🇮🇳 Decode India: Smart AI-Enhanced Dashboard for Growth Metrics

A powerful interactive dashboard that visualizes and analyzes growth metrics for 35 major Indian cities using AI, time series forecasting, and cluster-based insights.

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🚀 Features

• 📊 Compare Development Metrics: Visual comparisons between cities on metrics like health, education, infrastructure, etc.
• 🔁 Time Series Forecasting: Uses ARIMA models to predict future values for selected indicators.
• 🌐 Radar Chart Visualization: View cities' SDG performance across multiple indicators.
• 🧠 AI-Powered Insights: Automatically highlights strongest and weakest areas for each city.
• 🌍 Twin City Matching: Suggests cities with similar developmental patterns.
• 🎯 Clustering: KMeans-based segmentation to group cities with similar development profiles.
• 🧮 Correlation Analysis: Examine relationships between key indicators.

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📁 Project Structure

Decode-India/
│
├── app.py # Main Dash application
├── data/
│ ├── india_growth_metrics.csv # City-wide metrics data
│ └── timeseries.csv # Year-wise data (2015–2023) for forecasting
└── README.md # Instructions and documentation

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⚙️ How to Run the Dashboard Locally

1️⃣ Clone the Repository

git clone https://github.com/your-username/Decode-India.git
cd Decode-India

Create & Activate a Virtual Environment

python -m venv .venv

Activate the environment:

On Windows

.venv\Scripts\activate

On macOS/Linux

source .venv/bin/activate

Install Required Dependencies

pip install -r requirements.txt

Or install individually:

pip install dash pandas plotly numpy scikit-learn statsmodels

Add the Data Files

Place the following files in the data/ folder:

india_growth_metrics.csv – Contains city-wise growth indicators.

timeseries.csv – Contains yearly data for each city for time series analysis (2015–2023)

Run the Application

python app.py

View in Browser

Visit:

http://127.0.0.1:8050/