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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjEzNzE0LWIxZTM4MTRmLWE2OGEtNGE0ZC05MjgyLWMzYjdmNzg3MjJlNi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT01MDRiM2RlNTY5NDk5MjU3OGIwZjg3NmQ3MDRiMmZmN2M0MWFmZjIzNGE3MWE5MGU0YjlhNGJjYjkwMGNmNmU3JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.UswM9nRA20AKUBVnw5OHwIwnOHYS_RInIegxTjpofdA)
![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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjEzNzYxLTZkNGRmMjZjLWZiMTYtNGVhZC1iMWI5LTZmNjIxZTYwMjljMy5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0zNmZmM2E5MGZkZDc2ZWFmMjI0NDk4ZjAwMjhlNmZjY2JmZjIwN2U0ZWVhNTBmNWFkMzRmZTJjMGVjYTUzOTk4JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.SNUBQ6BOW1rP9ZtPgl1kLQq_qmnylXV24iRZiUxkGK8)
- 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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE0OTE3LWI5OGY2MDA5LTY5ZWItNGZlNi05YzlhLWY0YTM2NmFlNDMwNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT00MGQ4MDllOTEyMTllMjM3NDBlZTBiNzUzZTg3NWRiM2M3ZTZiNGZkMWUxZDg3YzlhYTVkNjUyODkxOGFjYWE4JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.QxPZfMqV8L_ohSNkN9J2jhahFi1bX3zQYlBZZbnqkB8)
![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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE0OTgzLTYxOWUzY2JmLWU2NjQtNGU4OC04ZDRiLTI0OTc4MjgwM2U0MC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0yNzY2MWZmYjhiN2U3ODYxYTZhNTg2NDFhMDBiOWNjZGNjZWViNTc4ZGNkNTZlMzlhZWU3NTljZGRkNDg2YTZkJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.zYHDUap7IyS6Dvv21WMb84v8OdlTOmHiM-4XZegHpQQ)
- 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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE1MjM2LTI5OGEzMTMxLWYzOGItNDJmZS04MTM2LThmZGYwNTcyMGJkNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1lNWUxMzgxNmJhNzgwNmUwZWQwM2Y4NTZiOWI1NjFiNGMwOWQ4ZmY5YWNiNTkwYjEzZWQ2MTY2ZmRmMWEwOTRjJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.UxLd1_a9VFR_J6bvi-UxvtqE3jBMpxB60SpemKMqrBs)
![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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE1NDI4LTExNTEzZTZjLWNjZWEtNDFjZS1iZmJmLTA0YmRlODFlNTRiMS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT05MWE3OWFmYjhlYjUyYzUzZWUyNzg4Yjc4OTc0YWQ5MTI0ZDdkZjdjZWY4YmZiM2MxOGEwYTI5ZjgzOWZhN2RjJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.H_i1fKukC3v5rCmRoJxCWY0gMLQ2Dl8ge0WqbADT204)
- 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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE1NzI1LWIyODc2NzM0LWMwODctNGIwYS05OTA5LTdiOTYyOGQyMDJlOC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1hZWI4MDc4NDY5YWU4Yjc2MTM1MWMwZjdlNGQwNDBjOWM5NGViNzE3ZmIwNjMyYjk5OWFjYmUyOGI1NDZlMTczJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.un9gig3Y1vXLeBCcqkH6biZet_SUXFA4MpyaPTrLZHs)
- 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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2MDE4LThhNmRiZTY0LTFkZTAtNDdiZS1hNjgyLWFmYzA4NjVkZDkwYS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT02NDVjM2Y2ZjM0NjkwZTcwN2VkZTAwMjA1MjE0YzcwYTFkNDlmMGI3ZjMyNGZkYTM4YzM2ZGRjNjI0MDU1MjI5JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.nh8IYT11VKMi6yp8mqic3QKc0UXfVlzxbsiOw4bNrFs)
- 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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2Nzc3LTYyNWFhMTIzLWJjYmYtNGMzOS05ZGExLTJjZWFlMDk0YTA0Zi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1lMWUzZGZhNWVmOTUyMWIzMjUxMzc4OWRiZGY5YjE2YmQ3NjQ5MzQ2YjY3NmQyZWZiNTgzOTE0MTdiMGRmNDllJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.i_o7VZfuGm2mvQoL8wgAWm-ri2u3KNt73TCk7rtpfiI)
![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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2ODE1LTI3ZGFlYmYzLWE5MDYtNGJlYi05NTE2LTBjZjg3NWY4MjkzNi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT04MWIwYjhhYTY4Yjk2OGJiMTI4YWFlOTkzOTQ3YzllNTc1Y2M4MzE3MDkyNmU5ZDBhNmU4MzMzODQ3YjBiODg0JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.ZbDbgBkm8L08RNbn3JRQq9ylOt_iMgfluVPcHG7jzSU)
![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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE2ODY1LTQ2Zjk1YTA3LTU1ODQtNGYwMy1hNzA3LWY1OTJhZGFhYTExNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1kY2I0M2YyOWRkYmNmNzJjOGU4Yzc4OGY0NWQ4YzZlMWQ0YWZlNDYwMzU5YzU5MmEwZTdiYWZiNTE0ODI1NzRmJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.OVtLthwnhJRCDk6jSWI70rUJb-x4gf9WHVfzWoubM6U)
![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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Mzk2Nzk4MDksIm5iZiI6MTczOTY3OTUwOSwicGF0aCI6Ii8xMTY0NTU3NTAvNDAxMjE3MzEyLTUxNDUxZjJkLWI2YmItNDViMi05YWZiLWNkMTcxZGJmNzZmZS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjE2JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxNlQwNDE4MjlaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT03Mjg2MTJiOGUyM2UzMWFhZjRhOTMwZWY4NzA3MTFmYzE2ZDZmYTEzNjM2ODE4ZDUyNDRjMDFmZWYxOTgwOWVhJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.zB-9EMS8VGAtEYCxi6VYtmRFp6ST7bfBTWiny7uLwwM)