tushxr24/GIS-Based-DSS

🏗️ XAI Facility Recommendation DSS v3.0

A Decision Support System for urban facility site selection in Sangli-Miraj, Maharashtra, combining:

• —Corrected TOPSIS (multi-criteria decision analysis)
• —Random Forest (machine learning classification)
• —SHAP (explainable AI, if installed)
• —Hybrid Scoring (weighted combination of TOPSIS + ML)

Features

• —Interactive map of candidate parcels with hybrid scores
• —Adjustable TOPSIS weights via sidebar sliders
• —Top-N ranked parcel recommendations with confidence labels
• —Per-parcel XAI explanations (TOPSIS contributions + SHAP/feature importance)
• —ML model validation panel (accuracy, cross-validation, confusion matrix)
• —TOPSIS vs ML vs Hybrid rank comparison table

Data

Upload your Final_table_smkc.xlsx file (sheet: Miraj_BarrenLand_Correc_Clip) to the Space's root directory before running. The file must contain the columns listed in the app's load_and_process_data() function.

Local Setup

pip install -r requirements.txt
streamlit run app.py