window.huggingface={variables:{"SPACE_CREATOR_USER_ID":"69744e067060c0684dbca173"}};d> 🏙️ Urban Spatial Accessibility Predictor
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Urban Spatial Accessibility Predictor

AI-powered tool for predicting urban accessibility across Tier-II Indian cities with tailored remedial measures

📊 Input Urban Indicators

Select a city and adjust indicators for prediction

Choose an Indian Tier-II city for context-specific analysis

0.70

Percentage of Accessible Street Frontage (Euclidean Distance)

0.0 (Low) 1.0 (High)
0.60

Percentage of Built-Up Area in the selected region

0.0 (Low) 1.0 (High)
0.75

Percentage of Accessible Street Frontage (Network Distance)

0.0 (Low) 1.0 (High)
0.80

Percentage of Street Frontage accessible from Bus Stops

0.0 (Low) 1.0 (High)

📈 Prediction Results

Real-time prediction based on ML model

Predicted Accessibility Score

0.685
Moderate
The predicted accessibility is Moderate. Improvement opportunities exist.
📊 Input Feature Visualization
📏 Accessibility Classification Scale
Excellent
≥ 0.8
Good
0.6 - 0.8
Moderate
0.4 - 0.6
Poor
< 0.4

ℹ️ How to Interpret Results & Deployment Information

📋 Understanding the Metrics
  • Euclidean ASF: Measures straight-line accessibility to street frontage
  • Built-Up Area: Percentage of developed land in the region
  • Network ASF: Accessibility considering actual road networks
  • Bus Stop ASF: Proximity to public transport infrastructure

Higher values in these metrics typically lead to better overall accessibility scores.

🏙️ About Tier-II Cities

Tier-II Indian cities are urban centers with populations between 50,000 and 100,000, experiencing rapid urbanization and facing unique accessibility challenges. This tool provides data-driven insights for evidence-based urban planning.

🚀 Deployment Instructions

To deploy this app:

  1. Create a new Space on Hugging Face: hf.co/new/space
  2. Choose "Streamlit" or "Static" as the SDK
  3. Clone repository and upload files
  4. Commit and push to deploy

© 2024 Urban Accessibility Predictor | Powered by ML Models | Tier-II India Focus

This tool supports evidence-based urban planning for sustainable development