🇮🇳 Kolkata
India — City Resilience Report
AI Analysis
Generated by google/gemma-3-12b-it:free — based on deterministic metrics above
Kolkata demonstrates a high overall resilience score of 73/100, driven primarily by exceptional connectivity and strong water security. However, climate stability and exposure present areas for potential concern. This assessment is not comprehensive and relies solely on the provided data.
Strengths
- ✓ Water Security (80/100)
- ✓ Daylight Stability (80/100)
- ✓ Connectivity (99/100)
Risks
- ⚠ Climate Stability (50/100)
- ⚠ Exposure (60/100)
Recommendations
- → Further investigate climate vulnerabilities given the low climate stability score.
- → Assess and mitigate exposure risks, given the incomplete terrain data and relatively low exposure score.
AI-generated text summarizes the underlying measured signals. This is not a professional assessment.
Overview
- Population
- 4.63M
- Elevation
- —
- Timezone
- Asia/Kolkata
- Coordinates
- 22.5626, 88.363
- Country
- 🇮🇳 India
- Nearest Major City
- Howrah (5 km)
Score Breakdown
Climate Profile
Summer
Winter
Daylight Analysis
Connectivity
- Population within 50 km
- 7.82M
- Population within 100 km
- 9.77M
- 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.