Croop-weed/Kisam.io

Kisan.io is a Flask-based web application that helps farmers and agriculture enthusiasts determine the best crops to grow based on soil nutrients, location, and live weather data. # 🌱 Kisan.io – Intelligent Crop Recommendation System **Kisan.io** is a Flask-based web application that helps farmers and agriculture enthusiasts determine the best crops to grow based on **soil nutrients, location, and live weather data**. It uses **machine learning (Random Forest)** and integrates with **NASA POWER API** and **OpenStreetMap** for weather and geolocation data. --- ## 🚀 Features - 🌍 **Auto-detects your location and state** using IP-based geolocation. - ☁️ **Fetches live climate data** (temperature, humidity, rainfall) from NASA POWER API. - 🌾 **Predicts top 3 suitable crops** for your soil and environment using a trained Random Forest model. - 💰 **Displays estimated market price** (from dataset averages). - 🧠 Machine learning model trained on **merged crop and soil datasets**. --- ## 🧩 Tech Stack | Category | Technologies Used | |-----------|------------------| | **Frontend** | HTML, CSS, Jinja2 Templates | | **Backend** | Python, Flask | | **Machine Learning** | scikit-learn (Random Forest Classifier) | | **Data Handling** | Pandas, LabelEncoder | | **APIs** | NASA POWER API, OpenStreetMap (Nominatim), Geocoder | | **Dataset** | `merged_dataset.csv` (contains state, weather, NPK, pH, and crop data) | --- ## ⚙️ Installation & Setup ### 1️⃣ Clone the repository ```bash git clone github.com /Kisan.io.git cd Kisan.io