{"id":32444421,"url":"https://github.com/googlemaps-samples/insights-samples","last_synced_at":"2026-07-13T15:31:19.518Z","repository":{"id":318935168,"uuid":"1052911806","full_name":"googlemaps-samples/insights-samples","owner":"googlemaps-samples","description":null,"archived":false,"fork":false,"pushed_at":"2026-05-08T12:39:22.000Z","size":4506,"stargazers_count":14,"open_issues_count":2,"forks_count":9,"subscribers_count":2,"default_branch":"main","last_synced_at":"2026-05-08T13:39:33.206Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Insights samples\n\nThis repository contains samples for the Insights products from Google Maps Platform.\n\nYou can learn more about the products on the [product page](https://mapsplatform.google.com/maps-products/geospatial-analytics).\n\n### Street View Insights\n\n[Docs](https://developers.google.com/maps/documentation/imagery-insights)\n\n### Places Insights\n\n[Docs](https://developers.google.com/maps/documentation/placesinsights) | [Demo](https://mapsplatform.google.com/demos/places-insights/)\n\n### Roads Management Insights\n\n[Docs](https://developers.google.com/maps/documentation/roads-management-insights) | [Demo](https://google-rmi-demo-1024202510105.us-central1.run.app/)\n\n### Population Dynamics Insights\n\n[Docs](https://developers.google.com/maps/documentation/population-dynamics-insights)\n\n## Available Recipe Collections\n\n*   [`places_insights/`](places_insights/): Samples for analyzing the Places Insights BigQuery dataset.\n    *   [`notebooks/`](places_insights/notebooks/): Example Google Colab notebooks for querying the dataset and visualizing the results.\n        *   [`custom_location_scores/`](places_insights/notebooks/custom_location_scores/): Combines Places Insights data with BigQuery `AI.GENERATE` (Gemini) to calculate and visualize AI-powered suitability scores for real estate listings based on a specific user persona.\n        *   [`nevada_site_selection/`](places_insights/notebooks/nevada_site_selection/): Demonstrates a multi-stage site selection workflow for a new coffee shop in Las Vegas, combining competitor analysis, commercial suitability scoring, and target market density on an interactive map.\n        *   [`sample_data_demo/`](places_insights/notebooks/sample_data_demo/): A technical introduction demonstrating how to query, aggregate, and visualize Places Insights data in BigQuery using Standard SQL, Python, and the H3 grid system to analyze commercial density across global cities.\n        *   [`spot_check_results/`](places_insights/notebooks/spot_check_results/): Illustrates a workflow for spot-checking analytical data by combining H3 density aggregations with the Place Details API to visualize both statistical hotspots and individual locations on an interactive map.\n    *   [`places-insights-demo/`](places_insights/places-insights-demo/): Source code for an interactive JavaScript web application demo.\n    *   [`sample_queries/`](places_insights/sample_queries/): Sample SQL queries for aggregating location data directly in BigQuery.\n*   [`roads_management_insights/`](roads_management_insights/): Recipes for insights related to roads management.\n    *   [`route_registration_from_csv/`](roads_management_insights/route_registration_from_csv/): A Python script to create routes in Google Roads API from a CSV file.\n*   [`street_view_insights/`](street_view_insights/): Recipes for insights from imagery data.\n\n## License\n\nThis project is licensed under the Apache License 2.0 - see the [`LICENSE`](LICENSE) file for details.\n\n## Code of Conduct\n\nThis project has adopted the [Google Open Source Community Guidelines](CODE_OF_CONDUCT.md).\n\n## Security\n\nSee [`SECURITY.md`](SECURITY.md) for details on how to report security vulnerabilities.\n\n## Contributing\n\nSee [`CONTRIBUTING.md`](CONTRIBUTING.md) for details on how to contribute to this project.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgooglemaps-samples%2Finsights-samples","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgooglemaps-samples%2Finsights-samples","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgooglemaps-samples%2Finsights-samples/lists"}