{"id":28378545,"url":"https://github.com/dask/dask-examples","last_synced_at":"2025-06-25T13:33:03.039Z","repository":{"id":30038747,"uuid":"123751406","full_name":"dask/dask-examples","owner":"dask","description":"Easy-to-run example notebooks for Dask","archived":false,"fork":false,"pushed_at":"2024-01-12T14:04:09.000Z","size":637727,"stargazers_count":378,"open_issues_count":21,"forks_count":225,"subscribers_count":24,"default_branch":"main","last_synced_at":"2025-06-06T02:35:39.644Z","etag":null,"topics":["hacktoberfest"],"latest_commit_sha":null,"homepage":"https://examples.dask.org/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc-by-sa-4.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dask.png","metadata":{"funding":{"github":["numfocus"],"custom":["https://numfocus.org/donate-to-dask"],"tidelift":"pypi/dask"},"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2018-03-04T02:58:32.000Z","updated_at":"2025-04-02T00:07:15.000Z","dependencies_parsed_at":"2023-11-28T22:31:15.308Z","dependency_job_id":"d330aacd-04c9-497f-a44c-de8c1cf0a489","html_url":"https://github.com/dask/dask-examples","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/dask/dask-examples","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dask%2Fdask-examples","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dask%2Fdask-examples/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dask%2Fdask-examples/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dask%2Fdask-examples/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dask","download_url":"https://codeload.github.com/dask/dask-examples/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dask%2Fdask-examples/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261883105,"owners_count":23224436,"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":["hacktoberfest"],"created_at":"2025-05-30T02:06:42.857Z","updated_at":"2025-06-25T13:33:03.028Z","avatar_url":"https://github.com/dask.png","language":"Jupyter Notebook","funding_links":["https://github.com/sponsors/numfocus","https://numfocus.org/donate-to-dask","https://tidelift.com/funding/github/pypi/dask"],"categories":["Tutorials and Talks"],"sub_categories":[],"readme":"Dask Example Notebooks\n======================\n\nThis repository includes easy-to-run example notebooks for Dask.\nThey are intended to be educational and give users a start on common workflows.\n\nThey should be easy to run locally if you download this repository.\nThey are also available on the cloud by clicking on the link below:\n\n[![Binder](https://static.mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dask/dask-examples/main?urlpath=lab)\n[![Build Status](https://github.com/dask/dask-examples/workflows/CI/badge.svg)](https://github.com/dask/dask-examples/actions?query=workflow%3ACI)\n\nContributing\n------------\n\nThis repository is a great opportunity to start contributing to Dask.\nPlease note that examples submitted to this repository should follow these\nguidelines:\n\n1. Run top-to-bottom without intervention from the user\n2. Not require external data sources that may disappear over time\n   (external data sources that are highly unlikely to disappear are fine)\n3. Not be resource intensive, and should run within 2GB of memory\n4. Be clear and contain enough prose to explain the topic at hand\n5. Be concise and limited to one or two topics, such that a reader can\n   get through the example within a few minutes of reading\n6. Be of general relevance to Dask users, and so not too specific on a\n   particular problem or use case\n\n   As an example \"how to do dataframe joins\" is a great topic while \"how to\n   do dataframe joins in the particular case when one column is a categorical\n   and the other is object dtype\" is probably too specific\n7. If the example requires a library not included in `binder/environment.yml`\n   then it would be `pip` installed` in the first cell of the notebook, with a\n   brief explanation about what functionality the library adds.  A brief\n   example follows:\n\n   ```markdown\n   ### Install Extra Dependencies\n\n   We first install the library X for interacting with Y\n   ```\n\n   ```python\n   !pip install X\n   ```\n\nUpdating the Binder environment\n-------------------------------\n\n1. Modify `binder/environment-base.yml` with new or updated dependencies\n2. Run a `linux/amd64` Docker container with `mamba` available. For example:\n\n   ```shell\n   docker run --platform=linux/amd64 -it --rm --mount type=bind,source=$(pwd)/binder,target=/binder condaforge/mambaforge /bin/bash\n   ```\n\n   This mounts the `./binder` folder in `/binder` in the Docker container\n3. Create the environment\n\n   ```shell\n   mamba env create -f environment-base.yml\n   ```\n\n   This may take quite a while.\n4. Export the environment specification:\n\n   ```shell\n   mamba env export -n dask-examples --no-builds -f environment.yml\n   ```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdask%2Fdask-examples","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdask%2Fdask-examples","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdask%2Fdask-examples/lists"}