This project integrates data from various sources to provide comprehensive insights into floods, leveraging spatial analysis, advanced summarization, and real-time data visualization.
![Screenshot 2025-01-08 at 9 14 49 PM](https://private-user-images.githubusercontent.com/116455750/401213714-b1e3814f-a68a-4a4d-9282-c3b7f78722e6.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjEzNzE0LWIxZTM4MTRmLWE2OGEtNGE0ZC05MjgyLWMzYjdmNzg3MjJlNi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT05ZjJiZjcxMzViOWQ5MTAxNzIzMDJmZTRlYzkwMWVhN2Q1YjJiOTkxMGVmYmZlMzM3YzJhOTljMWQ4MzA2YWNhJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.hvXNMuvQarNLsHfa4k6r_QntDCiO3NKhEH0p277ZsaA)
![Screenshot 2025-01-08 at 9 15 08 PM](https://private-user-images.githubusercontent.com/116455750/401213761-6d4df26c-fb16-4ead-b1b9-6f621e6029c3.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjEzNzYxLTZkNGRmMjZjLWZiMTYtNGVhZC1iMWI5LTZmNjIxZTYwMjljMy5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT02ZTk3OTdlZDNiOWQyZGNjMTU2ODk2YjNkMDU1ZjQ4YjNkNDAxMmRlNzY1YmIzZGEwNTdlOGE4ZmEwNWJiN2RkJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.wBk6JBzz_4EZ7Ikuu3TXMNp79_X1XT6rONQvoO3shNk)
- Aggregates the latest news about floods from reliable sources.
- Enables users to stay informed about current flood-related events.
![Screenshot 2025-01-08 at 9 18 59 PM](https://private-user-images.githubusercontent.com/116455750/401214917-b98f6009-69eb-4fe6-9c9a-f4a366ae4305.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE0OTE3LWI5OGY2MDA5LTY5ZWItNGZlNi05YzlhLWY0YTM2NmFlNDMwNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1iZmE2MzdhOGEwNmZlNzNlYzBlMjk2YWU4MDdjNGRmYzk5MzQ0NmU1NWVmNzc2M2ZmZTRiYmZiN2FiYmMxMDgzJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.r0spynmqCzFyEeoMOjTSa8DBiCyWaEL3qgkO7pLexaY)
![Screenshot 2025-01-08 at 9 19 14 PM](https://private-user-images.githubusercontent.com/116455750/401214983-619e3cbf-e664-4e88-8d4b-249782803e40.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE0OTgzLTYxOWUzY2JmLWU2NjQtNGU4OC04ZDRiLTI0OTc4MjgwM2U0MC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT05YWMwNTAzYWM1M2JiMzMxMjkwYWNjN2JhNjEwZGE4ZGNkMWQwODIzNTdkMGVhZmNkNTU2MjljODg3N2JkNWEyJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.UxCzNLgQM33lp73LKwe5yrELAzwrYMBDtMC5eVJthYc)
- Extracts and summarizes Reddit discussions relevant to floods.
- Helps understand community sentiment and crowd-sourced updates.
![Screenshot 2025-01-08 at 9 19 25 PM](https://private-user-images.githubusercontent.com/116455750/401215236-298a3131-f38b-42fe-8136-8fdf05720bd5.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE1MjM2LTI5OGEzMTMxLWYzOGItNDJmZS04MTM2LThmZGYwNTcyMGJkNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1kMmU0ZGE3MDI3YzI0ZmNlZmIzMjE3NDdlNmU4MDU4MGQ5YTIwNTc2YTgxN2M5ZjQ5MTQ0NDEwYzI4NTZhMDUwJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.EEPzkbpZqFVU956IgId4VWQXiZI19Ci6qmQFQjTpBFg)
![Screenshot 2025-01-08 at 9 19 40 PM](https://private-user-images.githubusercontent.com/116455750/401215428-11513e6c-ccea-41ce-bfbf-04bde81e54b1.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE1NDI4LTExNTEzZTZjLWNjZWEtNDFjZS1iZmJmLTA0YmRlODFlNTRiMS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0xZGZjMjMwYTg0ODIyMGE3M2VjMGFlOWRmODI4ZTkxMWZmMmE5MGM3NWViOTk0MWU2MGYwZDc4OTZkYzBlYzlkJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.8VLdiRHRbl6u6TocmQZQVOsBd1aHA1I-EtVzlB2Vzh4)
- Provides real-time weather updates using OpenWeather data.
- Displays weather patterns and conditions that may contribute to floods.
![Screenshot 2025-01-08 at 9 19 47 PM](https://private-user-images.githubusercontent.com/116455750/401215725-b2876734-c087-4b0a-9909-7b9628d202e8.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE1NzI1LWIyODc2NzM0LWMwODctNGIwYS05OTA5LTdiOTYyOGQyMDJlOC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT03YjdjMTE0NDg4ZTI4MGM2NDlkODBmMmY3OWJlOGZlNjBkMDU3N2YyZTRlYjI0MmVlYjM5NWRjMWM0Y2EwY2YyJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.SaOkExdWHB0sQbv2IVAMp78e5TFUY4Z6BVRAYY4GVHc)
- Visualizes weather data, news events, and geographic information on a map interface.
- Offers a user-friendly way to explore flood-prone areas and real-time events.
![Screenshot 2025-01-08 at 9 19 52 PM](https://private-user-images.githubusercontent.com/116455750/401216018-8a6dbe64-1de0-47be-a682-afc0865dd90a.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2MDE4LThhNmRiZTY0LTFkZTAtNDdiZS1hNjgyLWFmYzA4NjVkZDkwYS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1hZjllN2MxN2IxMzkzYmIzZDVhNDhkYWQxZTA3YmIxYzA5ZGQyNzhmZWRiZTFkZTgxZmVlOGE4NTRkZWUzNzUyJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.G4NwRQgUGtec2Mbad0A9S4Qlr6TwfG4SWM6G78Kgpdk)
- Uses the Groq LLM API (llama-3.1-70b-versatile) to summarize articles, Reddit posts, and other textual data.
- Delivers concise and actionable insights for users.
- Conducts in-depth spatial analysis to identify flood-prone regions.
- Combines geospatial data with environmental variables to predict and understand flood behavior.
- Supports proactive planning and disaster management efforts.
![Screenshot 2025-01-08 at 9 20 06 PM](https://private-user-images.githubusercontent.com/116455750/401216777-625aa123-bcbf-4c39-9da1-2ceae094a04f.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2Nzc3LTYyNWFhMTIzLWJjYmYtNGMzOS05ZGExLTJjZWFlMDk0YTA0Zi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1hODk5ZDg3NWM0MWFjM2NiODI5NDg2OTAwZDk4NjlmOTM3ZTYxN2ZmMjY0OTI4NDc3NWMxZjgyYzMzMzNmYjUwJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.TYFU1SYwbjzKHQ6CM-DWahLWRSA9cc9eehQ-i6wpOCo)
![Screenshot 2025-01-08 at 9 20 22 PM](https://private-user-images.githubusercontent.com/116455750/401216815-27daebf3-a906-4beb-9516-0cf875f82936.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2ODE1LTI3ZGFlYmYzLWE5MDYtNGJlYi05NTE2LTBjZjg3NWY4MjkzNi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0xNTIwNTExZTQzMjkzMDViZmE5YTVlOTZkNjNlNDg0ZDY4NzY1NTY4ZWUxZWRjZDhkZGNhYmYyZDIwZGViYmUzJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.873F-lJytmr0DZTutpvxmRSoxK9eBUZVtds-Wkdmjlw)
![Screenshot 2025-01-08 at 9 20 51 PM](https://private-user-images.githubusercontent.com/116455750/401216865-46f95a07-5584-4f03-a707-f592adaaa115.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2ODY1LTQ2Zjk1YTA3LTU1ODQtNGYwMy1hNzA3LWY1OTJhZGFhYTExNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT03YjBjOTJkMjdkYjc3ODUyNzJmZTA2YmI2NmRjMjA1OGIyNWYxZWRmZjZlODczZDcxNjc0NGFkZTMxZTk4NzhhJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.tayTGa5DyBSKvwAWX5MoJ8TMWMzWOoCMIPdPiQfjULs)
![Screenshot 2025-01-08 at 9 34 29 PM](https://private-user-images.githubusercontent.com/116455750/401217312-51451f2d-b6bb-45b2-9afb-cd171dbf76fe.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk1NTYwNjMsIm5iZiI6MTczOTU1NTc2MywicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE3MzEyLTUxNDUxZjJkLWI2YmItNDViMi05YWZiLWNkMTcxZGJmNzZmZS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE0JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNFQxNzU2MDNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0zZmIwNDJiNGEzZThiNTZhMjVjMDhmOTljODFhNjVhZTNlYWMyYTM1Mjg5MWE5ZTUyMTRmZTVmMmM3ZjFkODE0JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.wyXR9aqMXXdo2uEsBHppyDc5JqzglnMb3MaFWEgUDBY)