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Examples of useful data science tools that can help clean, process, or extend your data.
EFILE TOOLS
- 990 Data Issue Tracker
- IRS 990 Efile Raw XML Downloads
- IRS 990 Efile Database Builder
- Master Concordance Crosswalk for Efile Data
- Improved AWS Efile Index (deprecated)
From Jacob Fenton:
OTHER NONPROFIT DATASETS
- IRS Pub 78 Exempt Orgs Database
- IRS Nonprofit Business Master File
- IRS 990N Postcard Filers
- IRS Tax Exempt Revocations
- IRS 1023-EZ New Nonprofit Metadata
- 527 Political Organization Disclosures
- Historic Statistics of Income Nonprofit Microdata Samples
- Historic 990 data from 1982-1994 (pre-NCCS Core)
- ProPublica API
- nccs core harmonization
- peopleparser 990 part vii name standardization and gender coding
- titleclassifier 990 part vii title standardization
- classifying nonprofit missions
- fiscal R package for creating a standard set of nonprofit fiscal health metrics
- compensator R package for automated compensation appraisal of NP executives
- npcompete tool to create standardized metrics of market competitiveness
Predict nonprofit activity codes from their name, mission, and program description text using machine learning algorithms.
<p class="uk-text-center light">Use approximate matching to link individuals in your data.
For more examples see this helpful network tutorial.
This project was inspired by the R Open Science initiative, which believes in making data accessible and building tools that help a research community better utilize the data. These scripts are written in the R language because it is a freely-available open-source platform that can be used by anyone.