{"id":22879293,"url":"https://github.com/utdata/chj-workbench-lesson","last_synced_at":"2026-01-08T19:10:45.248Z","repository":{"id":92281162,"uuid":"309824380","full_name":"utdata/chj-workbench-lesson","owner":"utdata","description":"A lesson on the Workbench tool for the Center for Health Journalism's Data Fellowship program.","archived":false,"fork":false,"pushed_at":"2020-12-02T19:35:24.000Z","size":4595,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-02-06T20:44:24.715Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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":"2020-11-03T22:41:57.000Z","updated_at":"2021-04-01T11:09:26.000Z","dependencies_parsed_at":"2023-06-08T06:45:41.792Z","dependency_job_id":null,"html_url":"https://github.com/utdata/chj-workbench-lesson","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Fchj-workbench-lesson","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Fchj-workbench-lesson/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Fchj-workbench-lesson/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/utdata%2Fchj-workbench-lesson/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/utdata","download_url":"https://codeload.github.com/utdata/chj-workbench-lesson/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246483554,"owners_count":20784912,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":"2024-12-13T16:38:44.372Z","updated_at":"2026-01-08T19:10:45.219Z","avatar_url":"https://github.com/utdata.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Introduction to Workbench\n\nThis is a lesson designed for the Center for Health Journalism Data Fellowship program. The aim is to provide an introduction to [Workbench](https://workbenchdata.com/), a web-based tool that uses Python's [pandas](https://pandas.pydata.org/) data analysis library under the hood.\n\nThe tool provides some of the benefits of programming-based data science techniques, like repeatable code with annotations to explain the steps, but in an approachable manner using a web-based interface and minimal programming. It allows the user to concentrate on the technique and not the programming syntax.\n\nI have a series of short video tutorials on the [Basic Functions of Data Journalism](https://vimeo.com/showcase/7320305) that you may find useful. The videos cover common techniques used in data analysis, including in Workbench.\n\nLastly, Workbench has a [Training](https://app.workbenchdata.com/lessons/en) section with tutorials and lessons that cover basic data journalism concepts. They are worth doing.\n\n## How we'll handle this session\n\n- I'll do a quick demonstration working through some of the relevant functions and abilities of Workbench. Just watch this part ... don't try to follow along. You'll get to do that soon enough.\n- We'll work together on a project step-by-step so you can practice this.\n- I'll provide a detailed practice session you can do on your own later.\n\n## Lesson links\n\n- [The Demo](demo.md)\n- [Hands-on session](hands-on.md)\n- [Practice on your own](practice.md). If you want to practice on your own with some health-related data: Opioid deaths from Minnesota. (H/T MaryJo).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Futdata%2Fchj-workbench-lesson","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Futdata%2Fchj-workbench-lesson","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Futdata%2Fchj-workbench-lesson/lists"}