![](https://private-user-images.githubusercontent.com/67431758/237229352-b616defa-9e52-45b4-9944-8c8d9ea8d223.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.W8kffNDJam4g8fHBv2TgaSOWWAvJkysQcaL9NQaMCn4)
The dataset comes from the San Francisco City Open Data :
https://data.sfgov.org/Housing-and-Buildings/Building-Permits/i98e-djp9
![](https://private-user-images.githubusercontent.com/67431758/237230931-a9d2d66f-a1be-486f-8990-5d867e4e2b8f.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.6FeQkZh18HXJ1ye3rIJaHQcLQ6kX55wOhQWF8k2Ky7s)
The geolocation coordinates were exctracted with the help of the Nominatim API (a search engine for OpenStreetMap data):
https://nominatim.openstreetmap.org/search?q=
![Tableau Logo](https://private-user-images.githubusercontent.com/67431758/237232940-1cf7a25a-7db8-410f-a8ad-934cf9466989.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.CpMqlfQJA67Zy2wTMkxuxXFBHjxVMeQYc1J2Q8RRHc8)
The data were cleaned and processed with R and then visualized with Tableau.
![](https://private-user-images.githubusercontent.com/67431758/237238545-e3508e21-9341-407b-8609-1058d34e7e31.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MTk5MjIxNTMsIm5iZiI6MTcxOTkyMTg1MywicGF0aCI6Ii82NzQzMTc1OC8yMzcyMzg1NDUtZTM1MDhlMjEtOTM0MS00MDdiLTg2MDktMTA1OGQzNGU3ZTMxLnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNDA3MDIlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjQwNzAyVDEyMDQxM1omWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPTI5MGY4NGY5MmU0NjY5MjY3YzAwYTgyOGI3ZTU2MzBkZDg3MzQzMTEwZGFhM2IzNWI1NTBkZDFmYTc4OWM3NjEmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0JmFjdG9yX2lkPTAma2V5X2lkPTAmcmVwb19pZD0wIn0.gt-q1gZdGihGf6GVQ1rZtIvNSkdfcJ6CDTpJAC8OSOw)