{"id":22879276,"url":"https://github.com/utdata/rwd-workbench","last_synced_at":"2026-01-12T06:22:11.879Z","repository":{"id":92281249,"uuid":"184315840","full_name":"utdata/rwd-workbench","owner":"utdata","description":"Tips and tricks to using https://app.workbenchdata.com","archived":false,"fork":false,"pushed_at":"2020-05-03T15:31:50.000Z","size":7821,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-03-31T14:44:58.120Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/utdata.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-04-30T18:57:48.000Z","updated_at":"2020-05-03T15:31:52.000Z","dependencies_parsed_at":"2023-06-08T06:30:17.421Z","dependency_job_id":null,"html_url":"https://github.com/utdata/rwd-workbench","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/utdata/rwd-workbench","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Frwd-workbench","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Frwd-workbench/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Frwd-workbench/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Frwd-workbench/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/utdata","download_url":"https://codeload.github.com/utdata/rwd-workbench/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Frwd-workbench/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28336316,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-12T06:09:07.588Z","status":"ssl_error","status_checked_at":"2026-01-12T06:05:18.301Z","response_time":98,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-12-13T16:38:40.378Z","updated_at":"2026-01-12T06:22:11.850Z","avatar_url":"https://github.com/utdata.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Notes about Data Workbench\n\nWorkbench is based on Python's [pandas](https://pandas.pydata.org/) module, which means you can leverage pandas to do things that Workbench can't do natively.\n\nThis is a collection of some of those things.\n\n## How it works\n\n- In Workbench, create a new step and choose the [Python](http://help.workbenchdata.com/en/articles/1484226-python-editor) module.\n- Define a function called `process` that accepts the current data as `table` (which will be a `pd.DataFrame`) and return the same `table`. You can use the following packages:\n  - math\n  - pd ([Pandas](https://pandas.pydata.org/pandas-docs/stable/reference/index.html))\n  - np ([numpy](https://docs.scipy.org/doc/numpy/reference/routines.html))\n\n```python\ndef process(table):\n    # Do your thing here\n    return table\n```\n\nYour pandas dataframe object is called `table`, so you can reference columns as `table['columnname']` or `table.columnname`.\n\n## Examples\n\n- [Reshaping using Pandas melt](reshape-melt.md)\n- [Using zfill to fix IDs that start with zero](zfill.md)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Futdata%2Frwd-workbench","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Futdata%2Frwd-workbench","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Futdata%2Frwd-workbench/lists"}