59 / 100

🇧🇩 Ishwardi

Bangladesh — City Resilience Report

Moderate Resilience
Connectivity needs attention (44/100) Strong Water Security (80/100)
🤖

AI Analysis

Generated by google/gemma-3-12b-it:free — based on deterministic metrics above

Ishwardi, Bangladesh exhibits a moderate overall resilience score of 59/100. The city demonstrates strong water security and daylight stability, but faces challenges related to connectivity and climate stability. This profile suggests a need for targeted interventions to bolster resilience against potential shocks.

Strengths

  • Water Security (80/100)
  • Daylight Stability (79/100)

Risks

  • Connectivity (44/100)
  • Climate Stability (50/100)

Recommendations

  • Improve regional connectivity to enhance resource access and disaster response.
  • Conduct a detailed climate risk assessment to inform adaptation strategies.

AI-generated text summarizes the underlying measured signals. This is not a professional assessment.

Overview

Population
82K
Elevation
Timezone
Asia/Dhaka
Coordinates
24.1286, 89.0657
Country
🇧🇩 Bangladesh
Nearest Major City
Rajshahi (58 km)

Score Breakdown

Climate Stability
50
Water Security
80
Daylight Stability
79
Connectivity
44
Exposure & Terrain
60

Climate Profile

Summer

High
Low

Winter

High
Low

Daylight Analysis

Longest Day (Summer Solstice) 13.6h
Sunrise: 05:16 Sunset: 18:54
Shortest Day (Winter Solstice) 10.6h
Sunrise: 06:42 Sunset: 17:20
Daylight Variation: 3.0h between solstices
Horizon Summer (13.6h) Winter (10.6h)

Connectivity

Within 50 km
5
cities
Within 100 km
19
cities
Within 200 km
153
cities
Population within 50 km
889K
Population within 100 km
3.09M
Isolation Index
Moderate

Exposure & Terrain

Elevation
Relative Elevation
Nearby Avg Elevation
Terrain Context
Unknown

Prayer Rhythm

Summer Fasting Hours
-8.9h
Fajr to Maghrib (longest day)
Winter Fasting Hours
-12.0h
Fajr to Maghrib (shortest day)
Fasting Range
3.1h
Difference between seasons

Resilience Map

Map loading...
50 km 100 km 200 km

Methodology

Data Confidence: Low (3/7 signals available)

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

High (70+) Moderate (40-69) Low (<40)

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.