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Spreadsheet, meet automation.

Welcome to Workbench!

Workbench is a platform that helps you make sense of data tables. Code like a pro -- without code.

Features include:

  • Steps to download, HTML-scrape, clean, analyze and visualize data.
  • Steps to load tables from Google Drive, Twitter and APIs.
  • Emailed notifications when data changes.
  • An integrated data-journalism training course.
  • Undo, so you can't make mistakes -- only experiments.
  • Unlimited power, with custom Python and Excel-like formulas.

Try it

To see what Workbench does, run your own server.


User Documentation

Contributing

Workbench is licensed under the AGPL 3.0 license. You are free to use the code or parts of it in your own applications, even your own own closed source applications. If you modify Workbench code or merge it into your own software, you must open-source the modifications.

Contact us

Always happy to hear from you:

We also welcome issue reports and pull requests :)

Credits

Workbench started as a project of Columbia Journalism School, made possible through the generous support of Krishna Bharat and the Knight Foundation.

Workbench's Projects

dropna icon dropna

Drop rows where specified columns are null.

editcells icon editcells

Workbench module that overwrites table values one at a time

enigma icon enigma

Workbench module to load public data from Enigma

fastparquet icon fastparquet

python implementation of the parquet columnar file format.

fillna icon fillna

Fill empty fields with the content of previous or subsequent rows

filter icon filter

A Workbench module that filters by condition

formatnumbers icon formatnumbers

Workbench module that changes the way numbers are displayed in columns, leaving data intact

formula icon formula

Workbench module that runs Excel or Python formula between columns and stores result in a new column

generatemetadata icon generatemetadata

Generate metadata report. Originally created for the Invisible Institute Scripts

genids icon genids

Create a unique-ID column using row numbers

googlesheets icon googlesheets

Workbench module to download a table from Google Sheets

groupby icon groupby

Implements common aggregation tasks (count, average, sum, max, and min).

ignorefirstrows icon ignorefirstrows

Ignore first rows of the file. Number of rows that must be ignored is determined by parameter given by user.

intercom icon intercom

Workbench module that fetches a user list from Intercom

jointab icon jointab

Workbench module that joins data using shared columns between two tabs

labelbycondition icon labelbycondition

A Workbench module that adds a column of labels for rows matching conditions

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