| Name | catalystcoop.pudl JSON |
| Version |
2024.2.6
JSON |
| download |
| home_page | |
| Summary | An open data processing pipeline for US energy data |
| upload_time | 2024-02-26 04:38:46 |
| maintainer | |
| docs_url | None |
| author | |
| requires_python | <3.12,>=3.11 |
| license | Copyright 2017-2022 Catalyst Cooperative Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
| keywords |
analysis
climate change
coal
data
economics
eia 860
eia 861
eia 923
electricity
emissions
energy
epa ampd
epa cems
ferc form 1
ferc form 2
ferc form 6
ferc form 60
ferc form 714
finance
fossil fuel
natural gas
oil
policy
utility
|
| VCS |
 |
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
===============================================================================
The Public Utility Data Liberation Project (PUDL)
===============================================================================
.. readme-intro
.. image:: https://www.repostatus.org/badges/latest/active.svg
:target: https://www.repostatus.org/#active
:alt: Project Status: Active
.. image:: https://github.com/catalyst-cooperative/pudl/workflows/pytest/badge.svg
:target: https://github.com/catalyst-cooperative/pudl/actions?query=workflow%3Apytest
:alt: PyTest Status
.. image:: https://img.shields.io/codecov/c/github/catalyst-cooperative/pudl?style=flat&logo=codecov
:target: https://codecov.io/gh/catalyst-cooperative/pudl
:alt: Codecov Test Coverage
.. image:: https://img.shields.io/readthedocs/catalystcoop-pudl?style=flat&logo=readthedocs
:target: https://catalystcoop-pudl.readthedocs.io/en/latest/
:alt: Read the Docs Build Status
.. image:: https://img.shields.io/badge/code%20style-black-000000.svg
:target: https://github.com/psf/black
:alt: Any color you want, so long as it's black.
.. image:: https://results.pre-commit.ci/badge/github/catalyst-cooperative/pudl/main.svg
:target: https://results.pre-commit.ci/latest/github/catalyst-cooperative/pudl/main
:alt: pre-commit CI
.. image:: https://zenodo.org/badge/80646423.svg
:target: https://zenodo.org/badge/latestdoi/80646423
:alt: Zenodo DOI
.. image:: https://img.shields.io/badge/calend.ly-officehours-darkgreen
:target: https://calend.ly/catalyst-cooperative/pudl-office-hours
:alt: Schedule a 1-on-1 chat with us about PUDL.
What is PUDL?
-------------
The `PUDL <https://catalyst.coop/pudl/>`__ Project is an open source data processing
pipeline that makes US energy data easier to access and use programmatically.
Hundreds of gigabytes of valuable data are published by US government agencies, but it's
often difficult to work with. PUDL takes the original spreadsheets, CSV files, and
databases and turns them into a unified resource. This allows users to spend more time
on novel analysis and less time on data preparation.
The project is focused on serving researchers, activists, journalists, policy makers,
and small businesses that might not otherwise be able to afford access to this data from
commercial sources and who may not have the time or expertise to do all the data
processing themselves from scratch.
We want to make this data accessible and easy to work with for as wide an audience as
possible: anyone from a grassroots youth climate organizers working with Google sheets
to university researchers with access to scalable cloud computing resources and everyone
in between!
PUDL is comprised of three core components:
Raw Data Archives
^^^^^^^^^^^^^^^^^
PUDL `archives <https://github.com/catalyst-cooperative/pudl-archiver>`__ all our raw
inputs on `Zenodo
<https://zenodo.org/communities/catalyst-cooperative/?page=1&size=20>`__ to ensure
permanent, versioned access to the data. In the event that an agency changes how they
publish data or deletes old files, the data processing pipeline will still have access
to the original inputs. Each of the data inputs may have several different versions
archived, and all are assigned a unique DOI (digital object identifier) and made
available through Zenodo's REST API. You can read more about the Raw Data Archives in
the `docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/#raw-data-archives>`__.
Data Pipeline
^^^^^^^^^^^^^
The data pipeline (this repo) ingests raw data from the archives, cleans and integrates
it, and writes the resulting tables to `SQLite <https://sqlite.org>`__ and `Apache
Parquet <https://parquet.apache.org/>`__ files, with some acompanying metadata stored as
JSON. Each release of the PUDL software contains a set of of DOIs indicating which
versions of the raw inputs it processes. This helps ensure that the outputs are
replicable. You can read more about our ETL (extract, transform, load) process in the
`PUDL documentation <https://catalystcoop-pudl.readthedocs.io/en/nightly/#the-etl-process>`__.
Data Warehouse
^^^^^^^^^^^^^^
The SQLite, Parquet, and JSON outputs from the data pipeline, sometimes called "PUDL
outputs", are updated each night by an automated build process, and periodically
archived so that users can access the data without having to install and run our data
processing system. These outputs contain hundreds of tables and comprise a small
file-based data warehouse that can be used for a variety of energy system analyses.
Learn more about `how to access the PUDL data
<https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html>`__.
What data is available?
-----------------------
PUDL currently integrates data from:
* **EIA Form 860**: 2001-2022
- `Source Docs <https://www.eia.gov/electricity/data/eia860/>`__
- `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/eia860.html>`__
* **EIA Form 860m**: 2023-06
- `Source Docs <https://www.eia.gov/electricity/data/eia860m/>`__
* **EIA Form 861**: 2001-2022
- `Source Docs <https://www.eia.gov/electricity/data/eia861/>`__
- `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/eia861.html>`__
* **EIA Form 923**: 2001-2023
- `Source Docs <https://www.eia.gov/electricity/data/eia923/>`__
- `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/eia923.html>`__
* **EPA Continuous Emissions Monitoring System (CEMS)**: 1995Q1-2023Q4
- `Source Docs <https://campd.epa.gov/>`__
- `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/epacems.html>`__
* **FERC Form 1**: 1994-2022
- `Source Docs <https://www.ferc.gov/industries-data/electric/general-information/electric-industry-forms/form-1-electric-utility-annual>`__
- `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/ferc1.html>`__
* **FERC Form 714**: 2006-2022 (mostly raw)
- `Source Docs <https://www.ferc.gov/industries-data/electric/general-information/electric-industry-forms/form-no-714-annual-electric/data>`__
- `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/ferc714.html>`__
* **FERC Form 2**: 1996-2022 (raw only)
- `Source Docs <https://www.ferc.gov/industries-data/natural-gas/industry-forms/form-2-2a-3-q-gas-historical-vfp-data>`__
* **FERC Form 6**: 2000-2022 (raw only)
- `Source Docs <https://www.ferc.gov/general-information-1/oil-industry-forms/form-6-6q-historical-vfp-data>`__
* **FERC Form 60**: 2006-2022 (raw only)
- `Source Docs <https://www.ferc.gov/form-60-annual-report-centralized-service-companies>`__
* **US Census Demographic Profile 1 Geodatabase**: 2010
- `Source Docs <https://www.census.gov/geographies/mapping-files/2010/geo/tiger-data.html>`__
Thanks to support from the `Alfred P. Sloan Foundation Energy & Environment
Program <https://sloan.org/programs/research/energy-and-environment>`__, from
2021 to 2024 we will be cleaning and integrating the following data as well:
* `EIA Form 176 <https://www.eia.gov/dnav/ng/TblDefs/NG_DataSources.html#s176>`__
(The Annual Report of Natural Gas Supply and Disposition)
* `FERC Electric Quarterly Reports (EQR) <https://www.ferc.gov/industries-data/electric/power-sales-and-markets/electric-quarterly-reports-eqr>`__
* `FERC Form 2 <https://www.ferc.gov/industries-data/natural-gas/overview/general-information/natural-gas-industry-forms/form-22a-data>`__
(Annual Report of Major Natural Gas Companies)
* `PHMSA Natural Gas Annual Report <https://www.phmsa.dot.gov/data-and-statistics/pipeline/gas-distribution-gas-gathering-gas-transmission-hazardous-liquids>`__
* Machine Readable Specifications of State Clean Energy Standards
How do I access the data?
-------------------------
For details on how to access PUDL data, see the `data access documentation
<https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html>`__. A quick
summary:
* `Datasette <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#-access-datasette>`__
provides browsable and queryable data from our nightly builds on the web:
https://data.catalyst.coop
* `Kaggle <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-kaggle>`__
provides easy Jupyter notebook access to the PUDL data, updated weekly:
https://www.kaggle.com/datasets/catalystcooperative/pudl-project
* `Zenodo <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-zenodo>`__
provides stable long-term access to our versioned data releases with a citeable DOI:
https://doi.org/10.5281/zenodo.3653158
* `Nightly Data Builds <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-nightly-builds>`__
push their outputs to the AWS Open Data Registry:
https://registry.opendata.aws/catalyst-cooperative-pudl/
See `the nightly build docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-nightly-builds>`__
for direct download links.
* `The PUDL Development Environment <https://catalystcoop-pudl.readthedocs.io/en/nightly/dev/dev_setup.html>`__
lets you run the PUDL data processing pipeline locally.
Contributing to PUDL
--------------------
Find PUDL useful? Want to help make it better? There are lots of ways to help!
* Check out our `contribution guide <https://catalystcoop-pudl.readthedocs.io/en/nightly/CONTRIBUTING.html>`__
including our `Code of Conduct <https://catalystcoop-pudl.readthedocs.io/en/nightly/code_of_conduct.html>`__.
* You can file a bug report, make a feature request, or ask questions in the
`Github issue tracker <https://github.com/catalyst-cooperative/pudl/issues>`__.
* Feel free to fork the project and make a pull request with new code, better
documentation, or example notebooks.
* `Make a recurring financial contribution <https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=PZBZDFNKBJW5E&source=url>`__
to support our work liberating public energy data.
* `Hire us to do some custom analysis <https://catalyst.coop/hire-catalyst/>`__ and
allow us to integrate the resulting code into PUDL.
Licensing
---------
In general, our code, data, and other work are permissively licensed for use by anybody,
for any purpose, so long as you give us credit for the work we've done.
* The PUDL software is released under
`the MIT License <https://opensource.org/licenses/MIT>`__.
* The PUDL data and documentation are published under the
`Creative Commons Attribution License v4.0 <https://creativecommons.org/licenses/by/4.0/>`__
(CC-BY-4.0).
Contact Us
----------
* For bug reports, feature requests, and other software or data issues please make a
`GitHub Issue <https://github.com/catalyst-cooperative/pudl/issues>`__.
* For more general support, questions, or other conversations around the project
that might be of interest to others, check out the
`GitHub Discussions <https://github.com/catalyst-cooperative/pudl/discussions>`__
* If you'd like to get occasional updates about the project
`sign up for our email list <https://catalyst.coop/updates/>`__.
* Want to schedule a time to chat with us one-on-one about your PUDL use case, ideas
for improvement, or get some personalized support? Join us for
`Office Hours <https://calend.ly/catalyst-cooperative/pudl-office-hours>`__
* `Follow us here on GitHub <https://github.com/catalyst-cooperative/>`__
* Follow us on Mastodon: `@CatalystCoop@mastodon.energy <https://mastodon.energy/@CatalystCoop>`__
* Follow us on BlueSky: `@catalyst.coop <https://bsky.app/profile/catalyst.coop>`__
* `Follow us on LinkedIn <https://www.linkedin.com/company/catalyst-cooperative/>`__
* `Follow us on HuggingFace <https://huggingface.co/catalystcooperative>`__
* Follow us on Twitter: `@CatalystCoop <https://twitter.com/CatalystCoop>`__
* `Follow us on Kaggle <https://www.kaggle.com/catalystcooperative/>`__
* More info on our website: https://catalyst.coop
* Email us if you'd like to hire us to provide customized data extraction and analysis:
`hello@catalyst.coop <mailto:hello@catalyst.coop>`__
About Catalyst Cooperative
--------------------------
`Catalyst Cooperative <https://catalyst.coop>`__ is a small group of data wranglers
and policy wonks organized as a worker-owned cooperative consultancy. Our goal is a
more just, livable, and sustainable world. We integrate public data and perform
custom analyses to inform public policy
(`Hire us! <https://catalyst.coop/hire-catalyst>`__). Our focus is primarily on
mitigating climate change and improving electric utility regulation in the United
States.
Raw data
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"description": "===============================================================================\nThe Public Utility Data Liberation Project (PUDL)\n===============================================================================\n\n.. readme-intro\n\n.. image:: https://www.repostatus.org/badges/latest/active.svg\n :target: https://www.repostatus.org/#active\n :alt: Project Status: Active\n\n.. image:: https://github.com/catalyst-cooperative/pudl/workflows/pytest/badge.svg\n :target: https://github.com/catalyst-cooperative/pudl/actions?query=workflow%3Apytest\n :alt: PyTest Status\n\n.. image:: https://img.shields.io/codecov/c/github/catalyst-cooperative/pudl?style=flat&logo=codecov\n :target: https://codecov.io/gh/catalyst-cooperative/pudl\n :alt: Codecov Test Coverage\n\n.. image:: https://img.shields.io/readthedocs/catalystcoop-pudl?style=flat&logo=readthedocs\n :target: https://catalystcoop-pudl.readthedocs.io/en/latest/\n :alt: Read the Docs Build Status\n\n.. image:: https://img.shields.io/badge/code%20style-black-000000.svg\n :target: https://github.com/psf/black\n :alt: Any color you want, so long as it's black.\n\n.. image:: https://results.pre-commit.ci/badge/github/catalyst-cooperative/pudl/main.svg\n :target: https://results.pre-commit.ci/latest/github/catalyst-cooperative/pudl/main\n :alt: pre-commit CI\n\n.. image:: https://zenodo.org/badge/80646423.svg\n :target: https://zenodo.org/badge/latestdoi/80646423\n :alt: Zenodo DOI\n\n.. image:: https://img.shields.io/badge/calend.ly-officehours-darkgreen\n :target: https://calend.ly/catalyst-cooperative/pudl-office-hours\n :alt: Schedule a 1-on-1 chat with us about PUDL.\n\nWhat is PUDL?\n-------------\n\nThe `PUDL <https://catalyst.coop/pudl/>`__ Project is an open source data processing\npipeline that makes US energy data easier to access and use programmatically.\n\nHundreds of gigabytes of valuable data are published by US government agencies, but it's\noften difficult to work with. PUDL takes the original spreadsheets, CSV files, and\ndatabases and turns them into a unified resource. This allows users to spend more time\non novel analysis and less time on data preparation.\n\nThe project is focused on serving researchers, activists, journalists, policy makers,\nand small businesses that might not otherwise be able to afford access to this data from\ncommercial sources and who may not have the time or expertise to do all the data\nprocessing themselves from scratch.\n\nWe want to make this data accessible and easy to work with for as wide an audience as\npossible: anyone from a grassroots youth climate organizers working with Google sheets\nto university researchers with access to scalable cloud computing resources and everyone\nin between!\n\nPUDL is comprised of three core components:\n\nRaw Data Archives\n^^^^^^^^^^^^^^^^^\nPUDL `archives <https://github.com/catalyst-cooperative/pudl-archiver>`__ all our raw\ninputs on `Zenodo\n<https://zenodo.org/communities/catalyst-cooperative/?page=1&size=20>`__ to ensure\npermanent, versioned access to the data. In the event that an agency changes how they\npublish data or deletes old files, the data processing pipeline will still have access\nto the original inputs. Each of the data inputs may have several different versions\narchived, and all are assigned a unique DOI (digital object identifier) and made\navailable through Zenodo's REST API. You can read more about the Raw Data Archives in\nthe `docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/#raw-data-archives>`__.\n\nData Pipeline\n^^^^^^^^^^^^^\nThe data pipeline (this repo) ingests raw data from the archives, cleans and integrates\nit, and writes the resulting tables to `SQLite <https://sqlite.org>`__ and `Apache\nParquet <https://parquet.apache.org/>`__ files, with some acompanying metadata stored as\nJSON. Each release of the PUDL software contains a set of of DOIs indicating which\nversions of the raw inputs it processes. This helps ensure that the outputs are\nreplicable. You can read more about our ETL (extract, transform, load) process in the\n`PUDL documentation <https://catalystcoop-pudl.readthedocs.io/en/nightly/#the-etl-process>`__.\n\nData Warehouse\n^^^^^^^^^^^^^^\nThe SQLite, Parquet, and JSON outputs from the data pipeline, sometimes called \"PUDL\noutputs\", are updated each night by an automated build process, and periodically\narchived so that users can access the data without having to install and run our data\nprocessing system. These outputs contain hundreds of tables and comprise a small\nfile-based data warehouse that can be used for a variety of energy system analyses.\nLearn more about `how to access the PUDL data\n<https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html>`__.\n\nWhat data is available?\n-----------------------\n\nPUDL currently integrates data from:\n\n* **EIA Form 860**: 2001-2022\n - `Source Docs <https://www.eia.gov/electricity/data/eia860/>`__\n - `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/eia860.html>`__\n* **EIA Form 860m**: 2023-06\n - `Source Docs <https://www.eia.gov/electricity/data/eia860m/>`__\n* **EIA Form 861**: 2001-2022\n - `Source Docs <https://www.eia.gov/electricity/data/eia861/>`__\n - `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/eia861.html>`__\n* **EIA Form 923**: 2001-2023\n - `Source Docs <https://www.eia.gov/electricity/data/eia923/>`__\n - `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/eia923.html>`__\n* **EPA Continuous Emissions Monitoring System (CEMS)**: 1995Q1-2023Q4\n - `Source Docs <https://campd.epa.gov/>`__\n - `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/epacems.html>`__\n* **FERC Form 1**: 1994-2022\n - `Source Docs <https://www.ferc.gov/industries-data/electric/general-information/electric-industry-forms/form-1-electric-utility-annual>`__\n - `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/ferc1.html>`__\n* **FERC Form 714**: 2006-2022 (mostly raw)\n - `Source Docs <https://www.ferc.gov/industries-data/electric/general-information/electric-industry-forms/form-no-714-annual-electric/data>`__\n - `PUDL Docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_sources/ferc714.html>`__\n* **FERC Form 2**: 1996-2022 (raw only)\n - `Source Docs <https://www.ferc.gov/industries-data/natural-gas/industry-forms/form-2-2a-3-q-gas-historical-vfp-data>`__\n* **FERC Form 6**: 2000-2022 (raw only)\n - `Source Docs <https://www.ferc.gov/general-information-1/oil-industry-forms/form-6-6q-historical-vfp-data>`__\n* **FERC Form 60**: 2006-2022 (raw only)\n - `Source Docs <https://www.ferc.gov/form-60-annual-report-centralized-service-companies>`__\n* **US Census Demographic Profile 1 Geodatabase**: 2010\n - `Source Docs <https://www.census.gov/geographies/mapping-files/2010/geo/tiger-data.html>`__\n\nThanks to support from the `Alfred P. Sloan Foundation Energy & Environment\nProgram <https://sloan.org/programs/research/energy-and-environment>`__, from\n2021 to 2024 we will be cleaning and integrating the following data as well:\n\n* `EIA Form 176 <https://www.eia.gov/dnav/ng/TblDefs/NG_DataSources.html#s176>`__\n (The Annual Report of Natural Gas Supply and Disposition)\n* `FERC Electric Quarterly Reports (EQR) <https://www.ferc.gov/industries-data/electric/power-sales-and-markets/electric-quarterly-reports-eqr>`__\n* `FERC Form 2 <https://www.ferc.gov/industries-data/natural-gas/overview/general-information/natural-gas-industry-forms/form-22a-data>`__\n (Annual Report of Major Natural Gas Companies)\n* `PHMSA Natural Gas Annual Report <https://www.phmsa.dot.gov/data-and-statistics/pipeline/gas-distribution-gas-gathering-gas-transmission-hazardous-liquids>`__\n* Machine Readable Specifications of State Clean Energy Standards\n\nHow do I access the data?\n-------------------------\n\nFor details on how to access PUDL data, see the `data access documentation\n<https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html>`__. A quick\nsummary:\n\n* `Datasette <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#-access-datasette>`__\n provides browsable and queryable data from our nightly builds on the web:\n https://data.catalyst.coop\n* `Kaggle <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-kaggle>`__\n provides easy Jupyter notebook access to the PUDL data, updated weekly:\n https://www.kaggle.com/datasets/catalystcooperative/pudl-project\n* `Zenodo <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-zenodo>`__\n provides stable long-term access to our versioned data releases with a citeable DOI:\n https://doi.org/10.5281/zenodo.3653158\n* `Nightly Data Builds <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-nightly-builds>`__\n push their outputs to the AWS Open Data Registry:\n https://registry.opendata.aws/catalyst-cooperative-pudl/\n See `the nightly build docs <https://catalystcoop-pudl.readthedocs.io/en/nightly/data_access.html#access-nightly-builds>`__\n for direct download links.\n* `The PUDL Development Environment <https://catalystcoop-pudl.readthedocs.io/en/nightly/dev/dev_setup.html>`__\n lets you run the PUDL data processing pipeline locally.\n\nContributing to PUDL\n--------------------\n\nFind PUDL useful? Want to help make it better? There are lots of ways to help!\n\n* Check out our `contribution guide <https://catalystcoop-pudl.readthedocs.io/en/nightly/CONTRIBUTING.html>`__\n including our `Code of Conduct <https://catalystcoop-pudl.readthedocs.io/en/nightly/code_of_conduct.html>`__.\n* You can file a bug report, make a feature request, or ask questions in the\n `Github issue tracker <https://github.com/catalyst-cooperative/pudl/issues>`__.\n* Feel free to fork the project and make a pull request with new code, better\n documentation, or example notebooks.\n* `Make a recurring financial contribution <https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=PZBZDFNKBJW5E&source=url>`__\n to support our work liberating public energy data.\n* `Hire us to do some custom analysis <https://catalyst.coop/hire-catalyst/>`__ and\n allow us to integrate the resulting code into PUDL.\n\nLicensing\n---------\n\nIn general, our code, data, and other work are permissively licensed for use by anybody,\nfor any purpose, so long as you give us credit for the work we've done.\n\n* The PUDL software is released under\n `the MIT License <https://opensource.org/licenses/MIT>`__.\n* The PUDL data and documentation are published under the\n `Creative Commons Attribution License v4.0 <https://creativecommons.org/licenses/by/4.0/>`__\n (CC-BY-4.0).\n\nContact Us\n----------\n\n* For bug reports, feature requests, and other software or data issues please make a\n `GitHub Issue <https://github.com/catalyst-cooperative/pudl/issues>`__.\n* For more general support, questions, or other conversations around the project\n that might be of interest to others, check out the\n `GitHub Discussions <https://github.com/catalyst-cooperative/pudl/discussions>`__\n* If you'd like to get occasional updates about the project\n `sign up for our email list <https://catalyst.coop/updates/>`__.\n* Want to schedule a time to chat with us one-on-one about your PUDL use case, ideas\n for improvement, or get some personalized support? Join us for\n `Office Hours <https://calend.ly/catalyst-cooperative/pudl-office-hours>`__\n* `Follow us here on GitHub <https://github.com/catalyst-cooperative/>`__\n* Follow us on Mastodon: `@CatalystCoop@mastodon.energy <https://mastodon.energy/@CatalystCoop>`__\n* Follow us on BlueSky: `@catalyst.coop <https://bsky.app/profile/catalyst.coop>`__\n* `Follow us on LinkedIn <https://www.linkedin.com/company/catalyst-cooperative/>`__\n* `Follow us on HuggingFace <https://huggingface.co/catalystcooperative>`__\n* Follow us on Twitter: `@CatalystCoop <https://twitter.com/CatalystCoop>`__\n* `Follow us on Kaggle <https://www.kaggle.com/catalystcooperative/>`__\n* More info on our website: https://catalyst.coop\n* Email us if you'd like to hire us to provide customized data extraction and analysis:\n `hello@catalyst.coop <mailto:hello@catalyst.coop>`__\n\nAbout Catalyst Cooperative\n--------------------------\n\n`Catalyst Cooperative <https://catalyst.coop>`__ is a small group of data wranglers\nand policy wonks organized as a worker-owned cooperative consultancy. Our goal is a\nmore just, livable, and sustainable world. We integrate public data and perform\ncustom analyses to inform public policy\n(`Hire us! <https://catalyst.coop/hire-catalyst>`__). Our focus is primarily on\nmitigating climate change and improving electric utility regulation in the United\nStates.\n",
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"license": "Copyright 2017-2022 Catalyst Cooperative Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ",
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