🇮🇳 Mumbai
India — City Resilience Report
AI Analysis
Generated by google/gemma-3-12b-it:free — based on deterministic metrics above
Mumbai demonstrates a high overall resilience score of 74/100, driven by strong connectivity and daylight stability. However, climate stability and exposure present areas for potential concern. This assessment is based solely on the provided data and does not represent a comprehensive evaluation.
Strengths
- ✓ Connectivity: 100/100
- ✓ Daylight Stability: 84/100
- ✓ Water Security: 80/100
Risks
- ⚠ Climate Stability: 50/100
- ⚠ Exposure: 60/100
Recommendations
- → Further investigate and address climate stability concerns.
- → Assess and mitigate potential exposure risks given the 'unknown' terrain.
AI-generated text summarizes the underlying measured signals. This is not a professional assessment.
Overview
- Population
- 12.7M
- Elevation
- —
- Timezone
- Asia/Kolkata
- Coordinates
- 19.0728, 72.8826
- Country
- 🇮🇳 India
- Nearest Major City
- Dhārāvi (3 km)
Score Breakdown
Climate Profile
Summer
Winter
Daylight Analysis
Connectivity
- Population within 50 km
- 12.7M
- Population within 100 km
- 13.3M
- Isolation Index
- Very Connected
Exposure & Terrain
- Elevation
- —
- Relative Elevation
- —
- Nearby Avg Elevation
- —
- Terrain Context
- Unknown
Prayer Rhythm
Resilience Map
Methodology
Limited data available. Treat scores as rough estimates.
Data Sources
Geographic and population data from GeoNames. Climate data from Open-Meteo historical archive (2023). Daylight and prayer times computed with SunCalc algorithms. All calculations are deterministic and reproducible.
What These Scores Measure
Scores are based on geographic and climate signals only — temperature, elevation, daylight patterns, and nearby city density. They do not account for water infrastructure, governance, economic development, or disaster preparedness. A high score means favorable natural conditions, not necessarily strong resilience in practice.
Score Formula
The overall resilience score is a weighted average of five sub-scores: Climate Stability (25%), Connectivity (25%), Exposure & Terrain (20%), Water Security (15%), and Daylight Stability (15%). Each sub-score ranges from 0 to 100.
Score Bands
Disclaimer: This is a resilience proxy based on publicly available geographic and climatic data, not a full engineering assessment. It is intended for informational purposes only. Source attribution: GeoNames, Open-Meteo, SunCalc.