{"id":18576711,"url":"https://github.com/njanakiev/openstreetmap-data-science","last_synced_at":"2025-10-03T15:41:20.072Z","repository":{"id":106199434,"uuid":"131971193","full_name":"njanakiev/openstreetmap-data-science","owner":"njanakiev","description":"Data Science with OpenStreetMap","archived":false,"fork":false,"pushed_at":"2023-08-29T15:38:02.000Z","size":12740,"stargazers_count":41,"open_issues_count":0,"forks_count":10,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-24T19:08:27.825Z","etag":null,"topics":["data-science","openstreetmap","python"],"latest_commit_sha":null,"homepage":"https://apps.janakiev.com/osm-data-science/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/njanakiev.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":"2018-05-03T09:17:54.000Z","updated_at":"2024-10-28T13:57:31.000Z","dependencies_parsed_at":"2024-11-06T23:30:28.392Z","dependency_job_id":"b03b9887-e290-4164-95d8-4be720418281","html_url":"https://github.com/njanakiev/openstreetmap-data-science","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/njanakiev%2Fopenstreetmap-data-science","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/njanakiev%2Fopenstreetmap-data-science/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/njanakiev%2Fopenstreetmap-data-science/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/njanakiev%2Fopenstreetmap-data-science/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/njanakiev","download_url":"https://codeload.github.com/njanakiev/openstreetmap-data-science/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248191604,"owners_count":21062535,"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","openstreetmap","python"],"created_at":"2024-11-06T23:26:13.374Z","updated_at":"2025-10-03T15:41:15.046Z","avatar_url":"https://github.com/njanakiev.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Data Science with OpenStreetMap and Python\n\n[![Screenshot](assets/screen.png)](https://apps.janakiev.com/osm-data-science/)\n\nProject can be viewed on [apps.janakiev.com/osm-data-science](https://apps.janakiev.com/osm-data-science/).\n\n[OpenStreetMap](https://www.openstreetmap.org/) (OSM) is a massive collaborative map of the world, built and maintained mostly by volunteers. On the other hand, there exist various indicators to measure economic growth, prosperity and produce of a country. What if we use OpenStreetMap to predict those economic indicators?\n\nThis project is covered in the following articles and notebooks\n- [Predict Economic Indicators with OpenStreetMap](https://janakiev.com/blog/osm-predict-economic-indicators/)\n- [Compare Countries and Cities with OpenStreetMap and t-SNE](https://janakiev.com/blog/osm-compare-countries-and-cities/)\n- [Visualize the Graphical Structure of Countries by their Amenity Distributions](osm-amenity-graphical-structure.ipynb)\n\nThis project further explores the way how common data science methods can be applied on data from [OpenStreetMap](https://www.openstreetmap.org). The basis for the data were the counts of the most common amenities like restaurant, cafe, etc. (specified with [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)) found on the various buildings and elements in OpenStreetMap. The interactive visualization is done with [leaflet.js](https://leafletjs.com/).\n\n# Used Data Sets and APIs\n- [Human Development Index and its components](http://hdr.undp.org/en/composite/HDI) and [Human Development Data (1990-2015)](http://hdr.undp.org/en/data)\n- [World Bank Open Data](https://data.worldbank.org/) with [wbdata](https://github.com/OliverSherouse/wbdata) by Sherouse, Oliver (2014). Arlington, VA. Available from http://github.com/OliverSherouse/wbdata.\n- [The Big Mac Index](https://www.economist.com/content/big-mac-index), data available in [TheEconomist/big-mac-data](https://github.com/TheEconomist/big-mac-data)\n- [OpenStreetMap](https://www.openstreetmap.org/) and [Overpass API](https://wiki.openstreetmap.org/wiki/Overpass_API)\n- [Taginfo](https://taginfo.openstreetmap.org/)\n\n# License \nThis project is licensed under the MIT license. See the [LICENSE](LICENSE) for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnjanakiev%2Fopenstreetmap-data-science","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnjanakiev%2Fopenstreetmap-data-science","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnjanakiev%2Fopenstreetmap-data-science/lists"}