQHGsFivnK5FK/10fVwWZE8KnlwMS4d600k+76TTAcnJcKxYAd3Ro9CdOgWEhAzuOjp6FDCZIBYUQLz55uFx7XYIbW2DZcxmiHl5QHQ0YHK9MKdmP1ksFnR0dODs2bM4e/Ys6uvrERwcjOzsbKxcuRJhYWFc51UD+vP0D3zKSRIhOeyQHDZIDjt0hiBIDhtEmwWSwwZB0CEoOgURWfNgCIuBTm+8IYQhJAqGkCiEjM/m43QNmuknD+KqvqbgCq0N3QCNOQkCIAiwf/e70L/7LvR798Lw5z8DfX2QUlNhv+22wVFCfv6wao5774U4Zw4Mr70G48cfw75uHcTp0yElJgKhoZzUvOsnu92OgYEBNDc34+TJk9iwYQPi4+OxZs0aFBYWIj4+XnEnOSAnNkZyCp80BxGTFyA4YTIc1j60Ht6A7nMH4LD0whAeBwg6BCdmwRAa5TIhyOGkJjydNJkUAP+a/5SNqCjYv/lNOB58kLmKlJkJ27PPQjh5EkE//SmkyEg4Skpg/+Y3nWW8vUZ3++naYW1DQwPeeecdHDlyBDqdDt///vdRXFwMo9G7H2zN3TuQEyujOgkC9KYwhGfMRm/dUTjMPYM7kgAIehMAea7F5/rJDWR5eI3HuRy8O5ycrkGng5SfD8vGjbA/8ADeO3ECubm5+Mtf/gKr1aq4k91uR3NzM773ve/hoYcegiiK+P73v48333wTxcXFMBi8/+7iN/duFALVSXLY0V9/ApLVDH1wBPT/WBsYac0sUPuJFVlGClrbqwuQk/GJJyBNnQrHsmWQMjIGH2iLiIBYXIzilBT8d0kJDh06hIqKCtx2222YNm0aoqOjZXUCgGPHjuHAgQM4fvw4Zs2ahZUrVyI1NRXjxo1DRESELO2P5cRCoH+eWJHLqaf6IPovV0FvCgMkwGHuRnjmXJjiM+Cw9KjidC1a6adr0cxCs1xobegGaNtJSkmB0NwM3b59EDs7IRUWDn6Tio3F+NhYlEyahL6+PlRVVeHQoUNoaGhATk4OCgoKuDtJkoSqqiocP34cV69eRV9fH7KysjB37lwUFhbCNMLCt5xo+d5pCTWdBEEHQ0gkovNXQBLt176D4ODJCEmaBkNoFOwD3YjOXwljWCwEnV4lV9+9d4LEmD76+/tHfG+0rKjW3Bs53Yh+82boDxyAmJoKx5o1kJKTIen1XyaOf2z/fPPNN9HR0YGpU6fijjvuQGJiIkJDQ6HXe/cDZrPZ0N/fj9bWVnz44YfYunUr8vLysGrVKixbtsxZTu1+crddcmJrl5zY2pXTKZRhQwmXpED4DkJdHQxvvQXh0CGYX38dSEyEcM2zDENUVFRgy5Yt2LBhA371q19h0aJFiI6Odll2NIY+XpIkoaGhAZ999hleeOEFzJ8/H9/73veQnJzM9foIghgZRZOCP6/G80R1J1EErFboDx9G/re/jeIFC3D33Xdj+fLl1xUTYbVa0dbWhh/+8IcQRRGrVq3C6tWrEenGU9KSJKG9vR2/+93vcPr0aUREROBf/uVfkJ2dDaPRqLlvcKNBTmyQExtqONFIgXCNJAE9PaioqUHpsWM4ffo0mpubcf/996OkpARBQUH/KCbBbrfj4sWLOHHiBD7//HO0tLRg1apVuOeee8b8QPf09GDLli3YunUrbrrpJhQWFmLKlClISkpCcHCw5n5ICcLfoaRAjElVVRUqKytRXV0NSZIQHR2NoqIiZGVlISHhy7Ni6uvrcfLkSZw7dw4WiwXR0dFYvHgxJk6ciPDw4UcIXLp0CVVVVTh58iQsFgvCwsIwa9YsTJ48eVhMgiCURZGkEIhHy3qClp1sNhtaW1vx1ltvoby8HIWFhcjLy0NWVhaSkpKcv/QFQUBTUxO2bt2Kffv2YdmyZcjNzUV6ejoSExMxMDCAhoYGVFZWory8HNXV1VixYgXuvfde5ofPtNxPvMt6AzmxQU7DoZEC4RaSJKGurg4bNmzAqVOnEBwcjHXr1mHWrFkICgqCTqeDIAgQRRG1tbV49tlnIYoi5syZg/vvvx+1tbX45S9/CZ1Oh4ULF2LNmjWIiYlR+7IIgvgHsiUF3tmLRzxy4hNDkiRIkoSmpiYcPXoUv/3tbxEbG4tHH30U06dPR1xc3LAdRUeOHMGWLVvw2muvISsrCz//+c8xe/ZsxMfHM+9U8sV+UiMeOSkXg3c8rThpbveR0qvt5MSGq/bsdjvMZjPa29tx6NAh7NixA8HBwSguLsbXv/51REZGQhAE/OQnP8Gnn36K1atX42tf+xri4uIQEhLi9TMNvtJPnpThCTmxQU6DsCQFbk80s4hfX8abC2apS06eOxkMBoSHhyMsLAzz5s1DZGQkLl26hJaWFjzzzDNYuHAhlixZgp6eHoSEhOD2229Hamoqt5GBr/QTOZGTLzmxoMljLmhPMRtKOAmCgNTUVKSmpqK2thalpaX46KOPcOLECYiiiPr6ekRERCA7O1sxJ3chJzbIiQ1/d6KFZsJt7HY7XnvtNfzud79DQ0MDlixZgs2bN6utRRDEGNDuI0I2hj42TzzxBC5fvkxJgSB8AJak4NHfU2Cdm1IyJjkpU38Id89AGg1/7ieeMclJmfpyxNSi00h4lBTkmE/zNiY5KVNfDgKln8hJmZjk5B2y/OU1uZArM3oDObFBTmyQExvkxIYnTj6VFALlW663kBMb5MQGObHhL05uJQVemZBnRiUnZWORk7JxeMYiJ2Xj8Iyl5CjEraTAbR+sizieXjQ5eR5LzTg8Y/lKP5ETWxxyYoujqYVmgL8Qj84jJzb8Ze5zNLTYT+TEBjmxobmFZn+ZP5MbcmKDnNggJzbIyXN8aqGZIAiCkBcuSUGSpBuGRq6GSiMNn+R6sIOc5HeSA3/sJ3IiJ607DcHlQDxXwyLW10Z7nZy07yQH/thP5EROWncagqaPCIIgCCeUFAiCIAgnlBQIgiAIJ6onBXcWTJRa7CQn/u2QE/+y3kBO/NvxFyfVk4I7CyZKLXaSE/92yIl/WW8gJ/7t+IuTKkkhEJ6o5QE5sUFObJATG4HuJHtScHUxaj8yTk6e1yUntrrkxFaXnNjqKukke1Lw5GJY5L3pJHJig5zYICc2yIkNtZ1UX1NwhRbPCCEnNsiJDXJig5zY4OmkyaQA0LweK+TEBjmxQU5s+LOTLEmBhxzvbExObJATG+TEBjmxoSUnWZKCEsMrdzuRnNggJzbIiQ1yYkNLTpqdPhoLf5/X4wU5sUFObJATG77sxO3obE/ekxNyYoOc2CAnNsiJDS06DcElKYyWgdTKmOTEBjmxQU5skBMbWnQagtv0kdrZzRXkxAY5sUFObJATG1p0AjgmBbWzmyvIiQ1yYoOc2CAnNrToBPjwQjNBEATBH6+TQiAeLesJ5MS/HXLiX9YbyIl/O2pMMXmdFALxaFlP8Ecnu90OURQhSRLsdrsmnOSAnPi3Q078y/LCo6TAO3vxiEdOysUY4q233sLp06dRX1+PjRs3ehzb3/uJVzxyUi4G73hadBoJQWKM3t/fP+r7kiSNmdVYyvCEnNhwx6mtrQ179uzBSy+9hFmzZmHRokUwmUzYuXMnampq8K//+q8oKChATEyMYk5KQU5skBMbajiFhoaOWYZbUvAEby5YrhtITq6pqanB8ePHcfbsWYiiiMTEREybNg3Z2dkwGo04deoUTp06haamJiQmJiI/Px+zZs1CWFiYbE4845KT/HXliktO7HVd/Txej8Gj6DKjdMZmIRCdHA4Hurq6UF1djXPnzqG6uhpdXV3Izc3F2rVrER4eDp1ucAZywYIFmDRpEt5++200NjbCbDajt7cX2dnZyMzMdJZTg0C8d55ATmz4u5OqIwVCmzgcDthsNnR3d6OiogIvv/wyIiIisGTJEpSUlCAlJWXU+mVlZdi+fTt27dqFlStX4p//+Z8RERGBoKAgGAya/B5CEAGB5qePCG3S2NiIPXv2YNu2beju7sbTTz+NoqIihIeHAxh7R8TQR6qrqwsvvfQS/vSnP2HdunVYsWIF8vPzZfcnCMI1siUFOYZP3sYkJ+/qi6KIrq4uvPDCCzhx4gRSU1OxYsUKzJ07F+Hh4TAYDCNOAY0Ws7+/H42Njdi0aRNqa2sRFxeHxx57DJmZmc46vtRP3kBOysQkp5GhkQLBxMWLF7Fnzx4cOHAAubm5yMzMRFpaGiZOnIhx48YNK9vR0YGDBw9i06ZNeP7555GUlDRqbEmSYLVaUVNTg9raWtTU1ODcuXMoLi7GV7/6VcTGxsp5aQRBXANLUvCpCV5/X+DhBavTpUuXUFlZibq6OjQ3NyM2NhYzZ85EYWHhDVtKr1y5grq6OtTV1aG+vh4RERFMi8eCIMBkMmHq1KkYP3484uPj0dHRgfr6emzduhWTJ09GZmbmmOsUcuDL905JyIkNf3GikUIAIooiWltbceDAAWzevBk2mw333HMP1q5de0M5q9WKjo4OlJaWYu/evairq8Mtt9yCJ554wuMdRQ6HA5s3b8Yrr7yCnJwcLFu2DPPmzUNcXBwMBoPmfrAIwl/gPn3EKxPyzKjkxB5riP7+fjz66KMAgEceeQQLFixwWXZgYAAVFRX42c9+hpiYGKxatQorVqy4YUrJG6d3330X77//Ptrb2/H8888jIyMDRqPRresOhHtHTsrF8mcnn1pT8Jehl9x441RZWYnt27fj5Zdfxv/8z/9g6dKliIyMvGGbaFtbGz799FNs27YNzc3N+N73vofp06cjKioKer3+hhGCN042mw3t7e0oLy/H+vXrsWjRIqxduxbTp0/3KB4PJ7kgJzbIiQ3NLTT7SyfJjVacXn31VdTV1SE8PBy33HILpkyZgtjYWOj1emcZSZLw5ptv4vDhwwgNDUVhYSEKCgqQnp6O8PDwYWV5Yrfb0dPTg5qaGhw6dAhVVVWIj4/HnXfeiZkzZ8rSJgtauXfXQk5skJNrfGqkQPDHbDbjwoUL2LlzJ3p7exEXF4ecnBwsXrx4WLmuri7U1NRg3759GBgYgMFgQHp6OmbMmIHJkycr6lxaWoqysjJcvXoV4eHhyMrKwuLFixEWFiZbUiKIQIGSQgDT1dWF+vp6HDlyBG+88QYee+wxLFiwAKmpqc4yVqsVbW1tqK2tRWlpKTZv3ox169Zh2bJlSE5OVs29v78fFRUVePfdd9HT04M1a9YgPT0d8fHxiIiIUM2LIHwdxbakDuWVa4dGroZKIw2f5HqwI9CcJEmCJElwOBzYv38/tmzZAqPRiH379g1bN5AkCaIo4sqVK/jTn/6EyspKZGZm4tChQ8M8eTh5QkhICObOnYuioiLs2bMH3/3ud7FkyRLcdtttuOWWW6DX651t+su9IydyUttpCBop+BGSJGH79u149tlnkZGRgYceegiLFy8e9ksUACwWC/7v//4PW7duxT/90z9h1apVyMnJ0dz0zLVJ7u2338bu3bvR3t6Op59+GrNnz1b1kD2C8EVo+iiAGNrS2d3djdtuuw05OTmIjY0dNt1y6dIlHDlyBO+88w6KioqwYsUKTJgwAZGRkQgODlbRfmza29tx5coVnDlzBtu2bUN2dja+9a1vqfLQG0H4KpQUAoRjx45h69atiIyMRG5uLm666SbExcUNK7Nr1y6cO3cOnZ2diIyMxJw5c1BUVASTyaSStfuYzWa0trbi0KFDqKurQ09PDxYvXowlS5aorUYQPgFLUqDxtx9QWVmJd955B/PmzcPy5cuHJQRRFLF//34cOXIEly5dQmxsLNauXYs5c+b4VEIAgODgYEyYMAH33HMPZs6cie3bt6O0tFRtLYLwK1RPCowDFbfLeoMvOgUHB2PhwoUwGAzDytrtdtx3330IDw/Hgw8+iO985ztISEjg9pSlHGXHQhAElJSUIDIyUjNOvNohJ/5lvSEQnVQ/EM+dX05KPfjhT05GoxH19fVyKPlVP8kJOfFvh5z4lx1ClZGCUhnVHfzVSRCEYf+04MQbcmKDnNgIdCfZk4Kri1H7lxM5eV5XLacXX3wRGzdu1JTTaHXJia0uObHVVdJJ9qTgycWwyHvTSeTEhpac9u3bh2PHjmnKyZu65MQGObHB00n1hWZXqH1olCvIiQ1yYoOc2CAnNng6aTIpADSvxwo5sUFObJATG/7sJEtS4LVAyhNyYoOc2CAnNsiJDS05yZIUlBheuduJ5MQGObFBTmyQExtactLs9NFY+Pu8Hi/IiQ1yYoOc2PBlJy5JYbQMpNbcGzmxQU5skBMb5MSGFp2G4JIURstAamVMcmKDnNggJzbIiQ0tOg3BbfpI7ezmCnJig5zYICc2yIkNLToBHJOC2tnNFeTEBjmxQU5skBMbWnQCfHihmSAIguCP10khEI+W9QRy0lY77uDr/URO/Mt6gxadrsXrpBCIR8t6Ajlpqx138PV+Iif+Zb1Bi07X4lFS4J29eMQjJ+Vi8I5HTsrF4B2PnJSLIWe8a/EoKbjKXiySI5XhkQ3JKfCc3InHI4av9hM5kZM7KLr76Poy3vzg8zoqlpx818mTuN7U9dV+IidycqeuJncf+fpio1KQExvkxAY5seHvTqomhZEypScZlBfkxAY5sUFObJATG0o4aXKkQBAEQaiDJnYf8YhJTsrUlyMmOSlTX46Y5KRMfaViAhx3H3mLtzHJSZn6csQkJ2XqyxGTnJSpr1RMwMemj/x9gYcX5MQGObFBTmz4i5NPJQVff9pVKciJDXJig5zY8Bcnt5ICr0zIM6OSk7KxyEnZODxjkZOycXjGUnIU4lZS4JUJeT7BSk6ex+IVh5zY4pATWxxyYosjV6IweFpRkiSuwyUesciJDV90euaZZxAcHKwpJ3chJzbIiQ25pqs8Tgr+Mn8mN+TExlhOeXl5Cpl8iS/2kxqQExtadHKFTy00E+4jiiIqKirQ3NwMs9mstg5BEBqHS1KQJOmG+S1X810jzYHJ9WAHOQF2ux0lJSV44403UF1dDbvdPszDl/tptPq88eV+IidycgcuSUEQhBuGRq6GSt6c20FOnjkZjUZcvnwZZrMZv/jFL/CDH/wAjY2NqjqNBavTaPV548v9RE7k5A40feTj7N+/H4cPH0ZfXx+2bNkCm8027H1BEGA0GvHII4/gu9/9LtLS0vCd73wHf/zjH9HT06OStXeIooiNGzeira1NbRWC8DsEiXEc0t/fL7cLwYjNZkNFRQX27NkDq9UKo9GIoKAg9Pb2IiwsDAsWLEBWVhZiY2OH1evs7ER9fT2OHj2KpqYmGAwGzJ49G7m5uUhISFDpati5evUqqqqq8Omnn0IQBISGhmL+/PmYM2eO2moE4ROEhoaOWcbj3UeE8vT29qK9vR0NDQ04fvw4ysvLkZeXh3nz5qGgoAAbNmzA0aNHodfr0dnZiUmTJiE1NRVGoxGCICA6OhrR0dHIycnB5s2bsXv3bkiShP7+fmRnZyMrK0vtS7wBSZLQ3t6OK1euoK6uDlVVVaioqMCtt96Kr371qxg3bpzaigThV6g+UnBn7y7vfb482pHbSZIkOBwOWK1WVFVVYe/evXj//fdRXFyMJ598EomJiQgKCnKWrampwSuvvILGxkakp6fj0UcfdZbR6YbPFl6+fBl//vOfcerUKaSmpuLHP/4xTCYTjEbjDWVHcpOrn0RRhCiKsFgs2Lt3L9555x309/ejuLgYjz32GKKjo0d8oEcr986TdsiJnHi2c31ZlpGC6kmBGB2Hw4HS0lK88MILMJvNKCgowAMPPIBJkyY5y1x704du5xdffIGPPvoIL7zwAh588EE88sgjN0wRDZW9cOECduzYgR/84Af46U9/ijVr1iA9PV3+ixuF1tZWlJWV4bnnnkNMTAweeOABzJ49e9jIwFf2fROEVtBsUlAqo7qD1pw6OjpQWVmJt99+Gy0tLbj77rsxffp0JCcnIywsDEajcdT6NpsNAwMD6OzsxNtvv419+/Zh7ty5WLVqFWbPnj2srN1uR39/Pzo7O/HGG2+gvLwcGRkZuPPOO7Fw4cJhZeXup4aGBrz//vsoKyuD3W7H2rVrUVhYiKioKJhMJuj1+hvqaO3eAeTECjmxwctJE0lBrg72Jq5WnQCgr68Pe/bsQWVlJTo6OjBx4kRkZ2dj2rRpiIuLQ0hIiFtxRVFEVVUVKisrUV9fj97eXsTExOBrX/saEhISYDB8uawkSRJOnjyJ6upqNDQ0oK2tDeHh4bjrrruQmprq1jETY13rtf1kt9vR09OD9957D6dPn0ZMTAxSUlKQlpaGvLw8xMXFOaeztHrvyEneunLFDTSnsLCwMctpcvrInzP1SJjNZnzxxReoqqpCTU2N85f3smXLUFBQ4PX8eV9fH44cOYJjx47h6tWryMvLw7Rp01zuUurp6UFlZSUOHTqEixcvIjc3F5MnT0ZGRgbGjx8/anJwt5+uXLmCCxcuoLa2FmfOnIHVasWcOXMwY8YMZGRkMMcZjUD8PHkCObHhy06aGCkQo2OTbOjv60djfSM2btyIXbt24b777kNJSQmmTZvGvb2uri6cOHEC//Vf/4Xs7GzcfvvtmD59OkJDQ2/4FmE2m1FZWYnnnnsOISEhmD9/PhYsWIDk5GRERER49U2ov78fvb29OHjwIHbv3o0TJ07g3/7t37By5UqmbzMEQbiPTycFX87G7sQ7OXASb776Jrb83xY88cQTePzxx4dN6cjptHHjRvz+97+HxWLBt771LTz88MPO966PuXfvXvz1r39FeXk5li5divXr17t8KnM0p6GPmiiKeP311/Hf//3fKCgowNq1a3H33Xd7dA2sBMLniQfkxIavOqmWFHy1w5REkiS80PwCesVe5Ovzsci0CMHBwTCZTIp5WiwWWCwWVFZW4t1338XOnTvx5JNPYvny5UhKShpW1mazwWq1orGxEe+//z5efPFF7N+/f9guqLFobGzE559/jpdeegmFhYVYt24dUlJSYDKZnNtqXaG1eweQEyvkxIZSTj49UhgLX76xXY4uPHP5GRSHFWOyaTImBk1EglGeJ4pZnHp6etDQ0IDz58/j6NGj6O7uRlZWFhYtWoT8/PxhZc1mM65cuYLq6mrMnz9/zKkeSZLQ09OD999/H2fPnoXNZsOMGTOQn5+PSZMmcVu89hZf/jwpCTmxoVUnn11o1jqSJMEu2VE5UImr9quwSBYIEBChj8DU4KkwCAbUWGrQ7ehGXkgeEgwJwz4gvY5evNryKpZGLUVGUAbC9OrPoYuiiIGBAezcudP5yzs2NhZpaWmYNWsW4uPjR/027wqLxYJTp07h2LFjaG1thdFoxIQJE1BSUoKEhATN/dAQhL+j2EhhtKyoVsaU08km2dBgacCm9k24ZLsEs2iGDjqE68OxLHIZko3JeK/rPVywXMC3x30bs8JmQRAEn+mn5uZmfP755/jkk0/Q1taGe+65B7m5uRg3bhzCw8PHfEZiYGAAPT09uHz5Mnbs2IH9+/djzZo1uPnmmzF58mSPnFjekxNyYoOc2FDLSbGzj0a7ALW+DcrlJEkSuuxdeL7peXQ5uvDQuIeQG5wLs2TGX9v/iv9t+l88mvAozOKNf9DGV/opMTERd9xxB5YtW4bjx4/jF7/4BUJCQrB06VKsWLECEydOdNYb+t9rF5FPnDiBbdu24cMPP8TatWvxwQcfwGQyeeXE8p6ckBMb5MSGFp2c7fOaPtLqHBpvp3Z7O070n8D6y+vxROITWBi+EHGGOEiQIEKEQ3Kg0daIt9veRq2ldthIQS4nbxltt5AkSbDZbPj888/x/vvvo7y8HIWFhXjqqacQHR3tfMLY4XDg/Pnz+I//+A+Iooh58+bhnnvuQVxcHAwGg9vX7Ev9pCbkxAY5DaLoKala63BAHqdeRy8arY0QISLFmIJgXfDg1kwI0EEHg2CAAO1+C3DFSE5DW05NJhNmzJiB9PR05wmt999/P77yla9g+fLlCAkJwZYtW3D06FGsXLkSubm5mDhxIuLj493aXsvipCbkxAY5saFFJ4COznYbBxywSlYAQJAQBF2A/J2iiIgIREREID4+HmFhYc6F6a1btwIA9Ho9SkpKMH/+fKSkpDB9IyEIQnt4nRTcGQIpNVyS08kgGBCiGzx/yCJZIEJU3clTPHEKCwtDUVERioqKsGPHDrz88svo7u7Gj3/8Yyxfvtxrb3/pJ7khJzbIyX28/prrjrBSFyenU5guDEnGJOigw2XbZZhFMyRJgiiJsEm2wf/Gjcs0/thPq1atQlZWFsaPH48VK1Zw8fbHfpIDcuLfTiA7XYtHSYFxbVrReEo5xehjkB+aj+kh07GlYwtOD5xGs60ZFywX8ErzK7i9+nac6DuBAXGAq89oTkrH4E0gf56UjsE7HjkpF0POeNfi0fTRSDtVxspqI5WR6xumHE6CICBKH4UnEp/AxraNeKf9ncHnFAQdovXR+Pfx/47xxvE4ZT7lVnveOLkD737iQSB/nsiJnNRyGglFdx9dX8abXzQsdeVyMsCAiUETcVv0bWixt8AiWaCDDhH6COQE58AgGLA6ajW6Hd1IN6Ur4jQSavYTOZETOWnLiQVN7j7S+p5iQRAQJAShMKxwxDIzDTMVddIK5MQGObFBTmzwdFJ1P+VoUzSe1vUWcmKDnNggJzbIiQ0lnAJjkz1BEATBhCZ2H/GISU7K1JeDQOknclImJjl5h0dJQY6hkbcxyUmZ+nIQKP1ETsrEJCfv8Knpo0D5lust5MQGObFBTmz4i5NPJYVA+ZbrLeTEBjmxQU5s+IuTW0mBVybkmVHJSdlY5KRsHJ6xyEnZODxjKTkKcSsp8MqEIz3dxysWrzjkJF8cnrF8pZ/IiS0OObHF0dRCM8BfiEfnkRMb/jL3ORpa7CdyYoOc2NDcQrO/zJ/JDTmxQU5skBMb5OQ5PrXQTBAEQcgLl6QgSdINQyNXQ6WRhk9yPdhBTvI7yYE/9hM5kZPWnYbgciCeq2ER62ujvU5O2neSA3/sJ3IiJ607DaHJU1IJ32H8Q+OhG6BZSILwFygpEF5hTDDCZDeprUEQBCfoKx5BEAThRPWk4M6CiVKLneTEvx1y4l/WG8iJfzv+4qR6UnBnwUSpxU5y4t8OOfEv6w3kxL8df3FSJSkEwhO1PCAnNsiJDXJiI9CdZE8Kri5G7UfGycnzuuTEVpec2OqSE1tdJZ1kTwqeXAyLvDedRE5skBMb5MQGObGhtpMmt6Rq8YwQcnJNuC4cFp3F+d9acLoecmKDnNjwdydBYhxT9Pf3c2uUBUmSNNf55MQGObFBTmyQExssTqGhoWPGkWX6iMeiCO8OJyc2yIkNcmKDnNjQkpMs00dKZFB3MzU5sTFaWbtox1X7VXza8ymqzFWwS3ZE6aOQbkrHjNAZCNYF49WWVzE3bC4KQguQHJQsuxMvyIkNcmJDq04sqP6cgqdobegG+L/TRetFfNbzGcr6yhCqC0WcIQ4D4gAqByrxcdfHaLG14GjfUTRYG9Avjjzd6O/9xAtyYoOc2GB14nZ0tifvyQk5scHqZBEtONF/Ah91f4QBaQD3xt6LdfHrsDhyMcJ14TgxcAID4oCiTkpCTmyQExtadBpCtqOzWd6TE3Jig9XpgvUCzprPok/sw9djv44JQRMgCAJujrgZN0fcDLtkR42lhst1+HI/KQk5sUFO7sFt+kjt7OYKcmKDxemS9RLa7e0w6UyYaJqoCSelISc2yIkNLToBHJOC2tnNFeTEBouTAOHLcgp8ln21n5SGnNggJ3Z8dqGZUJYofRRCdCGwS3Z0ObrU1iEIQia8TgqBeLSsJ/i6U4IhAfGGeADAect5WCQLbKINHfYOXLRcxFnzWdhEm9ejCF/vJ3LiX9YbyMl9vF5o1tpeXHfbISc2JpomIjs4G+fN5/Fx98eYGToTkfpIHO8/jkO9h3DGfAb/nvjvECEq5qTFfiIn/mW9gZzcx6OkwPsRbx7xyEn+GIsiFiE9KB1/bf8rnmx4EjbJhnhDPKaHTsfTSU8jRBcCneD+4NPf+kmueOSkXAze8bToNBLczj5ikVT6vBByYoPVSYIEu2RHj9iDAXEAEiTooYdJZ0KYLgw66HDVfhXhunCE6kIRpAuS3UmL/URO5MSCGk4sZx+peiCeNxcs1w0kJ/njkpP8deWKS07y15UrriRJCAsLG7OcJncfaXH/LjmxQU5skBMb5MQGTyfNHp1NEARB8EW1o7MJgiAI38SjpCDH8MnbmOSkTH05YpKTMvXliElOytRXKibgYVKQYwHF25jkpEx9OWKSkzL15YhJTsrUVyom4GPTR/6+wMMLcmKDnNggJzb8xcmnkoIWD5AiJzbIiQ1yYoOc2PDEya2kwCsT8syo5KRsLHJSNg7PWOSkbByesZQchbiVFHhlQldxPL1ocvI8Fq845MQWh5zY4pATWxxNLTQD/IV4dB45sUFObJATG+TEhhadXOFxUvCX+TO5ISc2yIkNcmKDnDzHpxaaCYIgCHnhkhQkSbphaORqqDTS8EmuBzvIiZzIiZzIyT2Yzz4iCIIg/B+aPiIIgiCcUFIgCIIgnFBSIAiCIJxQUiAIgiCcUFIgCIIgnFBSIAiCIJxQUiAIgiCcUFIgCIIgnFBSIAiCIJz8f9rka0seVrEbAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -973,9 +889,9 @@ } ], "source": [ - "for cid in combinedList[0:5]:\n", + "for cid in combinedList[:3]:\n", " try:\n", - " response = requests.get(base_url + \"cid/\" + str(cid) + \"/PNG\")\n", + " response = requests.get(f\"{BASE_URL}cid/{cid}/PNG\")\n", " sleep(.25)\n", " response.raise_for_status()\n", " img = response.content\n", @@ -985,10 +901,11 @@ " print(f\"Error fetching PNG for CID {cid}: {e}\")\n", " continue\n", "\n", - " # display image\n", - " pprint(cid)\n", - " img = mpimg.imread(str(cid) + \".png\")\n", + " # Display image\n", + " print(cid)\n", + " img = mpimg.imread(f\"{cid}.png\")\n", " plt.imshow(img)\n", + " plt.axis(\"off\")\n", " plt.show()" ] } @@ -1000,7 +917,7 @@ "toc_visible": true }, "kernelspec": { - "display_name": "science-direct-env", + "display_name": "api_env", "language": "python", "name": "python3" }, @@ -1014,7 +931,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.13.0" } }, "nbformat": 4, diff --git a/src/python/pubmed.ipynb b/src/python/pubmed.ipynb index 3c74145..e2f88b2 100644 --- a/src/python/pubmed.ipynb +++ b/src/python/pubmed.ipynb @@ -10,7 +10,7 @@ "source": [ "# PubMed API in Python\n", "\n", - "by Avery Fernandez\n", + "by Avery Fernandez and Michael T. Moen\n", "\n", "The PubMed API, part of NCBI's Entrez Programming Utilities (E-utilities), provides programmatic access to biomedical literature from the PubMed database, enabling retrieval of bibliographic data.\n", "\n", @@ -28,7 +28,7 @@ "\n", "_**NOTE:**_ The PubMed API (Entrez E-utilities) limits requests to a maximum of 3 requests per second without an API key, and up to 10 requests per second with an API key.\n", "\n", - "*These recipe examples were tested on April 9, 2025.*" + "*These recipe examples were tested on January 27, 2026.*" ] }, { @@ -38,10 +38,9 @@ "## Setup\n", "\n", "The following external libraries need to be installed into your environment to run the code examples in this tutorial:\n", - "* requests\n", - "* ipykernel\n", - "* matplotlib\n", - "\n", + "- ipykernel\n", + "- matplotlib\n", + "- requests\n", "\n", "We import the libraries used in this tutorial below:" ] @@ -52,11 +51,11 @@ "metadata": {}, "outputs": [], "source": [ - "from time import sleep\n", - "import requests\n", - "from pprint import pprint\n", + "from datetime import datetime\n", "import matplotlib.pyplot as plt\n", - "from datetime import datetime" + "from pprint import pprint\n", + "import requests\n", + "from time import sleep" ] }, { @@ -67,11 +66,9 @@ } }, "source": [ - "## 1. Retieve the Metadata of an Article\n", + "## 1. Retieve the Metadata of an Article by PubMed ID\n", "\n", - "The article we are requesting has PubMed ID: 27933103\n", - "\n", - "**retmode** in the web API URL specifies the file format. In this example, we use JSON." + "The article we are requesting has a PubMed ID (`pmid`) of 27933103. The `retmode` parameter specifies the file format, which we specify as JSON in this example." ] }, { @@ -94,75 +91,68 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'header': {'type': 'esummary', 'version': '0.3'},\n", - " 'result': {'27933103': {'articleids': [...],\n", - " 'attributes': [...],\n", - " 'authors': [...],\n", - " 'availablefromurl': '',\n", - " 'bookname': '',\n", - " 'booktitle': '',\n", - " 'chapter': '',\n", - " 'doccontriblist': [],\n", - " 'docdate': '',\n", - " 'doctype': 'citation',\n", - " 'edition': '',\n", - " 'elocationid': '',\n", - " 'epubdate': '2016 Nov 23',\n", - " 'essn': '1758-2946',\n", - " 'fulljournalname': 'Journal of cheminformatics',\n", - " 'history': [...],\n", - " 'issn': '1758-2946',\n", - " 'issue': '',\n", - " 'lang': [...],\n", - " 'lastauthor': 'Bara JE',\n", - " 'locationlabel': '',\n", - " 'medium': '',\n", - " 'nlmuniqueid': '101516718',\n", - " 'pages': '66',\n", - " 'pmcrefcount': 33,\n", - " 'pubdate': '2016',\n", - " 'publisherlocation': '',\n", - " 'publishername': '',\n", - " 'pubstatus': '258',\n", - " 'pubtype': [...],\n", - " 'recordstatus': 'PubMed',\n", - " 'references': [],\n", - " 'reportnumber': '',\n", - " 'sortfirstauthor': 'Scalfani VF',\n", - " 'sortpubdate': '2016/11/23 00:00',\n", - " 'sorttitle': 'programmatic conversion of crystal '\n", - " 'structures into 3d printable files '\n", - " 'using jmol',\n", - " 'source': 'J Cheminform',\n", - " 'srccontriblist': [],\n", - " 'srcdate': '',\n", - " 'title': 'Programmatic conversion of crystal '\n", - " 'structures into 3D printable files using '\n", - " 'Jmol.',\n", - " 'uid': '27933103',\n", - " 'vernaculartitle': '',\n", - " 'volume': '8'},\n", - " 'uids': ['27933103']}}\n" + "{'articleids': [...],\n", + " 'attributes': [...],\n", + " 'authors': [...],\n", + " 'availablefromurl': '',\n", + " 'bookname': '',\n", + " 'booktitle': '',\n", + " 'chapter': '',\n", + " 'doccontriblist': [],\n", + " 'docdate': '',\n", + " 'doctype': 'citation',\n", + " 'edition': '',\n", + " 'elocationid': '',\n", + " 'epubdate': '2016 Nov 23',\n", + " 'essn': '1758-2946',\n", + " 'fulljournalname': 'Journal of cheminformatics',\n", + " 'history': [...],\n", + " 'issn': '1758-2946',\n", + " 'issue': '',\n", + " 'lang': [...],\n", + " 'lastauthor': 'Bara JE',\n", + " 'locationlabel': '',\n", + " 'medium': '',\n", + " 'nlmuniqueid': '101516718',\n", + " 'pages': '66',\n", + " 'pmcrefcount': 33,\n", + " 'pubdate': '2016',\n", + " 'publisherlocation': '',\n", + " 'publishername': '',\n", + " 'pubstatus': '258',\n", + " 'pubtype': [...],\n", + " 'recordstatus': 'PubMed',\n", + " 'references': [],\n", + " 'reportnumber': '',\n", + " 'sortfirstauthor': 'Scalfani VF',\n", + " 'sortpubdate': '2016/11/23 00:00',\n", + " 'sorttitle': 'programmatic conversion of crystal structures into 3d printable '\n", + " 'files using jmol',\n", + " 'source': 'J Cheminform',\n", + " 'srccontriblist': [],\n", + " 'srcdate': '',\n", + " 'title': 'Programmatic conversion of crystal structures into 3D printable '\n", + " 'files using Jmol.',\n", + " 'uid': '27933103',\n", + " 'vernaculartitle': '',\n", + " 'volume': '8'}\n" ] } ], "source": [ "ESUMMARY_URL = \"https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esummary.fcgi\"\n", + "pmid = '27933103'\n", "params = {\n", " 'db': 'pubmed',\n", - " 'id': '27933103',\n", + " 'id': pmid,\n", " 'retmode': 'json'\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESUMMARY_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " pprint(data, depth=3)\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" + "response = requests.get(ESUMMARY_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Use pprint to examine the structure of the JSON response\n", + "pprint(data[\"result\"][pmid], depth=1)" ] }, { @@ -173,12 +163,33 @@ } }, "source": [ - "Data extraction: Let us try to extract the authors of the paper" + "Below, we extract from specific information from the response:" ] }, { "cell_type": "code", "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Programmatic conversion of crystal structures into 3D printable files using Jmol.'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract the title of the article\n", + "data[\"result\"][pmid][\"title\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { @@ -190,28 +201,27 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Scalfani VF\n", - "Williams AJ\n", - "Tkachenko V\n", - "Karapetyan K\n", - "Pshenichnov A\n", - "Hanson RM\n", - "Liddie JM\n", - "Bara JE\n" - ] + "data": { + "text/plain": [ + "['Scalfani VF',\n", + " 'Williams AJ',\n", + " 'Tkachenko V',\n", + " 'Karapetyan K',\n", + " 'Pshenichnov A',\n", + " 'Hanson RM',\n", + " 'Liddie JM',\n", + " 'Bara JE']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Check if we got data back from the API\n", - "if data:\n", - " # Grab the list of authors from the response\n", - " authors = data[\"result\"][\"27933103\"][\"authors\"]\n", - " # Loop through the authors and print their names\n", - " for author in authors:\n", - " print(f\"{author['name']}\")" + "# Use list comprehension to compile a list of the authors\n", + "authors = [author[\"name\"] for author in data[\"result\"][pmid][\"authors\"]]\n", + "authors" ] }, { @@ -229,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { @@ -241,7 +251,7 @@ }, "outputs": [], "source": [ - "ids = [34813985, 34813932, 34813684, 34813661, 34813372, 34813140, 34813072]" + "pmids = [\"34813985\", \"34813932\", \"34813684\", \"34813661\", \"34813372\", \"34813140\", \"34813072\"]" ] }, { @@ -257,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { @@ -267,104 +277,41 @@ "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'34813072': {...},\n", + " '34813140': {...},\n", + " '34813372': {...},\n", + " '34813661': {...},\n", + " '34813684': {...},\n", + " '34813932': {...},\n", + " '34813985': {...}}\n" + ] + } + ], "source": [ "multi_papers = {}\n", - "for pubmed_id in ids:\n", + "for pmid in pmids:\n", " params = {\n", " 'db': 'pubmed',\n", - " 'id': pubmed_id,\n", + " 'id': pmid,\n", " 'retmode': 'json'\n", " }\n", " try:\n", " response = requests.get(ESUMMARY_URL, params=params)\n", - " # Add a delay between API calls\n", - " sleep(.5) \n", + " sleep(.5) # Add a delay between API calls\n", " # Raise an error for bad responses\n", " response.raise_for_status() \n", " data = response.json()\n", - " multi_papers[pubmed_id] = data\n", + " multi_papers[pmid] = data[\"result\"][pmid]\n", " except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred for ID {pubmed_id}: {e}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false, - "jupyter": { - "outputs_hidden": false - }, - "pycharm": { - "name": "#%%\n" - }, - "tags": [ - "output_scroll" - ] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'header': {'type': 'esummary', 'version': '0.3'},\n", - " 'result': {'34813985': {'articleids': [...],\n", - " 'attributes': [...],\n", - " 'authors': [...],\n", - " 'availablefromurl': '',\n", - " 'bookname': '',\n", - " 'booktitle': '',\n", - " 'chapter': '',\n", - " 'doccontriblist': [],\n", - " 'docdate': '',\n", - " 'doctype': 'citation',\n", - " 'edition': '',\n", - " 'elocationid': 'doi: 10.1016/j.ceca.2021.102500',\n", - " 'epubdate': '2021 Nov 8',\n", - " 'essn': '1532-1991',\n", - " 'fulljournalname': 'Cell calcium',\n", - " 'history': [...],\n", - " 'issn': '0143-4160',\n", - " 'issue': '',\n", - " 'lang': [...],\n", - " 'lastauthor': 'Morad M',\n", - " 'locationlabel': '',\n", - " 'medium': '',\n", - " 'nlmuniqueid': '8006226',\n", - " 'pages': '102500',\n", - " 'pmcrefcount': 69,\n", - " 'pubdate': '2022 Jan',\n", - " 'publisherlocation': '',\n", - " 'publishername': '',\n", - " 'pubstatus': '256',\n", - " 'pubtype': [...],\n", - " 'recordstatus': 'PubMed - indexed for MEDLINE',\n", - " 'references': [],\n", - " 'reportnumber': '',\n", - " 'sortfirstauthor': 'Fernández-Morales JC',\n", - " 'sortpubdate': '2022/01/01 00:00',\n", - " 'sorttitle': 'mutation in ryr2 fkbp binding site '\n", - " 'alters ca 2 signaling modestly but '\n", - " 'increases arrhythmogenesis in human '\n", - " 'stem cells derived cardiomyocytes',\n", - " 'source': 'Cell Calcium',\n", - " 'srccontriblist': [],\n", - " 'srcdate': '',\n", - " 'title': 'Mutation in RyR2-FKBP Binding site alters '\n", - " 'Ca(2+) signaling modestly but increases '\n", - " '\"arrhythmogenesis\" in human stem cells '\n", - " 'derived cardiomyocytes.',\n", - " 'uid': '34813985',\n", - " 'vernaculartitle': '',\n", - " 'volume': '101'},\n", - " 'uids': ['34813985']}}\n" - ] - } - ], - "source": [ - "# View first result\n", - "pprint(multi_papers[ids[0]], depth=3)" + " print(f\"An error occurred for ID {pmid}: {e}\")\n", + "\n", + "# Show how the data is a dict with PubMed IDs as keys\n", + "pprint(multi_papers, depth=1)" ] }, { @@ -381,23 +328,26 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "'Cell Calcium'\n", - "'Methods'\n", - "'FEBS J'\n", - "'Dev Growth Differ'\n", - "'CRISPR J'\n", - "'Chembiochem'\n", - "'Methods Mol Biol'\n" - ] + "data": { + "text/plain": [ + "['Cell Calcium',\n", + " 'Methods',\n", + " 'FEBS J',\n", + " 'Dev Growth Differ',\n", + " 'CRISPR J',\n", + " 'Chembiochem',\n", + " 'Methods Mol Biol']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Get title for each journal\n", - "for pubmed_id in ids:\n", - " pprint(multi_papers[pubmed_id][\"result\"][str(pubmed_id)][\"source\"])" + "# Get title for each journal with list comprehension\n", + "sources = [multi_papers[pmid][\"source\"] for pmid in pmids]\n", + "sources" ] }, { @@ -410,21 +360,11 @@ "source": [ "## 3. PubMed API Calls with Requests & Parameters\n", "\n", - "When searching through the articles, we are given a few of ways of filtering the data.\n", - "\n", - "A list of all the available parameters for these requests can be found in the NCBI documentation.\n", - "\n", - "We use the PubMed database:\n", + "When searching through the articles, we are given a few of ways of filtering the data. A list of all the available parameters for these requests can be found in the NCBI documentation.\n", "\n", - "```\n", - "db=\n", - "```\n", - "\n", - "We can, for example, use a query to search PubMed, such as \"neuroscience intervention learning\":\n", - "\n", - "```\n", - "term=\n", - "```" + "In this example, we use the `db` and `term` parameters:\n", + "- `db` is set to `pubmed`, which is the database we are working with\n", + "- `term` is set to our search query" ] }, { @@ -444,51 +384,14 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'esearchresult': {'count': '30736',\n", - " 'idlist': ['40249488',\n", - " '40249484',\n", - " '40248861',\n", - " '40247778',\n", - " '40247367',\n", - " '40247305',\n", - " '40245320',\n", - " '40245081',\n", - " '40244858',\n", - " '40242924',\n", - " '40240815',\n", - " '40240239',\n", - " '40239200',\n", - " '40239043',\n", - " '40238728',\n", - " '40238239',\n", - " '40236290',\n", - " '40235960',\n", - " '40233091',\n", - " '40232751'],\n", - " 'querytranslation': '(\"neuroscience s\"[All Fields] OR '\n", - " '\"neurosciences\"[MeSH Terms] OR '\n", - " '\"neurosciences\"[All Fields] OR '\n", - " '\"neuroscience\"[All Fields]) AND '\n", - " '(\"intervention s\"[All Fields] OR '\n", - " '\"interventions\"[All Fields] OR '\n", - " '\"interventive\"[All Fields] OR '\n", - " '\"methods\"[MeSH Terms] OR \"methods\"[All '\n", - " 'Fields] OR \"intervention\"[All Fields] '\n", - " 'OR \"interventional\"[All Fields]) AND '\n", - " '(\"learning\"[MeSH Terms] OR '\n", - " '\"learning\"[All Fields] OR \"learn\"[All '\n", - " 'Fields] OR \"learned\"[All Fields] OR '\n", - " '\"learning s\"[All Fields] OR '\n", - " '\"learnings\"[All Fields] OR '\n", - " '\"learns\"[All Fields])',\n", - " 'retmax': '20',\n", - " 'retstart': '0',\n", - " 'translationset': [{...}, {...}, {...}]},\n", - " 'header': {'type': 'esearch', 'version': '0.3'}}\n" - ] + "data": { + "text/plain": [ + "'33729'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -499,22 +402,11 @@ " 'retmode': 'json'\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " pprint(data, depth=3)\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The number of returned IDs can be adjusted with the `retmax` paramater:" + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Print the number of articles found by the query\n", + "data[\"esearchresult\"][\"count\"]" ] }, { @@ -523,51 +415,19 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'esearchresult': {'count': '30736',\n", - " 'idlist': [...],\n", - " 'querytranslation': '(\"neuroscience s\"[All Fields] OR '\n", - " '\"neurosciences\"[MeSH Terms] OR '\n", - " '\"neurosciences\"[All Fields] OR '\n", - " '\"neuroscience\"[All Fields]) AND '\n", - " '(\"intervention s\"[All Fields] OR '\n", - " '\"interventions\"[All Fields] OR '\n", - " '\"interventive\"[All Fields] OR '\n", - " '\"methods\"[MeSH Terms] OR \"methods\"[All '\n", - " 'Fields] OR \"intervention\"[All Fields] '\n", - " 'OR \"interventional\"[All Fields]) AND '\n", - " '(\"learning\"[MeSH Terms] OR '\n", - " '\"learning\"[All Fields] OR \"learn\"[All '\n", - " 'Fields] OR \"learned\"[All Fields] OR '\n", - " '\"learning s\"[All Fields] OR '\n", - " '\"learnings\"[All Fields] OR '\n", - " '\"learns\"[All Fields])',\n", - " 'retmax': '25',\n", - " 'retstart': '0',\n", - " 'translationset': [...]},\n", - " 'header': {'type': 'esearch', 'version': '0.3'}}\n" - ] + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "params = {\n", - " 'db': 'pubmed',\n", - " 'term': 'neuroscience intervention learning',\n", - " 'retmode': 'json',\n", - " 'retmax': 25\n", - "}\n", - "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " pprint(data, depth=2)\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" + "# Print the number of articles returned by the query\n", + "len(data[\"esearchresult\"][\"idlist\"])" ] }, { @@ -576,40 +436,26 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "['40249488',\n", - " '40249484',\n", - " '40248861',\n", - " '40247778',\n", - " '40247367',\n", - " '40247305',\n", - " '40245320',\n", - " '40245081',\n", - " '40244858',\n", - " '40242924',\n", - " '40240815',\n", - " '40240239',\n", - " '40239200',\n", - " '40239043',\n", - " '40238728',\n", - " '40238239',\n", - " '40236290',\n", - " '40235960',\n", - " '40233091',\n", - " '40232751',\n", - " '40232556',\n", - " '40231304',\n", - " '40230768',\n", - " '40230302',\n", - " '40229794']\n" - ] + "data": { + "text/plain": [ + "['41578956', '41578865', '41578071', '41577916', '41577897']" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "if data:\n", - " pprint(data[\"esearchresult\"][\"idlist\"])" + "# Print the PubMed IDs of the first 5 results\n", + "data[\"esearchresult\"][\"idlist\"][:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The number of returned IDs can be adjusted with the `retmax` paramater:" ] }, { @@ -618,16 +464,29 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "25\n" - ] + "data": { + "text/plain": [ + "25" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "if data:\n", - " print(len(data[\"esearchresult\"][\"idlist\"]))" + "params = {\n", + " 'db': 'pubmed',\n", + " 'term': 'neuroscience intervention learning',\n", + " 'retmode': 'json',\n", + " 'retmax': 25\n", + "}\n", + "\n", + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Note how the number of returned articles is now 25 instead of 20\n", + "len(data[\"esearchresult\"][\"idlist\"])" ] }, { @@ -638,9 +497,7 @@ } }, "source": [ - "We can also use the query to search for an author.\n", - "\n", - "We add `[au]` after the name to specify it is an author." + "The PubMed API can also be used the query to search for an author. To do so, add `[au]` after the name to specify it is an author." ] }, { @@ -657,29 +514,28 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "685\n" - ] + "data": { + "text/plain": [ + "'719'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "params = {\n", " 'db': 'pubmed',\n", " 'term': 'Darwin[au]',\n", - " 'retmode': 'json',\n", + " 'retmode': 'json'\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " print(data[\"esearchresult\"][\"count\"])\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Print total number of results of the query\n", + "data[\"esearchresult\"][\"count\"]" ] }, { @@ -692,17 +548,9 @@ "source": [ "### Sorting Results\n", "\n", - "We can use the following to store the data for it to be sorted in the same API call.\n", - "\n", - "```\n", - "usehistory=y\n", - "```\n", - "\n", - "This will sort the ids by the publishing date:\n", - "\n", - "```\n", - "sort=pub+date\n", - "```" + "We can use the following parameters to store the data for it to be sorted in the same API call:\n", + "- `usehistory` is set to `y`, which indicates \"yes\"\n", + "- `sort` is set to `pub date`, which indicates that we are sorting by publication date" ] }, { @@ -711,11 +559,14 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "An error occurred: 429 Client Error: Too Many Requests for url: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=Coral+Reefs&retmode=json&usehistory=y&sort=pub+date\n" - ] + "data": { + "text/plain": [ + "['41506610', '41197570', '41561915', '41536161', '41344455']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -727,15 +578,11 @@ " 'sort': 'pub date'\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " pprint(data[\"esearchresult\"][\"idlist\"])\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Print the PubMed IDs of the first 5 results\n", + "data[\"esearchresult\"][\"idlist\"][:5]" ] }, { @@ -752,11 +599,14 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "An error occurred: 429 Client Error: Too Many Requests for url: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=Coral+Reefs&retmode=json\n" - ] + "data": { + "text/plain": [ + "['41570066', '41568965', '41568681', '41568679', '41568056']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -764,33 +614,27 @@ "params = {\n", " 'db': 'pubmed',\n", " 'term': 'Coral Reefs',\n", - " 'retmode': 'json',\n", + " 'retmode': 'json'\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " pprint(data[\"esearchresult\"][\"idlist\"])\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Notice that the IDs returned are different\n", + "data[\"esearchresult\"][\"idlist\"][:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Searching Based on Publication Types\n", + "### Searching Based on Publication Type\n", "\n", "We can sort by publication type by adding `AND` into the search:\n", + "- `AND` in the `term` parameter indicates that both conditions must be present\n", + "- `[pt]` specifies that the filter type is publication type\n", "\n", - "```\n", - "term=+AND+filter[filterType]\n", - "```\n", - "\n", - "`[pt]` specifies that the filter type is publication type. More filters can be found at PubMed Help." + "More filters can be found at PubMed Help." ] }, { @@ -807,49 +651,39 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "An error occurred: 429 Client Error: Too Many Requests for url: https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi?db=pubmed&term=stem+cells+AND+clinical+trial%5Bpt%5D&retmode=json\n" - ] + "data": { + "text/plain": [ + "'6860'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "params = {\n", " 'db': 'pubmed',\n", " 'term': 'stem cells AND clinical trial[pt]',\n", - " 'retmode': 'json',\n", + " 'retmode': 'json'\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " pprint(data, depth=3)\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## 4. PubMed API metadata visualization" + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "\n", + "# Print number of total results\n", + "data[\"esearchresult\"][\"count\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "## 4. Visualize Publication Frequencies for Different Topics\n", + "\n", "### Frequency of Topic sortpubdate Field\n", "\n", - "Extracting the sortpubdate field for a “hydrogel drug” search results, limited to publication type clinical trials:" + "Extracting the sortpubdate field for a “hydrogel drug” search results, limited to the \"clinical trial\" publication type:" ] }, { @@ -858,20 +692,14 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "['40119971',\n", - " '39937340',\n", - " '39904726',\n", - " '40000087',\n", - " '39825943',\n", - " '39384437',\n", - " '39147219',\n", - " '38971179',\n", - " '38932659',\n", - " '38875184']\n" - ] + "data": { + "text/plain": [ + "329" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -884,17 +712,12 @@ " 'retmax': 500\n", "}\n", "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " ids = data[\"esearchresult\"][\"idlist\"]\n", - " pprint(ids[:10])\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None\n", - " ids = []" + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "ids = data[\"esearchresult\"][\"idlist\"]\n", + "\n", + "# Print the number of results\n", + "len(ids)" ] }, { @@ -905,7 +728,7 @@ { "data": { "text/plain": [ - "316" + "['40730417', '41090617', '41420178', '41387884', '41168214']" ] }, "execution_count": 17, @@ -914,7 +737,8 @@ } ], "source": [ - "len(ids)" + "# Print the first 5 results\n", + "ids[:5]" ] }, { @@ -931,25 +755,19 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "['2025/03/22',\n", - " '2025/03/01',\n", - " '2025/03/01',\n", - " '2025/02/25',\n", - " '2025/01/18',\n", - " '2024/11/01',\n", - " '2024/11/01',\n", - " '2024/10/01',\n", - " '2024/10/01',\n", - " '2024/10/01']\n" - ] + "data": { + "text/plain": [ + "329" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Loop through each IDs and get the sortpubdate field. \n", - "# Note that this sortpubdate field may not necassarily be equivalent to a publication date\n", + "# Loop through each ID and get the sortpubdate field\n", + "# Note that the sortpubdate field may not be equivalent to the publication date\n", "pub_dates = []\n", "for id in ids:\n", " params = {\n", @@ -963,12 +781,13 @@ " # Raise an error for bad responses\n", " response.raise_for_status() \n", " data = response.json()\n", - " pub_dates.append(data[\"result\"][str(id)][\"sortpubdate\"][0:10])\n", + " pub_dates.append(data[\"result\"][id][\"sortpubdate\"][:10])\n", " except requests.exceptions.RequestException as e:\n", " print(f\"An error occurred: {e}\")\n", " data = None\n", "\n", - "pprint(pub_dates[:10])" + "# Print the number of results\n", + "len(pub_dates)" ] }, { @@ -979,7 +798,7 @@ { "data": { "text/plain": [ - "316" + "['2026/02/01', '2026/01/01', '2025/12/19', '2025/12/12', '2025/10/30']" ] }, "execution_count": 19, @@ -988,7 +807,8 @@ } ], "source": [ - "len(pub_dates)" + "# Print the first 5 publication dates\n", + "pub_dates[:5]" ] }, { @@ -1016,30 +836,23 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[datetime.datetime(2025, 3, 22, 0, 0),\n", - " datetime.datetime(2025, 3, 1, 0, 0),\n", - " datetime.datetime(2025, 3, 1, 0, 0),\n", - " datetime.datetime(2025, 2, 25, 0, 0),\n", - " datetime.datetime(2025, 1, 18, 0, 0),\n", - " datetime.datetime(2024, 11, 1, 0, 0),\n", - " datetime.datetime(2024, 11, 1, 0, 0),\n", - " datetime.datetime(2024, 10, 1, 0, 0),\n", - " datetime.datetime(2024, 10, 1, 0, 0),\n", - " datetime.datetime(2024, 10, 1, 0, 0)]\n" - ] + "data": { + "text/plain": [ + "[datetime.datetime(2026, 2, 1, 0, 0),\n", + " datetime.datetime(2026, 1, 1, 0, 0),\n", + " datetime.datetime(2025, 12, 19, 0, 0),\n", + " datetime.datetime(2025, 12, 12, 0, 0),\n", + " datetime.datetime(2025, 10, 30, 0, 0)]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "matplotlib_dates = []\n", - "for date in pub_dates:\n", - " # Convert to datetime object\n", - " date = datetime.strptime(date, '%Y/%m/%d')\n", - " # Convert to matplotlib date format\n", - " matplotlib_dates.append(date)\n", - "pprint(matplotlib_dates[0:10])" + "dates = [datetime.strptime(date, '%Y/%m/%d') for date in pub_dates]\n", + "dates[:5]" ] }, { @@ -1057,7 +870,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1068,7 +881,7 @@ ], "source": [ "fig, ax = plt.subplots()\n", - "plt.hist(matplotlib_dates, bins=30,edgecolor='black')\n", + "plt.hist(dates, bins=30, edgecolor='black')\n", "# set_size specifies the size of the graph\n", "fig.set_size_inches(8, 4)\n", "# Rotate and right-align the x labels so they don't crowd each other\n", @@ -1100,52 +913,39 @@ "name": "#%%\n" } }, - "outputs": [], - "source": [ - "params = {\n", - " 'db': 'pubmed',\n", - " 'term': 'Reed LK[au]',\n", - " 'retmode': 'json',\n", - " 'usehistory': 'y',\n", - " 'sort': 'pub date',\n", - " 'retmax': 500\n", - "}\n", - "\n", - "try:\n", - " response = requests.get(ESEARCH_URL, params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()\n", - " ids = data[\"esearchresult\"][\"idlist\"]\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None\n", - " ids = []" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "86" + "110" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "params = {\n", + " 'db': 'pubmed',\n", + " 'term': 'Reed LK[au]',\n", + " 'retmode': 'json',\n", + " 'usehistory': 'y',\n", + " 'sort': 'pub date',\n", + " 'retmax': 500\n", + "}\n", + "\n", + "response = requests.get(ESEARCH_URL, params=params)\n", + "data = response.json()\n", + "ids = data[\"esearchresult\"][\"idlist\"]\n", + "\n", + "# Print the number of results\n", "len(ids)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "collapsed": false, "jupyter": { @@ -1157,7 +957,7 @@ }, "outputs": [], "source": [ - "pub_dates=[]\n", + "pub_dates = []\n", "for id in ids:\n", " params = {\n", " 'db': 'pubmed',\n", @@ -1166,12 +966,10 @@ " }\n", " try:\n", " response = requests.get(ESUMMARY_URL, params=params)\n", - " # Add a delay between API calls\n", - " sleep(.5) \n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", + " sleep(.5) # Add a delay between API calls\n", + " response.raise_for_status() # Raise an error for bad responses\n", " data = response.json()\n", - " pub_dates.append(data[\"result\"][str(id)][\"sortpubdate\"][0:10])\n", + " pub_dates.append(data[\"result\"][str(id)][\"sortpubdate\"][:10])\n", " except requests.exceptions.RequestException as e:\n", " print(f\"An error occurred: {e}\")\n", " data = None" @@ -1179,7 +977,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "collapsed": false, "jupyter": { @@ -1191,35 +989,28 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[datetime.datetime(2025, 4, 1, 0, 0),\n", - " datetime.datetime(2025, 4, 1, 0, 0),\n", - " datetime.datetime(2025, 3, 4, 0, 0),\n", - " datetime.datetime(2025, 3, 4, 0, 0),\n", - " datetime.datetime(2025, 2, 17, 0, 0),\n", - " datetime.datetime(2025, 2, 13, 0, 0),\n", - " datetime.datetime(2025, 2, 11, 0, 0),\n", - " datetime.datetime(2025, 2, 1, 0, 0),\n", - " datetime.datetime(2025, 1, 29, 0, 0),\n", - " datetime.datetime(2025, 1, 29, 0, 0)]\n" - ] + "data": { + "text/plain": [ + "[datetime.datetime(2026, 1, 1, 0, 0),\n", + " datetime.datetime(2025, 11, 28, 0, 0),\n", + " datetime.datetime(2025, 11, 1, 0, 0),\n", + " datetime.datetime(2025, 10, 24, 0, 0),\n", + " datetime.datetime(2025, 9, 24, 0, 0)]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "matplotlib_dates = []\n", - "for date in pub_dates:\n", - " # Convert to datetime object\n", - " date = datetime.strptime(date, '%Y/%m/%d')\n", - " # Convert to matplotlib date format\n", - " matplotlib_dates.append(date)\n", - "pprint(matplotlib_dates[0:10])" + "dates = [datetime.strptime(date, '%Y/%m/%d') for date in pub_dates]\n", + "dates[:5]" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": { "collapsed": false, "jupyter": { @@ -1232,7 +1023,7 @@ "outputs": [ { "data": { - "image/png": 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", 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ll0iS7rvvPoWGhiozM1NlZWXKyMjQzJkzA1IsAAAA6pZqhU0z+8VtIiIilJ2drezs7KMuCgAAAPUD90YHAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4Q9gEAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4Q9gEAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4Q9gEAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4Q9gEAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4Q9gEAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4ExbsAgAAAKpSUFCg4uLigOyrVatWSkpKCsi+AlHXF198EZBaajvCJgAAqJUKCgp0UnIX7dv7fUD2F9G0mfLXflHjwBnouuo7wiYAAKiViouLtW/v94o563o1jkms0b7Kd2zSjhfvUXFxcY3DZqDq2rvhPZW8taBGtdQFhE0AAFCrNY5JVHh8p2CXcYSa1lW+Y1MAq6m9mCAEAAAAZwibAAAAcIaP0QEAQIMRiBngDWUWeaAQNgEAQL13YPd3UkiILrroomCX0uBUO2y++eabuuuuu5SXl6etW7dq6dKlOvfcc73nzUxTpkzRI488op07d2rAgAGaNWuWOnfuHMi6AQAA/msVZbsls4DMbG8os8gDpdphc8+ePerRo4cuu+wyDR8+/Ijn77zzTj3wwAOaP3++2rdvr7/85S/KyMjQ559/roiIiIAUDQAAcDQCMbO9ocwiD5Rqh82hQ4dq6NChfp8zM82YMUM333yzzjnnHEnS448/rri4OD333HMaMWJEzaoFAABAnRLQ2egbN25UYWGhBg8e7K2LiopSWlqaVq9e7fdrysrKVFpa6rMAAACgfgho2CwsLJQkxcXF+ayPi4vznjvc9OnTFRUV5S2JiTU7jwIAAAC1R9Cvszl58mSVlJR4y6ZNnAcBAABQXwQ0bMbHx0uSioqKfNYXFRV5zx0uPDxckZGRPgsAAADqh4CGzfbt2ys+Pl45OTneutLSUr377rtKT08P5LcCAABAHVDt2ei7d+/WunXrvMcbN27Uhx9+qOjoaCUlJem6667Tbbfdps6dO3uXPkpISPC5FicAAAAahmqHzffee0+nn3669zgrK0uSNGbMGM2bN09//vOftWfPHo0bN047d+7UwIEDtWzZMq6xCQAA0ABVO2yedtppMrMqnw8JCdG0adM0bdq0GhUGAACAui/os9EBAABQfxE2AQAA4AxhEwAAAM4QNgEAAOAMYRMAAADOEDYBAADgDGETAAAAzhA2AQAA4AxhEwAAAM4QNgEAAOAMYRMAAADOEDYBAADgDGETAAAAzhA2AQAA4ExYsAsAAABHr6CgQMXFxTXeT6tWrZSUlBSAigBfhE0AAOqogoICnZTcRfv2fl/jfUU0bab8tV8QOBFwhE0AAOqo4uJi7dv7vWLOul6NYxKPej/lOzZpx4v3qLi4mLCJgCNsAgBQxzWOSVR4fKdglwH4xQQhAAAAOEPYBAAAgDN8jA4AwDEWqBnkX3zxRQCqAdwibAIAcAwFcgY5UBcQNgEAOIYCNYNckvZueE8lby0IUGWAG4RNAACCIBAzyMt3bApQNYA7TBACAACAMxzZBAAAAcUEKByKsAkAAAKGCVA4HGETAAAEDBOgcDjCJgAACDgmQKESE4QAAADgDGETAAAAzhA2AQAA4AxhEwAAAM4QNgEAAOAMYRMAAADOEDYBAADgDNfZBADUKoG61aEktWrVSklJSQHZF7dgBI4OYRMAUGsE+laHEU2bKX/tFzUOnNyCETh6hE0AQK0RyFsdlu/YpB0v3qPi4uIah01uwQgcPcImAKDWCcStDl3gFoxA9TFBCAAAAM4QNgEAAOAMH6P/KFCzDAM58xE4FGMUgGuBmCnPbHscjrCpwM4yDNTMR+BQjFEALh3Y/Z0UEqKLLroo2KWgHiJsKnCzDAM58xE4FGMUgEsVZbslM2bbwwlnYTM7O1t33XWXCgsL1aNHDz344INKTU119e0CorbOfgQqMUYBuMRse7jgZILQ4sWLlZWVpSlTpuj9999Xjx49lJGRoW3btrn4dgAAAKilnBzZvPfee3XFFVfo0ksvlSQ99NBDeumll/TYY4/pxhtv9Nm2rKxMZWVl3uOSkhJJUmlpqYvS/Nq9e/fBWgrXqWL/vqPeT/m3myVJeXl53j5rIjQ0VBUVFTXeT23dV22sqbbuKz8/XxJjtC7vqzbWVBv3FaixLgV2vAe0rh+P/NWmfdXGmhrCvgJa04/jfffu3cckQ1V+DzP75Y0twMrKyqxRo0a2dOlSn/WjR4+2YcOGHbH9lClTTBILCwsLCwsLC0sdW9avX/+L2TDgRzaLi4t14MABxcXF+ayPi4vT2rVrj9h+8uTJysrK8h5XVFTo22+/VUxMjEJCQgJdXq1QWlqqxMREbdq0SZGRkcEup1ahN/7RF//oS9XojX/0pWr0xj/64l9JSYmSkpIUHR39i9sGfTZ6eHi4wsPDfda1bNkyOMUcY5GRkQzcKtAb/+iLf/SlavTGP/pSNXrjH33xLzT0l6f/BHyCUKtWrdSoUSMVFRX5rC8qKlJ8fHygvx0AAABqsYCHzSZNmiglJUU5OTneuoqKCuXk5Cg9PT3Q3w4AAAC1mJOP0bOysjRmzBj16dNHqampmjFjhvbs2ePNTm/owsPDNWXKlCNOHwC9qQp98Y++VI3e+EdfqkZv/KMv/lWnLyFm/82c9er7xz/+4V3UvWfPnnrggQeUlpbm4lsBAACglnIWNgEAAAAndxACAAAAJMImAAAAHCJsAgAAwBnCJgAAAJwhbAIAAMAZwiaCgosgoLoYM/7Rl5/s3bs32CXUWrt27fIZK4ybgxgzVQtkb7j0UQDt379fc+bMUUxMjPr06aMOHToEu6RaYf/+/XrggQcUGRmpnj17KjU1Ndgl1RqMGf8YM/7RF//Ky8t17bXX6uuvv1br1q01fvx4paWlKSQkJNilBV15ebmuueYaffrpp4qJidGoUaN0wQUXBLusoGPMVM1JbwwB8cwzz1hUVJT17dvXTjjhBDvppJPsscceC3ZZQffSSy9ZdHS0paWl2cknn2yxsbH297//Pdhl1QqMGf8YM/7RF/+2bt1qvXr1sv79+1t2drb16NHDevToYXfccYeZmR04cCDIFQbPd999ZwMHDrT+/fvbk08+ab/73e+sc+fONmnSpGCXFlSMmaq56g1hMwAqKiosIyPD/vSnP5mZ2WeffWZTpkyxxo0b28qVK4NcXXCdf/75dvXVV5uZ2ZYtW2zOnDkWEhJic+fOtbKysiBXFzyMmaoxZvyjL/49/fTTdvLJJ9vmzZvNzGznzp02depUi4iIsE8//dTMDv68NUQrV660zp072yeffGJmZvv27bO5c+daSEiIvfLKK0GuLngYM1Vz1RvC5lE6tNkfffSRtWjRwnJzc322GTp0qKWmpnr/aQ3BDz/84P17/fr11qZNG1u0aJHPNpdccon17t37iH7Vd7t27bI9e/aYmdmHH37ImPGDMePfhg0b6MthKo+wzJo1yxISEnye27p1qw0ePNgGDBgQjNJqjWeeecaaNm3qs66iosIuuugi69atm+3duzdIlQUHY+aXueoNE4SOwi233KJ58+Z5j9u0aaOQkBBt2bJF0sHzqiTpoYceUl5enpYtWxaMMo+5m2++WTfddJP3uH379tq/f7++++47ST+dbHzXXXdp69atevnll71e1Xd/+tOflJ6eruLiYklSYmIiY0bSa6+9po8//lgVFRWSGDOV1q9f7zOBo23btvRF0uzZs7Vw4UKtW7dOoaEHf301atRI8fHxeuutt7zt4uPjdeONN2rNmjV67bXXJNX/CTH/93//J0nez5IkRUZGKjExUc8884ykgz0ICQnRlClTtG7dOm/9oV9T3zz99NNasWKFtm7dypg5zEMPPaTZs2fr7bff9tY5600NAnCDM2vWLGvevLn17NnT8vPzvfXbtm2z//mf/7Hhw4d768rLy83MbNy4cdajR49jXeox9dxzz1lcXJz17dvX7r//ftuxY4eZHTzKedVVV/m8/v3795uZ2S233GJJSUk+R0Lro1mzZllkZKS1adPGQkJC7I033jAzs8LCwgY9ZubOnWvx8fH261//2lq0aGHjx4/3juZeeeWVDXbMzJkzx5KSkiwlJcXS0tLsn//8p/d6Dx8XDakvy5Yts9atW1vPnj2tbdu21rlzZ7vnnnvMzOzjjz+2Ll262O233+5zOkFhYaENGzbMLr744mCVfUwsXbrUEhISLCYmxjZu3GhmP72XbNiwwc444wy76qqrbPfu3WZ28OheeXm5XXrppXbKKacEq2znHn/8cYuNjbXU1FRr3bq1DRgwwJ555hkzM3v//feta9euDXbMzJ8/32JiYqxfv37Wu3dva9Omjd1///1mdrA3Ln6eCJv/ha+++spSU1MtMjLSnnzySb/b3H333ZaSkuI9X/nDnpOTY7GxsT7htD7ZvXu3nX322TZt2jS/zz/99NOWnJxsM2bMMLOD5wyZHXwTbNasma1Zs+aY1XosvfXWW9a+fXs7/vjj7cknn7T169db7969bfbs2d4299xzj/Xp06fBjZlHH33UOnXqZE8++aRt377dnnjiCTvuuOPsgw8+MLODH/01xDEzY8YM69Spky1atMjefvttmzJlioWGhtrMmTOtoqLCXnjhBTvxxBMbXF/MDp6vOm7cODMz+/LLL+3uu++2kJAQ+9e//mVmZldffbX17dvX+2OuUmZmpo0ZM+YYV3vsLFiwwPr27WsjRoywgQMH2pVXXuk9V3mq11//+ldLTU21f/7znz5fm5WVZUOGDLFdu3Yd05pdKy8vtxkzZliXLl3s0UcftbKyMvv3v/9to0ePtqFDh9r3339vZgf/eEtNTW1QY+bAgQM2depU69y5szcZ9euvv7bx48fbaaed5r2nuOgNH6P/F9asWaN169bpr3/9q0aMGKGdO3dq8eLFys3N1YYNGyRJ55xzjtq3b6+HHnpIO3bsUFhYmCTpq6++UvPmzRUVFRXMl+DMypUrlZubq5tuuknfffedbrzxRt1xxx164oknJEmDBw/WkCFDdO+992rr1q0KDw+XJH388cdq1aqVmjdvHszynfnXv/6lM888Uxs3btSIESPUoUMH7dixw/vYXJLOO++8BjVmzEwHDhzQ66+/rvT0dI0YMUKtWrXSyJEjlZCQ4H2UN2DAAP32t79tUGPm+++/10svveRdlqZ///6aOnWqBg4cqL///e969dVXNWTIEGVkZDSYvtiPH9Nt3LhRK1as0PDhwyVJnTt31vXXX68LL7xQ119/vYqLizV16lT98MMPmj17tv7zn/94+9i7d6+io6ODUr9LBw4ckCR16tRJZ5xxhu644w4NGzZMK1eu1MqVKyUdvHyNJF199dU64YQT9Mgjjyg/P9/bx7Zt25SQkFDvxs2ePXu0fft2jRkzRpdeeqmaNGmi/v37q2vXriotLfVON7n11ltVXl7eYMZMRUWFQkNDNWDAAE2bNk2XXHKJpIOn6Pzwww8aNmyY954yZcqUwPfm6DNywzJy5Eg766yzbNy4cZaYmGj9+vWzVq1aWYcOHbwjCsuWLbPevXvbkCFDbPXq1fbNN99YZmamjRw5st59xFX5V/OcOXPs3HPPtRUrVlj79u0tIyPDhg0bZo0aNbJrrrnGvv32W9u4caP179/fevfubYsWLbJ169bZBRdcYEOHDq23J6gfenmIyiOWY8aMscGDB/ts9/LLL1tKSkqDGDOVevXqZZdffrkVFhaamdnEiRPtpJNOsilTptg777xjZgcnCjWkMVNWVmbR0dG2cOFCMzPvNZ5//vmWkJBgF110ke3atcvy8/NtwIAB9bovX375pc8EzL1791psbKz3qUDlR3s7d+60Zs2a2fTp083MbPHixfab3/zG2rZta/fcc49dfPHFFhsba2+99daxfxGOHN4bs5/eXz799FMbNmyYnXnmmUc899Zbb9nQoUOtZcuW9sc//tFGjRpl0dHR9uKLL5pZ3Z95fXhfPvjgA+/9s/K9+IknnrCePXv6fDS8ZMmSBjdmysvLfR5PnjzZmjZtamlpaTZ27Fh79913zczsqaeesoEDBwasN4TNwzz11FN2+eWX24wZM+zjjz/21r/xxhvWsWNHS09Pt2effdY2b95sH374oZ199tnWpUsXKywstIqKCvvoo4+sW7dulpycbK1bt7aBAwdaQUFBEF9RYFTVlyeffNKioqJs/Pjxdsstt3jnkc2bN8/S0tLs7rvvNrOD53v87ne/s65du1pCQoL179/fO7+orquqN4dfj+zKK6+0008/3UpKSrznDhw40CDHTGJiog0ZMsRiYmIsOTnZpk2bZqeffrp1797dbr/9djM7OGYyMjLq3Zipqi8XXnihJScne+euLliwwE4//XS7/PLLrVOnTt629fVnafHixdauXTs76aSTLDU11ebMmWNmB0/VGT16tGVkZHhBofJ9ZvLkyZaUlOTtY/PmzTZu3Dg799xz7cwzz7S1a9ce+xfiQFW9MfMNio899ph17drV+4i0MmyaHTzt4qabbrLRo0fb8OHD60VvDu/Lo48+6vP8oe/BI0eOtEsuucTMzCdwNsQxY3ZwbEycONH69OljCxYssFmzZtl5551nsbGx3sfpmzZtClhvCJs/Ki4utvPPP9/i4+PtqquusoEDB9oJJ5xgc+fO9baZNWuWrVixwufrvv32W2vSpIktXrzYW1dSUmJfffWVvffee8eqfGd+qS8VFRXWrVs373p/lSoqKiwzM9PGjh3r/WDv27fPtm7d6vMLti6rqjfz5s3ztqmoqPDe8ObNm2eRkZHeX9wVFRXeL4qGNGbMDgamO++800455RQrLS311l9xxRV23nnnWVFRkZkdPKpVX8ZMVX2ZP3++mR08AtGhQwfr0KGDJSQkWLNmzbwJDWFhYfbSSy95+6pvP0uvvvqqtWvXzrKzs23ZsmWWlZVlYWFh3tHMefPmWa9evezhhx82s59C1Jo1a6x169ZHnK9aX47ymvnvTePGjW327Nne+YeV/di8ebONHTvW+vbt652Lefg1WOvLJyY/15fK///K99i9e/da9+7djzhv9VANbcyYmRUUFPiMj2+//daaN29uS5Ys8dlfIHpD2PzRkiVLjri+YWZmpnXs2NGefvppMzOf/6RKJSUl1q5dO/vLX/7iravrH0kcqqq+dOjQwZYuXWpmZjNnzrSQkBDLzs72+Uv6kksusfT0dO9xfeqL2c+PmcreHPqX9YoVKywxMdFycnKO2Fd96s3P9aUyPJWXl9uIESPstttuM7OffiFmZWVZx44dvZmzDaEv7du398bLpk2bbPny5TZ//nzv6N22bdusQ4cOR/wCqA8q/39vvfVWS0lJ8V6zmdn48eOtV69etnz5cistLbVRo0YdcRR38eLFlpCQYBs2bDjWpTv3S73p06ePPfvss0d83Ysvvmh9+vSxKVOm2EcffWRnnXVWvfikpNLR9OU///mPtWvXzr788kszO/iHXX28i1J1e1O5feXvqVdffdXi4+Nt+fLlAa+NCUI/Wrhwodq0aaMTTjhBu3fvliQNGzZMGzZs0MyZM7V9+3Y1bdr0iGtLrV69Wk2bNtX//u//euvq071Vq+rLxo0b9eCDD2rHjh268sorNWTIED344IN6/fXXJUmFhYXasmWLLrvsMm9f9akv0s+PmQcffFDFxcUKDQ31TuaPjo7W/v37vceHqk+9+bm+ZGdnq6ioSGFhYdqxY4fee+89SVKTJk1UVFSkL7/8UiNGjNBxxx0nqWH05euvv9aDDz6obdu2qU2bNho8eLBGjx6txo0bS5LeeOMNNWnSRAMHDgxm+U5U/v9+/vnn6tixoxo3buxNbLntttt03HHHacGCBWrUqJEmTJig0NBQjRgxQu+8844KCgr08ssvKyUlRfHx8cF8GU78Um8iIiL0/PPPq7CwUNJPk4ZOP/10paamatq0aUpJSVF5ebliY2OD8yIcqG5fJGnFihVKTEzU8ccfrz/84Q/q2rWrvvnmG5WXl9era2lWtzeV24eGhmrHjh1avHixTjnlFCfvNQ0ybL755ptavny5fvjhB29d586d9dlnn0mSNzvviy++0KBBg7Rv3z4999xzkg7+52zdulXr1q3Tww8/rHHjxmnIkCHq2LFjnR+01e3L3r179eyzzyo0NFRPPPGEYmNjNXLkSJ155pnq2bOnysvL9fvf/z4oryXQjmbMLF26VNLBi+RKUq9evVRRUaF///vfx7h6d46mL88//7wkafLkyXrppZc0YMAAjR8/Xn369FFpaanGjRt37F9IgNWkL6Ghodq+fbvWrl2rf/zjH5o0aZKGDx+uVq1a1fn3mNdee03XXnutZsyY4V2EXJLOOOMMvfLKKzpw4ID3C/JXv/qVRo8erdWrV+uDDz5Qenq6Hn30Uf3www+67LLLlJqaqo8//lh33XWXmjZtGsRXFRhH25vKGeaNGjXSnj17NHv2bD388MM69dRT9f7772vZsmXeLOO66Gj7snbtWkkHr2rw4osv6tNPP1W7du2Uk5Oj1atX65lnnlHjxo3r9B+0Ne3Nd999p2XLlunWW29Vt27dtHbtWv3tb39Ts2bNAl9swI+V1mLbt2+30aNHW0hIiPXo0cPn45j169db69at7ZRTTrE777zT0tPTrX379paTk2M9evTwPibfu3evzZ8/30488URr3769LViwIEivJnBq2pfKc4CKiors1Vdftbvuusv7WLCuC8SYqfyoYvv27Xb11Vfb66+/HoyXElA16cvNN9/sbbt06VK74YYbbOTIkfbUU08F4ZUEViDGi5lZXl6enXvuuda+ffufPc+srtiyZYudddZZFhsba6NGjbJf//rXFhUV5c18zc/PtxNOOMHrwaHnkcXHx9u9997rPd61a5dt3Lix3tyis6a9ue+++7zHn332maWlpdnjjz9+TF+DC4Hqy549e+yss87ye7vXuipQvdmwYYPdcccdduqpp1Z5DfFAaTBhs7y83GbOnGkZGRm2ePFi75IZlbOuzMzefvttu/zyy6137952zTXX2Pbt283M7OKLL7bMzExvu23bttnzzz9/zF+DC4HsS31Db/yjL/4Fui/vv//+Ma3flT179tiYMWPsggsu8Dm3MjU11ZsdXFpaarfddps1bdrUO7+w8o+0U0891S6//HLv6+rTebyB7k19Eei+1IeJl5UC0ZuxY8d6X/ftt98ek7obTNg0M8vNzfXuOHHrrbda69atvbuWHOrQvwKKioqsW7du3kSGwy9nUx/Ql6rRG//oi3+B6Muhk+zqi3Hjxtkrr7xiZj+9vqlTp1paWpr3S3DDhg02YMAA69evn3399ddmZvbNN99Yly5dvOtB1kf0xj/6UrW62JsGFTYP/4s4ISHBxo0b51165fALCe/fv99mzpxpvXr1qjeXGPGHvlSN3vhHX/yjL/4dOiu28o+MkSNH2hVXXOGz3ebNm61Tp07Wrl0774L2gwYN8m4AUB/RG//oS9XqYm8aVNisVHlU4amnnrKwsDB79dVXfZ7fvHmzzZw50/r06eNzV4/6jr5Ujd74R1/8oy+/bMCAAd41aQ8cOOD90vzqq69s0aJFNmnSJJ9r1jYk9MY/+lK12t6bBhk2D5Wenm6DBw/2LiK9bds2MzNbuHChd/ebhoi+VI3e+Edf/KMvR1q/fr3FxcX5nEt3+MXHGyp64x99qVpd6E2DDZuH3k+2UaNGdv/999u1115rvXv3tk8++STI1QUPfakavfGPvvhHX45UeRrB/PnzrWPHjt76qVOn2lVXXeUF8oaI3vhHX6pWl3rTYMPmofr27WshISHWtm1bW7ZsWbDLqTXoS9XojX/0xT/64mvChAn25z//2butXmxsrJO7ltRF9MY/+lK1utCbBh02161bZ926dbNmzZrZo48+Guxyag36UjV64x998Y++HGnv3r3WqVMnCwkJsfDwcLv99tuDXVKtQW/8oy9Vqyu9CQv8ZeLrjkaNGikzM1M33HBDvbgDRaDQl6rRG//oi3/05UgRERFq166dhgwZonvvvVcRERHBLqnWoDf+0Zeq1ZXehJjV8fufAQDqlAMHDni3cYUveuMffalaXegNYRMAAADOhAa7AAAAANRfhE0AAAA4Q9gEAACAM4RNAAAAOEPYBAAAgDOETQAAADhD2AQAAIAzhE0AAAA4Q9gEAACAM4RNAAAAOPP/kO3vfzBwu84AAAAASUVORK5CYII=", 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" ] @@ -1243,7 +1034,7 @@ ], "source": [ "fig, ax = plt.subplots()\n", - "plt.hist(matplotlib_dates, bins=30,edgecolor='black')\n", + "plt.hist(dates, bins=30, edgecolor='black')\n", "fig.set_size_inches(8, 4)\n", "for label in ax.get_xticklabels(which='major'):\n", " label.set(rotation=30, horizontalalignment='right')\n", @@ -1267,7 +1058,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.13.0" } }, "nbformat": 4, diff --git a/src/python/sage.ipynb b/src/python/sage.ipynb index 2254a94..39536a0 100644 --- a/src/python/sage.ipynb +++ b/src/python/sage.ipynb @@ -21,7 +21,7 @@ "- Data Reuse\n", " - Sage Policy on Text and Data Mining (TDM) and Artificial Intelligence (AI)\n", "\n", - "*This recipe uses the CrossRef API to obtain the full-text URLs of the articles, as recommended in Sage's Text and Data Mining overview. For more information on usage for this API, please see our CrossRef cookbook tutorials and the text and data mining for researchers page of CrossRef's API documentation.*\n", + "*This recipe uses the CrossRef API to obtain the full-text URLs of the articles, as recommended in Sage's Text and Data Mining overview. For more information on usage for this API, please see our CrossRef cookbook tutorials and the text and data mining for researchers page of CrossRef's API documentation.*\n", "\n", "**_NOTE:_** Sage Journals limits downloads to a maximum of 1 request every 6 seconds Monday to Friday from midnight to noon in the \"America/Los_Angeles\" timezone, and 1 request every 2 seconds outside of this time slot.\n", "\n", diff --git a/src/python/sdirect.ipynb b/src/python/sdirect.ipynb index 9b1655e..aa5777f 100644 --- a/src/python/sdirect.ipynb +++ b/src/python/sdirect.ipynb @@ -692,7 +692,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 5. Extract Article Full-Text from XML\n", + "## 5. Extract Full-Text Article from XML\n", "\n", "Finally, we'll demonstrate how to retrieve the **entire body** of the article from the XML by:\n", "\n", diff --git a/src/python/us-census.ipynb b/src/python/us-census.ipynb index 63095ae..655c9f2 100644 --- a/src/python/us-census.ipynb +++ b/src/python/us-census.ipynb @@ -9,7 +9,7 @@ "source": [ "# U.S. Census Data API in Python\n", "\n", - "by Avery Fernandez\n", + "by Avery Fernandez and Michael T. Moen\n", "\n", "The U.S. Census Data API provides programmatic access to demographic, economic, and geographic data collected by the U.S. Census Bureau. It enables users to retrieve and analyze a wide variety of data sets, including Census surveys and population statistics.\n", "\n", @@ -26,7 +26,7 @@ "\n", "_**NOTE:**_ The U.S. Census Bureau Data API limits requests to a maximum of 500 calls per IP address per day without an API key; however, users can request an API key for increased limits.\n", "\n", - "*These recipe examples were tested on May 7, 2025.*" + "*These recipe examples were tested on February 4, 2026.*" ] }, { @@ -38,26 +38,28 @@ "### Import Libraries\n", "\n", "The following external libraries need to be installed into your environment to run the code examples in this tutorial:\n", - "* requests\n", - "* python-dotenv\n", - "* ipykernel\n", - "* matplotlib\n", + "- ipykernel\n", + "- matplotlib\n", + "- pandas\n", + "- python-dotenv\n", + "- requests\n", "\n", "We import the libraries used in this tutorial below:" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ + "import os\n", "from time import sleep\n", - "import requests\n", - "from pprint import pprint\n", - "import matplotlib.pyplot as plt\n", + "\n", "from dotenv import load_dotenv\n", - "import os" + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import requests" ] }, { @@ -77,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -104,275 +106,355 @@ "id": "2eNnH3Lx8mW6" }, "source": [ - "## 1. Get Population Estimates of Counties by State\n", + "## 1. Get Population Estimates for Every US County\n", "\n", - "*Note: includes Washington, D.C. and Puerto Rico*\n", + "In this example, we obtain population estimates for every US county as of 2019.\n", "\n", - "For obtaining data from the Census API, it is helpful to first obtain a list of state IDs:" + "*Note: This data includes the District of Columbia and Puerto Rico*" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "jXq6lVLWBpUP", - "outputId": "384f8c9b-40c7-4a54-8bbc-1b289966fd53" - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "53\n" - ] + "data": { + "text/plain": [ + "3220" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "# Set the base URL that will be used throughout this tutorial\n", "BASE_URL = \"https://api.census.gov/data/\"\n", - "# The parameters specify what data we want to retrieve\n", + "\n", + "# Set parameters to get all counties in the US with their populations\n", "params = {\n", - " \"get\": \"NAME\",\n", - " \"for\": \"state:*\", # This will grab the names of all states in the US\n", + " \"get\": \"NAME,POP\",\n", + " \"for\": \"county:*\",\n", " \"key\": API_KEY\n", "}\n", + "year = 2019\n", "\n", - "# Make the request to the Census API\n", - "try:\n", - " response = requests.get(BASE_URL + \"2019/pep/population\", params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " # Get the JSON data from the response\n", - " state_ids = response.json()\n", - " print(len(state_ids))\n", - "# Handle any errors that occur during the request\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " state_ids = None" + "response = requests.get(f\"{BASE_URL}{year}/pep/population\", params=params)\n", + "data = response.json()[1:]\n", + "\n", + "# Print number of results\n", + "len(data)" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "O0NejyGUBtly", - "outputId": "4c033941-7e4b-45e4-b34d-1dd40e1a0ef9" - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[['NAME', 'state'],\n", - " ['Alabama', '01'],\n", - " ['Alaska', '02'],\n", - " ['Arizona', '04'],\n", - " ['Arkansas', '05'],\n", - " ['California', '06'],\n", - " ['Colorado', '08'],\n", - " ['Delaware', '10'],\n", - " ['District of Columbia', '11'],\n", - " ['Connecticut', '09']]\n" - ] + "data": { + "text/html": [ + "
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County NamePopulationState FIPSCounty FIPS
0Fayette County, Illinois2133617051
1Logan County, Illinois2861817107
2Saline County, Illinois2349117165
3Lake County, Illinois69653517097
4Massac County, Illinois1377217127
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" + ], + "text/plain": [ + " County Name Population State FIPS County FIPS\n", + "0 Fayette County, Illinois 21336 17 051\n", + "1 Logan County, Illinois 28618 17 107\n", + "2 Saline County, Illinois 23491 17 165\n", + "3 Lake County, Illinois 696535 17 097\n", + "4 Massac County, Illinois 13772 17 127" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Show first 10\n", - "if state_ids:\n", - " pprint(state_ids[:10]) " + "# Convert response to DataFrame\n", + "df = pd.DataFrame(data, columns=[\"County Name\", \"Population\", \"State FIPS\", \"County FIPS\"])\n", + "\n", + "# Print first five results\n", + "df.head()" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5MaaW9PcBtsW", - "outputId": "7256fcf4-dc46-41b5-c59f-9c1685dbf7ed" - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[['Alabama', '01'],\n", - " ['Alaska', '02'],\n", - " ['Arizona', '04'],\n", - " ['Arkansas', '05'],\n", - " ['California', '06'],\n", - " ['Colorado', '08'],\n", - " ['Delaware', '10'],\n", - " ['District of Columbia', '11'],\n", - " ['Connecticut', '09'],\n", - " ['Florida', '12']]\n" - ] + "data": { + "text/html": [ + "
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StateCountyPopulationState FIPSCounty FIPS
1898AlabamaAutauga County5586901001
1713AlabamaBaldwin County22323401003
1731AlabamaBarbour County2468601005
1732AlabamaBibb County2239401007
1895AlabamaBlount County5782601009
\n", + "
" + ], + "text/plain": [ + " State County Population State FIPS County FIPS\n", + "1898 Alabama Autauga County 55869 01 001\n", + "1713 Alabama Baldwin County 223234 01 003\n", + "1731 Alabama Barbour County 24686 01 005\n", + "1732 Alabama Bibb County 22394 01 007\n", + "1895 Alabama Blount County 57826 01 009" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Remove heading from data\n", - "if state_ids:\n", - " state_ids = state_ids[1:]\n", - " pprint(state_ids[0:10])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "5me_DLL9ETVl" - }, - "source": [ - "Now we can loop through each state and pull their individual population data:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "id": "wf2DPUmADXng" - }, - "outputs": [], - "source": [ - "# Loop through the states and get the population for each county in each state\n", - "state_population = {}\n", - "\n", - "# Check to make sure state_ids is not None before proceeding\n", - "if state_ids:\n", - " # Loop through each state\n", - " for states in state_ids:\n", - " state_name = states[0]\n", - "\n", - " params = {\n", - " \"get\": \"NAME,POP\",\n", - " \"for\": \"county:*\",\n", - " \"in\": f\"state:{states[1]}\",\n", - " \"key\": API_KEY\n", - " }\n", - " try:\n", - " response = requests.get(BASE_URL + \"2019/pep/population\", params=params)\n", - " sleep(1) \n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()[1:]\n", - " except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None\n", - "\n", - " # Create a dictionary to hold the population of counties in the state\n", - " counties_population = {}\n", - " if data:\n", - " for county in data:\n", - " # Extract county name by removing state name and the comma\n", - " county_name = county[0][:-len(state_name)-2]\n", - " # Extract county population, converting to int or NaN if not available\n", - " county_population = int(county[1] or 'nan')\n", - " # Add the county name and population to the dictionary\n", - " counties_population[county_name] = county_population\n", - " # Add the counties population to the state population dictionary\n", - " state_population[state_name] = counties_population" + "# Split \"County Name\" into \"County\" and \"State\"\n", + "df[[\"County\", \"State\"]] = (\n", + " df[\"County Name\"]\n", + " .str.rsplit(\", \", n=1, expand=True)\n", + ")\n", + "df = df.drop(columns=[\"County Name\"])\n", + "\n", + "# Reorder columns\n", + "df = df[\n", + " [\"State\", \"County\", \"Population\", \"State FIPS\", \"County FIPS\"]\n", + "]\n", + "\n", + "# Sort DataFrame by State and County\n", + "df = df.sort_values(by=[\"State\", \"County\"])\n", + "\n", + "# Print new DataFrame\n", + "df.head()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Jqrpu9f_wB2a", - "outputId": "bae2a51e-defe-45c9-8876-ee629420da06", - "tags": [ - "output_scroll" - ] + "outputId": "bae2a51e-defe-45c9-8876-ee629420da06" }, "outputs": [ { "data": { + "text/html": [ + "
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StateCountyPopulationState FIPSCounty FIPS
1898AlabamaAutauga County5586901001
1713AlabamaBaldwin County22323401003
1731AlabamaBarbour County2468601005
1732AlabamaBibb County2239401007
1895AlabamaBlount County5782601009
\n", + "
" + ], "text/plain": [ - "{'St. Clair County': 89512,\n", - " 'Cullman County': 83768,\n", - " 'Houston County': 105882,\n", - " 'Tuscaloosa County': 209355,\n", - " 'Coffee County': 52342,\n", - " 'Chilton County': 44428,\n", - " 'Coosa County': 10663,\n", - " 'Etowah County': 102268,\n", - " 'Lamar County': 13805,\n", - " 'Butler County': 19448,\n", - " 'Walker County': 63521,\n", - " 'Greene County': 8111,\n", - " 'Bullock County': 10101,\n", - " 'Chambers County': 33254,\n", - " 'Monroe County': 20733,\n", - " 'Lawrence County': 32924,\n", - " 'Lee County': 164542,\n", - " 'Marion County': 29709,\n", - " 'Pickens County': 19930,\n", - " 'Sumter County': 12427,\n", - " 'Jefferson County': 658573,\n", - " 'Choctaw County': 12589,\n", - " 'Franklin County': 31362,\n", - " 'Marengo County': 18863,\n", - " 'Russell County': 57961,\n", - " 'Cherokee County': 26196,\n", - " 'Covington County': 37049,\n", - " 'Crenshaw County': 13772,\n", - " 'Dallas County': 37196,\n", - " 'Lauderdale County': 92729,\n", - " 'Lowndes County': 9726,\n", - " 'Macon County': 18068,\n", - " 'Limestone County': 98915,\n", - " 'Shelby County': 217702,\n", - " 'Winston County': 23629,\n", - " 'Baldwin County': 223234,\n", - " 'Elmore County': 81209,\n", - " 'Jackson County': 51626,\n", - " 'Talladega County': 79978,\n", - " 'Washington County': 16326,\n", - " 'Clay County': 13235,\n", - " 'Morgan County': 119679,\n", - " 'Pike County': 33114,\n", - " 'Colbert County': 55241,\n", - " 'Dale County': 49172,\n", - " 'Hale County': 14651,\n", - " 'DeKalb County': 71513,\n", - " 'Escambia County': 36633,\n", - " 'Randolph County': 22722,\n", - " 'Mobile County': 413210,\n", - " 'Perry County': 8923,\n", - " 'Cleburne County': 14910,\n", - " 'Conecuh County': 12067,\n", - " 'Barbour County': 24686,\n", - " 'Bibb County': 22394,\n", - " 'Calhoun County': 113605,\n", - " 'Clarke County': 23622,\n", - " 'Fayette County': 16302,\n", - " 'Montgomery County': 226486,\n", - " 'Marshall County': 96774,\n", - " 'Blount County': 57826,\n", - " 'Henry County': 17205,\n", - " 'Madison County': 372909,\n", - " 'Autauga County': 55869,\n", - " 'Tallapoosa County': 40367,\n", - " 'Geneva County': 26271,\n", - " 'Wilcox County': 10373}" + " State County Population State FIPS County FIPS\n", + "1898 Alabama Autauga County 55869 01 001\n", + "1713 Alabama Baldwin County 223234 01 003\n", + "1731 Alabama Barbour County 24686 01 005\n", + "1732 Alabama Bibb County 22394 01 007\n", + "1895 Alabama Blount County 57826 01 009" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Show data for Alabama\n", - "state_population[\"Alabama\"]" + "# Show first 5 results for Alabama\n", + "df[df[\"State\"] == \"Alabama\"].head()" ] }, { @@ -384,157 +466,278 @@ "source": [ "## 2. Get Population Estimates Over a Range of Years\n", "\n", - "We can use similar code as before, but now loop through different population estimate datasets by year. Here are the specific APIs used:\n", - "\n", - "Vintage 2015 Population Estimates\n", - "\n", - "Vintage 2016 Population Estimates\n", + "We can use similar code as before, but now loop through different population estimate datasets by year. Here are the specific endpoints used:\n", "\n", - "Vintage 2017 Population Estimates" + "- Vintage 2015 Population Estimates\n", + "- Vintage 2016 Population Estimates\n", + "- Vintage 2017 Population Estimates\n", + "- Vintage 2018 Population Estimates" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "id": "uvJQlT-h7xHH", - "pycharm": { - "name": "#%%\n" + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StateCountyPopulationState FIPSCounty FIPSFIPS
1898AlabamaAutauga County558690100101001
1713AlabamaBaldwin County2232340100301003
1731AlabamaBarbour County246860100501005
1732AlabamaBibb County223940100701007
1895AlabamaBlount County578260100901009
\n", + "
" + ], + "text/plain": [ + " State County Population State FIPS County FIPS FIPS\n", + "1898 Alabama Autauga County 55869 01 001 01001\n", + "1713 Alabama Baldwin County 223234 01 003 01003\n", + "1731 Alabama Barbour County 24686 01 005 01005\n", + "1732 Alabama Bibb County 22394 01 007 01007\n", + "1895 Alabama Blount County 57826 01 009 01009" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } - }, - "outputs": [], + ], "source": [ - "state_population = {}\n", - "\n", - "if state_ids:\n", - " # Goes through datasets for 2015, 2016, 2017\n", - " for states in state_ids:\n", - "\n", - " annual_populations = {}\n", - " for year in range(2015, 2018):\n", - " stateName = states[0]\n", - " params = {\n", - " \"get\": \"GEONAME,POP\",\n", - " \"for\": \"county:*\",\n", - " \"in\": f\"state:{states[1]}\",\n", - " \"key\": API_KEY\n", - " }\n", - "\n", - " try:\n", - " response = requests.get(\n", - " BASE_URL + str(year) + \"/pep/population\", \n", - " params=params\n", - " )\n", - " sleep(1) \n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()[1:]\n", - " except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None\n", - "\n", - " counties_population = {}\n", - " if data:\n", - " for county in data:\n", - " county_name = county[0][:-len(stateName)-2]\n", - " county_population = int(county[1] or 'nan')\n", - " counties_population[county_name] = county_population\n", - "\n", - " annual_populations[year] = counties_population\n", - " state_population[stateName] = annual_populations" + "# Create FIPS column to merge data from other data frames\n", + "df[\"FIPS\"] = df[\"State FIPS\"] + df[\"County FIPS\"]\n", + "\n", + "# Dispay DataFrame with the new colum\n", + "df.head()" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ssjHpYD9w5_c", - "outputId": "99f7f197-6bb9-40d1-ebc2-09092d75dc67", - "tags": [ - "output_scroll" - ] - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'Autauga County, Alabama, East South Central, South, Unit': 55347,\n", - " 'Baldwin County, Alabama, East South Central, South, Unit': 203709,\n", - " 'Barbour County, Alabama, East South Central, South, Unit': 26489,\n", - " 'Bibb County, Alabama, East South Central, South, Unit': 22583,\n", - " 'Blount County, Alabama, East South Central, South, Unit': 57673,\n", - " 'Bullock County, Alabama, East South Central, South, Unit': 10696,\n", - " 'Butler County, Alabama, East South Central, South, Unit': 20154,\n", - " 'Calhoun County, Alabama, East South Central, South, Unit': 115620,\n", - " 'Chambers County, Alabama, East South Central, South, Unit': 34123,\n", - " 'Cherokee County, Alabama, East South Central, South, Unit': 25859,\n", - " 'Chilton County, Alabama, East South Central, South, Unit': 43943,\n", - " 'Choctaw County, Alabama, East South Central, South, Unit': 13170,\n", - " 'Clarke County, Alabama, East South Central, South, Unit': 24675,\n", - " 'Clay County, Alabama, East South Central, South, Unit': 13555,\n", - " 'Cleburne County, Alabama, East South Central, South, Unit': 15018,\n", - " 'Coffee County, Alabama, East South Central, South, Unit': 51211,\n", - " 'Colbert County, Alabama, East South Central, South, Unit': 54354,\n", - " 'Conecuh County, Alabama, East South Central, South, Unit': 12672,\n", - " 'Coosa County, Alabama, East South Central, South, Unit': 10724,\n", - " 'Covington County, Alabama, East South Central, South, Unit': 37835,\n", - " 'Crenshaw County, Alabama, East South Central, South, Unit': 13963,\n", - " 'Cullman County, Alabama, East South Central, South, Unit': 82005,\n", - " 'Dale County, Alabama, East South Central, South, Unit': 49565,\n", - " 'Dallas County, Alabama, East South Central, South, Unit': 41131,\n", - " 'DeKalb County, Alabama, East South Central, South, Unit': 71130,\n", - " 'Elmore County, Alabama, East South Central, South, Unit': 81468,\n", - " 'Escambia County, Alabama, East South Central, South, Unit': 37789,\n", - " 'Etowah County, Alabama, East South Central, South, Unit': 103057,\n", - " 'Fayette County, Alabama, East South Central, South, Unit': 16759,\n", - " 'Franklin County, Alabama, East South Central, South, Unit': 31696,\n", - " 'Geneva County, Alabama, East South Central, South, Unit': 26777,\n", - " 'Greene County, Alabama, East South Central, South, Unit': 8479,\n", - " 'Hale County, Alabama, East South Central, South, Unit': 15068,\n", - " 'Henry County, Alabama, East South Central, South, Unit': 17221,\n", - " 'Houston County, Alabama, East South Central, South, Unit': 104173,\n", - " 'Jackson County, Alabama, East South Central, South, Unit': 52419,\n", - " 'Jefferson County, Alabama, East South Central, South, Unit': 660367,\n", - " 'Lamar County, Alabama, East South Central, South, Unit': 13886,\n", - " 'Lauderdale County, Alabama, East South Central, South, Unit': 92596,\n", - " 'Lawrence County, Alabama, East South Central, South, Unit': 33115,\n", - " 'Lee County, Alabama, East South Central, South, Unit': 156993,\n", - " 'Limestone County, Alabama, East South Central, South, Unit': 91663,\n", - " 'Lowndes County, Alabama, East South Central, South, Unit': 10458,\n", - " 'Macon County, Alabama, East South Central, South, Unit': 19105,\n", - " 'Madison County, Alabama, East South Central, South, Unit': 353089,\n", - " 'Marengo County, Alabama, East South Central, South, Unit': 20028,\n", - " 'Marion County, Alabama, East South Central, South, Unit': 30168,\n", - " 'Marshall County, Alabama, East South Central, South, Unit': 94725,\n", - " 'Mobile County, Alabama, East South Central, South, Unit': 415395,\n", - " 'Monroe County, Alabama, East South Central, South, Unit': 21673,\n", - " 'Montgomery County, Alabama, East South Central, South, Unit': 226519,\n", - " 'Morgan County, Alabama, East South Central, South, Unit': 119565,\n", - " 'Perry County, Alabama, East South Central, South, Unit': 9652,\n", - " 'Pickens County, Alabama, East South Central, South, Unit': 20864,\n", - " 'Pike County, Alabama, East South Central, South, Unit': 33046,\n", - " 'Randolph County, Alabama, East South Central, South, Unit': 22696,\n", - " 'Russell County, Alabama, East South Central, South, Unit': 59660,\n", - " 'Shelby County, Alabama, East South Central, South, Unit': 208713,\n", - " 'St. Clair County, Alabama, East South Central, South, Unit': 87074,\n", - " 'Sumter County, Alabama, East South Central, South, Unit': 13103,\n", - " 'Talladega County, Alabama, East South Central, South, Unit': 80862,\n", - " 'Tallapoosa County, Alabama, East South Central, South, Unit': 40844,\n", - " 'Tuscaloosa County, Alabama, East South Central, South, Unit': 203976,\n", - " 'Walker County, Alabama, East South Central, South, Unit': 65294,\n", - " 'Washington County, Alabama, East South Central, South, Unit': 16804,\n", - " 'Wilcox County, Alabama, East South Central, South, Unit': 11059,\n", - " 'Winston County, Alabama, East South Central, South, Unit': 23877}\n" - ] + "data": { + "text/html": [ + "
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StateCountyPopulation (2015)Population (2016)Population (2017)Population (2018)Population (2019)FIPS
1898AlabamaAutauga County553475541655504556015586901001
1713AlabamaBaldwin County20370920856321262821802222323401003
1731AlabamaBarbour County264892596525270248812468601005
1732AlabamaBibb County225832264322668224002239401007
1895AlabamaBlount County576735770458013578405782601009
\n", + "
" + ], + "text/plain": [ + " State County Population (2015) Population (2016) \\\n", + "1898 Alabama Autauga County 55347 55416 \n", + "1713 Alabama Baldwin County 203709 208563 \n", + "1731 Alabama Barbour County 26489 25965 \n", + "1732 Alabama Bibb County 22583 22643 \n", + "1895 Alabama Blount County 57673 57704 \n", + "\n", + " Population (2017) Population (2018) Population (2019) FIPS \n", + "1898 55504 55601 55869 01001 \n", + "1713 212628 218022 223234 01003 \n", + "1731 25270 24881 24686 01005 \n", + "1732 22668 22400 22394 01007 \n", + "1895 58013 57840 57826 01009 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Show Alabama data\n", - "pprint(state_population[\"Alabama\"][2015])" + "# Set parameters to get all counties in the US with their populations\n", + "params = {\n", + " \"get\": \"GEONAME,POP\", # Note: The API uses GEONAME instead of NAME for earlier years\n", + " \"for\": \"county:*\",\n", + " \"key\": API_KEY\n", + "}\n", + "\n", + "# Retrieve population data for years 2015-2018 and add to DataFrame\n", + "for year in range(2015, 2019):\n", + " response = requests.get(f\"{BASE_URL}{year}/pep/population\", params=params)\n", + " sleep(1) # Sleep to avoid hitting rate limits\n", + " data = response.json()[1:]\n", + "\n", + " year_df = pd.DataFrame(\n", + " data,\n", + " columns=[\"County Name\", \"Population\", \"State FIPS\", \"County FIPS\"]\n", + " )\n", + " year_df[\"FIPS\"] = year_df[\"State FIPS\"] + year_df[\"County FIPS\"]\n", + "\n", + " aligned = (\n", + " year_df\n", + " .set_index(\"FIPS\")\n", + " .reindex(df[\"FIPS\"])\n", + " [\"Population\"]\n", + " .astype(\"Int64\")\n", + " )\n", + "\n", + " df[f\"Population ({year})\"] = aligned.values\n", + "\n", + "# Rename the 2019 population column\n", + "df = df.rename(columns={\"Population\": \"Population (2019)\"})\n", + "\n", + "# Reorder columns\n", + "df = df[\n", + " [\"State\", \"County\", \"Population (2015)\", \"Population (2016)\", \"Population (2017)\",\n", + " \"Population (2018)\", \"Population (2019)\", \"FIPS\"]\n", + "]\n", + "\n", + "# Print updated DataFrame\n", + "df.head()" ] }, { @@ -551,12 +754,12 @@ "\n", "This data is based off the 2021 Population Estimates dataset.\n", "\n", - "The percentage change in population is from July 1, 2020 to July 1, 2021 for states (includes Washington, D.C. and Puerto Rico)" + "The percentage change in population is from July 1, 2020 to July 1, 2021 for states (including the District of Columbia and Puerto Rico)." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -569,11 +772,14 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "52\n" - ] + "data": { + "text/plain": [ + "52" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -582,23 +788,19 @@ " \"for\": \"state:*\",\n", " \"key\": API_KEY\n", "}\n", + "year = 2021\n", "\n", - "try:\n", - " response = requests.get(BASE_URL + \"2021/pep/population\", params=params)\n", - " # Raise an error for bad responses\n", - " response.raise_for_status() \n", - " data = response.json()[1:]\n", - " # Sort by the state name\n", - " data.sort()\n", - " print(len(data))\n", - "except requests.exceptions.RequestException as e:\n", - " print(f\"An error occurred: {e}\")\n", - " data = None" + "response = requests.get(f\"{BASE_URL}{year}/pep/population\", params=params)\n", + "data = response.json()[1:]\n", + "data.sort(reverse=True) # Sort by the state name\n", + "\n", + "# Print number of results\n", + "len(data)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -608,30 +810,33 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[['Alabama', '5039877', '0.2999918604', '01'],\n", - " ['Alaska', '732673', '0.0316749062', '02'],\n", - " ['Arizona', '7276316', '1.3698828613', '04'],\n", - " ['Arkansas', '3025891', '0.4534511286', '05'],\n", - " ['California', '39237836', '-0.6630474360', '06'],\n", - " ['Colorado', '5812069', '0.4799364073', '08'],\n", - " ['Connecticut', '3605597', '0.1482392938', '09'],\n", - " ['Delaware', '1003384', '1.1592057958', '10'],\n", - " ['District of Columbia', '670050', '-2.9043911470', '11'],\n", - " ['Florida', '21781128', '0.9791222337', '12']]\n" - ] + "data": { + "text/plain": [ + "[['Wyoming', '578803', '0.2660813800', '56'],\n", + " ['Wisconsin', '5895908', '0.0608418785', '55'],\n", + " ['West Virginia', '1782959', '-0.3821101600', '54'],\n", + " ['Washington', '7738692', '0.2579032840', '53'],\n", + " ['Virginia', '8642274', '0.1185119075', '51'],\n", + " ['Vermont', '645570', '0.4786029463', '50'],\n", + " ['Utah', '3337975', '1.7153083600', '49'],\n", + " ['Texas', '29527941', '1.0619881070', '48'],\n", + " ['Tennessee', '6975218', '0.7962146316', '47'],\n", + " ['South Dakota', '895376', '0.9330412953', '46']]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "if data:\n", - " pprint(data[0:10])" + "# Print first 10 results\n", + "data[:10]" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": { "id": "y_qfusMv7xHJ", "pycharm": { @@ -641,18 +846,14 @@ "outputs": [], "source": [ "# Prepare data for plotting\n", - "stateName = []\n", - "population = []\n", - "populationChange = []\n", - "for states in data:\n", - " stateName.append(states[0])\n", - " population.append(int(states[1]) or 'nan')\n", - " populationChange.append(float(states[2] or 'nan'))" + "stateName = [state[0] for state in data]\n", + "population = [int(state[1]) or 'nan' for state in data]\n", + "populationChange = [float(state[2] or 'nan') for state in data]" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -667,7 +868,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -697,7 +898,7 @@ "# Set titles and labels with larger fonts and bold title for emphasis\n", "ax.set_title(\"Population Change from 2020 to 2021\", fontsize=18, fontweight='bold', color='k')\n", "ax.set_xlabel(\"% Population Change\", fontsize=14, color='k')\n", - "ax.set_ylabel(\"States (including Washington DC and Puerto Rico)\", fontsize=14, color='k')\n", + "ax.set_ylabel(\"States (including DC and PR)\", fontsize=14, color='k')\n", "\n", "# Remove top and right spines for a cleaner appearance\n", "ax.spines['top'].set_visible(False)\n", @@ -735,7 +936,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.13.0" } }, "nbformat": 4, diff --git a/src/python/wos.ipynb b/src/python/wos.ipynb index b7d86fa..95b0440 100644 --- a/src/python/wos.ipynb +++ b/src/python/wos.ipynb @@ -596,7 +596,7 @@ "source": [ "## 2. Batch Processing with WOS Starter\n", "\n", - "This example shows a method to search for as many 50 DOIs in a single query. We suppose that we have a file `dois.txt` that contains 1000 DOIs, each listed on its own line. The DOIs in this file were obtained via the OpenAlex API (see our OpenAlex recipes for guidance on how to do this). Note that not all DOIs in this list are indexed in Web of Science." + "This example shows a method to search for as many 50 DOIs in a single query. We suppose that we have a file `dois.txt` that contains 1000 DOIs, each listed on its own line. The DOIs in this file were obtained via the OpenAlex API (see our OpenAlex recipes for guidance on how to do this). Note that not all DOIs in this list are indexed in Web of Science." ] }, { diff --git a/requirements.txt b/src/requirements.txt similarity index 100% rename from requirements.txt rename to src/requirements.txt