{"id":16708227,"url":"https://github.com/martinfleis/sdsc21-workshop","last_synced_at":"2025-07-31T13:35:59.949Z","repository":{"id":66359200,"uuid":"417130734","full_name":"martinfleis/sdsc21-workshop","owner":"martinfleis","description":"Materials for SDSC 2021 Workshop","archived":false,"fork":false,"pushed_at":"2023-07-17T19:16:01.000Z","size":22,"stargazers_count":33,"open_issues_count":0,"forks_count":7,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-03-18T04:51:26.495Z","etag":null,"topics":["data-science","python","workshop"],"latest_commit_sha":null,"homepage":"","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/martinfleis.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2021-10-14T12:57:14.000Z","updated_at":"2025-02-04T08:39:14.000Z","dependencies_parsed_at":"2024-10-28T17:48:11.445Z","dependency_job_id":null,"html_url":"https://github.com/martinfleis/sdsc21-workshop","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/martinfleis%2Fsdsc21-workshop","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/martinfleis%2Fsdsc21-workshop/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/martinfleis%2Fsdsc21-workshop/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/martinfleis%2Fsdsc21-workshop/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/martinfleis","download_url":"https://codeload.github.com/martinfleis/sdsc21-workshop/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244866041,"owners_count":20523451,"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":["data-science","python","workshop"],"created_at":"2024-10-12T19:43:04.512Z","updated_at":"2025-03-21T20:32:47.857Z","avatar_url":"https://github.com/martinfleis.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Capturing the Structure of Cities with Data Science workshop\nSDSC 2021 Workshop\n\n## Run online\n\nOpen in an interactive in-browser environment:\n\n[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/martinfleis/sdsc21-workshop/HEAD?labpath=demo-notebook.ipynb)\n\n## Run locally\n\nIf you want to run the notebook locally, it is recommended to create a new `conda` environment based on the `environment.yml` file.\n\n```\nconda env create -f environment.yml\n```\n\nAlternatively, ensure that all required dependencies are available in your environment in their latest versions (as of October 24, 2021).\n\n```\n- momepy\n- pygeos\n- osmnx\n- clustergram\n- bokeh\n- scikit-learn\n- geopy\n- ipywidgets\n```\n\n## Annotation\n\nMartin will walk you through the fundamentals of analysis of the structure of cities. You will learn what can be measured, how to do that in Python, and how to use those numbers to capture the patterns that make up cities. Using a real-life example, you will learn every step of the method, from data retrieval to detection of individual patterns.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmartinfleis%2Fsdsc21-workshop","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmartinfleis%2Fsdsc21-workshop","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmartinfleis%2Fsdsc21-workshop/lists"}