Flooding is a significant issue that threatens urban areas, leading to extensive property damage, displacement of communities, and loss of lives. This project aims to develop an accurate and reliable flood prediction model using advanced data analysis and machine learning techniques.
- Clone the repository:
git clone https://github.com/mehrinshamim/flood-prediction-project.git
- Create a virtual environment in the project directory:
python -m venv venv
- Activate the virtual environment:
venv/Scripts/activate
- Install the Requirements:
pip install -r requirements.txt
- And finally, run the application:
flask run
![web dev 01](https://private-user-images.githubusercontent.com/145209304/354681480-aa09a82d-a1a0-4518-8373-48062eaa8295.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxNDgwLWFhMDlhODJkLWExYTAtNDUxOC04MzczLTQ4MDYyZWFhODI5NS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT05ZGIyYzNiYjljNzA3ZTM0ODk0MDk5ZTg1NTM1NjZkMTRjNTU2ZTViYzQyNDJmNDYwZmQ1MGE1YzcwYjljZDYxJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.XaTW_eUqVPjsRGkfAdENdL-BE-MyU8seh3eZN_KqF3Y)
![web dev 02](https://private-user-images.githubusercontent.com/145209304/354681543-e8a488a3-a29a-4e9c-bd3c-1a5598e7a935.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxNTQzLWU4YTQ4OGEzLWEyOWEtNGU5Yy1iZDNjLTFhNTU5OGU3YTkzNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT01ZmY2NmMzYWMwOTk4NmY5ZTk3NGNlNmRlMmEwNjI4NjQ0ZmU0M2RjYzI5MTBiMjZkMjA4Y2QyMDU0OTEyYWNiJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.5M3oYdrEM59YP9WPSRohBrdo5xJXvTKa1DhMzbE9ua0)
![web dev 03](https://private-user-images.githubusercontent.com/145209304/354681581-bcfe8d9a-0004-4daa-93e1-63185393196c.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxNTgxLWJjZmU4ZDlhLTAwMDQtNGRhYS05M2UxLTYzMTg1MzkzMTk2Yy5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1mMmRjMzE2YzI0NmYzNmQxNDg0MDk4ZTgzNGFlYWUxMzhhMDNhNjNiYTIwMmI2MDIwM2U4YTQzZmViMWFjYTljJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.D3LmaGpr3mJdXDdr45JIBrWF7i-AWs0Fmb3YsQAwOaA)
![web dev 04](https://private-user-images.githubusercontent.com/145209304/354681623-7a732884-7349-4471-8945-dd428b66860f.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxNjIzLTdhNzMyODg0LTczNDktNDQ3MS04OTQ1LWRkNDI4YjY2ODYwZi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0xOThlNzE3NTZhOTVlNmYxOTc0YmQyZjBlOTg5YjY5MmZhZjkwYzZiZTk5N2MxZGQxZTMwNGZmM2YyM2I1ZDgwJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.RnK_YPXVRPcDZJky8BKdLkZzkoOL2BOdqhNK7OpBWH4)
![web dev 05](https://private-user-images.githubusercontent.com/145209304/354681803-58ddfac1-65fe-48f2-858d-d800deeec7ae.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxODAzLTU4ZGRmYWMxLTY1ZmUtNDhmMi04NThkLWQ4MDBkZWVlYzdhZS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1iMGQyOThlNzU4ZGZmMzY2MzFiYjkwMGVkMjcxZTcxNWFkNjA0MjQyODkwYTM5MTVhZjk2ZWRiNmVkMzA5ODc5JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.em9c92Ga7lduZYL_gg3IAVrgZSGibB6Oh3wUKO3xYXM)
![web dev 06](https://private-user-images.githubusercontent.com/145209304/354681852-78d05995-b6af-434b-b07e-2b56c011d801.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxODUyLTc4ZDA1OTk1LWI2YWYtNDM0Yi1iMDdlLTJiNTZjMDExZDgwMS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1jNzdjMTUzMzhlZmE2N2YyOGVkZGFhYjIxZWZmZDY4MWE0NWRiZDViZTk5NWY1YWRmNGZmNDY3YmUxNTFiOTlmJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.wLJtRhGD5LfnWwUdDz-oW4-4KQgBT_mkcqETqZlqbTk)
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![web dev 08](https://private-user-images.githubusercontent.com/145209304/354681963-c71d900f-88d7-442b-8e51-5b88c630d9cb.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgxOTYzLWM3MWQ5MDBmLTg4ZDctNDQyYi04ZTUxLTViODhjNjMwZDljYi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0xYTIwN2JiYTI0NmY1OGZjNWI1ZjIwYWE2ZGM4ODljMjE1OGFmNzU0ZWZlODAwMWQ4Y2IzYWNmOTZmMWRmMzViJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.mnq4oruWgvAagFMx5FxhQGZ-IsUvT6QOm6NGnqWOOgU)
![web dev 09](https://private-user-images.githubusercontent.com/145209304/354682017-38a94c97-352a-4150-b0f1-63f3b2f74dde.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgyMDE3LTM4YTk0Yzk3LTM1MmEtNDE1MC1iMGYxLTYzZjNiMmY3NGRkZS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1jMWFkZjJhZGJjNzkwNmRjMGJkM2Q2MDVhNGEwMGQwNDA0NmI3NDdlNWJkNDEwYmU5OWJjNWEzMTRiNjk4YWUzJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.WldlCF06SB9faBSZqxmmf9A3fHH6YSG2X4_IqMB3z1o)
![web dev 10](https://private-user-images.githubusercontent.com/145209304/354682087-86efea06-6e2b-411e-987f-77aa5f5bf5e5.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzkyNzkxMTEsIm5iZiI6MTczOTI3ODgxMSwicGF0aCI6Ii8xNDUyMDkzMDQvMzU0NjgyMDg3LTg2ZWZlYTA2LTZlMmItNDExZS05ODdmLTc3YWE1ZjViZjVlNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjUwMjExJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI1MDIxMVQxMzAwMTFaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT01OGM1ZTI5MWNkMTgxN2ZlMjYzNTdlOTVkZWFjMDBlOWQzZGNhOWJlYzRiYzdkNDAwY2I1YzU5NGFiMDY5ZWUxJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.W5kyZ0Ed3ZSiJw265m3ZXIaooQEJRqR3oZnbq7u7PUw)