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Bahtarai

Outskirt Area · 3 km scoring

Bilaspur Bilaspur Zone

Developing residential

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Via OpenStreetMap OSM Amenities

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64.61

Livability Report

Above city avg of 62.03/100

Score updated Nov 3, 2026

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Top Performing

Earthquake 90

Flood Risk 72.5

Quiet Score 72.2

Area Snapshot

Bahtarai is a ward in Bilaspur (bilaspur) with 🟢 good livability livability (Score: 64.61/100, Grade: B).

Strengths: Low Noise, Water Quality, Sanitation · Needs improvement: Earthquake Safety, Amenities

Best suited for: All Residents

Data & estimates: Scores combine multiple sources, including satellite data, OpenStreetMap, APIs, and public datasets. Where neighbourhood-level measurements are unavailable, some indicators (including earthquake risk and some water-quality values) are modelled using city- or region-level information. Treat these as indicative estimates, not site-specific test results.

Monthly Cost of Living

₹13,779 – ₹70,799 /month

🍽️ Restaurants

₹1,500 – ₹6,000

🛒 Groceries

₹2,500 – ₹7,000

🚗 Transport

₹1,800 – ₹23,600

💡 Utilities

₹1,079 – ₹6,699

🏠 Housing

₹4,000 – ₹6,500

🏥 Health

₹200 – ₹3,000

🎭 Lifestyle

₹2,700 – ₹18,000

₹26,553 – ₹125,109 /month

🍽️ Restaurants

₹3,000 – ₹12,000

🛒 Groceries

₹5,000 – ₹14,000

🚗 Transport

₹2,700 – ₹35,400

💡 Utilities

₹1,403 – ₹8,709

🏠 Housing

₹10,000 – ₹22,000

🏥 Health

₹400 – ₹6,000

🎭 Lifestyle

₹4,050 – ₹27,000

₹39,576 – ₹207,418 /month

🍽️ Restaurants

₹4,500 – ₹18,000

🛒 Groceries

₹8,750 – ₹24,500

🚗 Transport

₹3,600 – ₹47,200

💡 Utilities

₹1,726 – ₹10,718

🏠 Housing

₹10,000 – ₹22,000

🎓 Education

₹5,000 – ₹40,000

🏥 Health

₹600 – ₹9,000

🎭 Lifestyle

₹5,400 – ₹36,000

₹10,130 – ₹45,980 /month

🍽️ Restaurants

₹900 – ₹3,600

🛒 Groceries

₹1,250 – ₹3,500

🚗 Transport

₹1,440 – ₹18,880

🏠 Housing

₹5,500 – ₹10,000

🏥 Health

₹200 – ₹3,000

🎭 Lifestyle

₹840 – ₹7,000

Full Breakdown

Click any metric card to explore detailed parameters

↓ Fav

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Air Quality

Water

47.7

Sanitation

22.91

Amenities

72.2

Quiet Score

—

Green Cover

72.5

Flood Risk

Earthquake

—

Surface Temp

—

Open Area

—

Night Lights

—

Water Bodies

—

Population Density

—

Groundwater

Risk Factors

Score Trends

Historical parameter scores over the past 2 data points 01 Nov — 03 Nov 2026

Residents Say

Real opinions from people living in Bahtarai

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Livability Grade Card

Printable & shareable summary for Bahtarai

64.6

Grade B

Bahtarai

Bilaspur

Water Quality

Sanitation

47.7

Amenities

22.9

Quiet / Noise

72.2

Flood Safety

72.5

Seismic Safety

Pros

Low Noise
Water Quality
Sanitation

Cons

Earthquake Safety needs improvement
Amenities needs improvement

₹ ₹ ₹ ₹

Mid-Range Living Cost

₹13,779 – ₹70,799/month (1 Person)

Pros & Cons

Pros

Safe drinking water

Peaceful & quiet environment

Low flood risk

Cons

Sanitation could be better

Limited nearby amenities

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Formula

The Amenity Score for Bahtarai is calculated by averaging 11 category sub-scores:

                        Amenity Score = ( Σ Category Scores ) ÷ 11
                    

Per-Category Scoring

Each category scores 0-100 based on how many amenities are found within a specific radius:

Category	Search Radius	Max Count for 100	Points per Amenity	Formula
Hospitals (500m)	500m	3	33	`min(100, count × 33)`
Hospitals (2km)	2km	5	20	`min(100, count × 20)`
Schools (1km)	1km	5	20	`min(100, count × 20)`
Markets (1km)	1km	3	33	`min(100, count × 33)`
Parks (500m)	500m	3	33	`min(100, count × 33)`
BRTS/Bus Stop (1km)	1km	2	50	`min(100, count × 50)`
Pharmacy (2km)	2km	3	33	`min(100, count × 33)`
Banks (1km)	1km	3	33	`min(100, count × 33)`
Restaurants (1km)	1km	5	20	`min(100, count × 20)`
Worship (1km)	1km	3	33	`min(100, count × 33)`
Transport Services (1km)	1km	4	25	`min(100, count × 25)`

Calculation for Bahtarai

Category	Found	Raw (count × pts)	Capped at 100
Hospitals (500m)	0	0 × 33 = 0	0
Hospitals (2km)	1	1 × 20 = 20	20
Schools (1km)	8	8 × 20 = 160	100 (capped)
Markets (1km)	0	0 × 33 = 0	0
Parks (500m)	2	2 × 33 = 66	66
BRTS/Bus Stop (1km)	0	0 × 50 = 0	0
Pharmacy (2km)	0	0 × 33 = 0	0
Banks (1km)	0	0 × 33 = 0	0
Restaurants (1km)	0	0 × 20 = 0	0
Worship (1km)	2	2 × 33 = 66	66
Transport Services (1km)	0	0 × 25 = 0	0
Sum of all categories		312	252
Final Score = 252 ÷ 11			22.91/100

Data Source

Source: Google Places API (Nearby Search)
Method: Count amenities within specified radius of area center coordinates (lat: 22.0976413, lng: 82.1849764)
Categories queried: hospitals/clinics, schools/colleges, markets/supermarkets, parks, transit stations, pharmacies, banks/ATMs, restaurants/cafes, places of worship
Score range: 0 (no amenities) to 100 (all 10 categories at maximum)
Last updated: 01 Nov 2026, 12:00 AM

Overview

The Water Quality Score is a composite measure (0–100) derived from key drinking water parameters based on WHO/BIS standards and ground-truth data from the CWC Hot Spots Report 2022 (Central Water Commission).

Formula

Water Score = (TDS Score + pH Score + Supply Score + Fluoride Score) ÷ 4

Parameter Scoring Rules

Parameter	Condition	Score
TDS (mg/L)	≤ 300 ppm	100
	301 – 600 ppm	75
	601 – 900 ppm	50
	> 900 ppm	25
pH Level	6.5 – 8.5	100
	6.0 – 6.5 or 8.5 – 9.0	70
	< 6.0 or > 9.0	30
Water Supply	24 hrs/day	100
Water Supply	Less than 24 hrs	`(hours ÷ 24) × 100`
Fluoride	≤ 1.0 mg/L	100
	1.1 – 1.5 mg/L	60
	> 1.5 mg/L	20

Worked Example for Bahtarai

Parameter	Value	Score
TDS	360 ppm	75
pH Level	7.3	100
Supply	3 hrs/day	12
Fluoride	0.6 mg/L	100

Water Score = (75 + 100 + 12 + 100) ÷ 4 = 65/100

Data Source

Source: CWC Water Quality Hot Spots Report 2022 (Central Water Commission)
Monitoring Stations: Patharidih (Kharun river), Simga (Seonath river)
Key Findings: Patharidih identified as nitrate hotspot across all 3 seasons; Simga hotspot in pre & post monsoon
Supply source: Borewell
Turbidity: 3.00 NTU (not included in composite score)
Data recorded: 01 Nov 2026

What is the Quiet Score?

The Quiet Score measures how quiet and peaceful an area is, on a scale of 0 to 100. A higher score means a quieter, more livable area — better for living, sleeping, and overall well-being. It is calculated using real geographic data from OpenStreetMap to determine proximity to noise sources like highways, industries, and railways.

Scoring Formula

                    Quiet Score = (Highway Proximity × 0.40) + (Industrial Proximity × 0.25)

                                 + (Railway Proximity × 0.15) + (Highway Density × 0.10)

                                 + (Industrial Density × 0.10)

Parameter Breakdown

Parameter	Weight	How It's Scored
Highway Proximity	40%	Distance to nearest motorway/trunk/primary road. 0m = 0 points, ≥2000m = 100 points. Linear interpolation.
Industrial Proximity	25%	Distance to nearest industrial zone. 0m = 0 points, ≥2000m = 100 points. Linear interpolation.
Railway Proximity	15%	Distance to nearest rail/light rail track. 0m = 0 points, ≥2000m = 100 points.
Highway Density	10%	Count of major roads within 2km. 0 roads = 100 points, ≥10 roads = 0 points.
Industrial Density	10%	Count of industrial zones within 2km. 0 zones = 100 points, ≥5 zones = 0 points.

How Noise Levels are Estimated

Daytime and nighttime noise levels (dB) are estimated using the FHWA Traffic Noise Model (simplified). The model calculates noise attenuation based on distance:

                    L(d) = L₀ - 20 × log₁₀(d / d₀)

                    Where L₀ is source noise at reference distance d₀

Source	Reference Level	At 100m	At 500m	At 1000m
Major Highway	78 dB @ 10m	58 dB	44 dB	38 dB
Industrial Zone	70 dB @ 50m	64 dB	50 dB	44 dB
Railway (Leq)	60 dB @ 25m	48 dB	34 dB	28 dB
Airport	75 dB @ 1km	—	81 dB	75 dB

Nighttime noise is estimated to be 5–10 dB lower than daytime (reduced traffic, no industrial operations). Multiple sources are combined using logarithmic addition.

CPCB Noise Standards (India)

The Central Pollution Control Board classifies areas into 4 noise zones with specific limits:

Zone	Day Limit	Night Limit	Typical Areas
Industrial	75 dB	70 dB	Factory areas, manufacturing hubs (Siltara, Urla)
Commercial	65 dB	55 dB	Markets, commercial zones (Pandri, Malviya Road)
Residential	55 dB	45 dB	Housing colonies, wards (Shankar Nagar, Tatibandh)
Silence	50 dB	40 dB	Near hospitals, schools, courts (within 100m)

Score Interpretation

Score Range	Rating	What It Means
80–100	Excellent	Very quiet, far from all noise sources — ideal for families and health-conscious residents
60–79	Good	Generally peaceful with minimal noise intrusion — suitable for comfortable living
40–59	Moderate	Some noise from traffic or industrial areas — consider soundproofing improvements
20–39	Below Average	Noticeable noise pollution — may affect sleep quality and daily comfort
0–19	Poor	High noise exposure — health risks from prolonged exposure (stress, hearing, cardiovascular)

Worked Example

Example: An area with highways 800m away, 3 highways in 2km, industrial zone 1200m away, 1 industrial zone, railway 1500m away

Highway Proximity: (800 / 2000) × 100 = 40.0 → × 0.40 = 16.0
Industrial Proximity: (1200 / 2000) × 100 = 60.0 → × 0.25 = 15.0
Railway Proximity: (1500 / 2000) × 100 = 75.0 → × 0.15 = 11.3
Highway Density: (1 - 3/10) × 100 = 70.0 → × 0.10 = 7.0
Industrial Density: (1 - 1/5) × 100 = 80.0 → × 0.10 = 8.0

Total Quiet Score = 16.0 + 15.0 + 11.3 + 7.0 + 8.0 = 57.3/100 (Moderate — some noise from traffic and industry)

Data Sources

OpenStreetMap (via Overpass API) — highway, industrial, and railway proximity data
FHWA Traffic Noise Model — simplified noise attenuation estimation
CPCB Noise Rules, 2000 — ambient noise standards for Indian cities
WHO Environmental Noise Guidelines (2018) — health-based recommended limits

What is the Sanitation Score?

The Sanitation Score measures the quality and coverage of sanitation infrastructure in an area, on a scale of 0 to 100. A higher score means better sewage treatment, drainage, waste collection, and open-defecation-free (ODF) compliance — all critical for public health and livability.

Scoring Formula

                    Sanitation Score = (ODF Status × 0.20) + (Sewage Treatment Coverage × 0.30)

                                   + (Drainage Coverage × 0.25) + (Waste Collection × 0.15)

                                   + (Sewage Disposal Method × 0.10)

Parameter Breakdown

Parameter	Weight	How It's Scored
ODF Status	20%	ODF++ = 100, ODF+ = 70, ODF = 40. Based on SBM Urban certification level. ODF++ means no open defecation plus solid & liquid waste management.
Sewage Treatment Coverage	30%	Direct percentage value (0–100%). Measures the proportion of area connected to sewage treatment plants (STPs). Higher coverage means less untreated sewage discharge.
Drainage Coverage	25%	Direct percentage value (0–100%). Measures the extent of paved/covered storm-water drains. Better drainage prevents waterlogging and disease vectors.
Waste Collection	15%	Daily (2x) = 100, Daily = 80, Alternate Day = 50. Reflects frequency and reliability of door-to-door waste collection by the municipal body.
Sewage Disposal Method	10%	Centralized STP = 100, STP Connected = 80, Septic Tank = 50, Open Drain = 10. Measures how responsibly sewage effluent is handled before discharge.

ODF Certification Levels (SBM Urban)

The Swachh Bharat Mission Urban uses a three-tier ODF certification framework:

Level	Criteria	Score
ODF++	No open defecation + all sewage/septage safely treated + proper fecal sludge management	100
ODF+	No open defecation + no untreated sewage/septage discharged into water bodies/open drains	70
ODF	No open defecation — all households have access to toilets and use them	40

Score Interpretation

Score Range	Rating	What It Means
80–100	Excellent	Comprehensive sanitation coverage — ODF++ certified, high sewage treatment, reliable waste collection
60–79	Good	Good infrastructure with room for improvement — most areas connected to STPs, daily waste collection
40–59	Moderate	Basic sanitation in place but gaps in coverage — some open drains, partial sewage treatment
20–39	Below Average	Significant gaps in sanitation — poor drainage, infrequent waste collection, septic-tank-dependent
0–19	Poor	Severe sanitation deficits — open defecation areas, untreated sewage discharge, disease risk

Worked Example

Example: An area with ODF+ status, 72% sewage treatment, 85% drainage, daily waste collection, STP Connected

ODF Status: ODF+ = 70 → × 0.20 = 14.0
Sewage Treatment: 72% → × 0.30 = 21.6
Drainage Coverage: 85% → × 0.25 = 21.25
Waste Collection: Daily = 80 → × 0.15 = 12.0
Sewage Disposal: STP Connected = 80 → × 0.10 = 8.0

Total Sanitation Score = 14.0 + 21.6 + 21.25 + 12.0 + 8.0 = 76.85/100 (Good — well-developed sanitation infrastructure)

Why Sanitation Matters for Health

Waterborne diseases — Poor sanitation increases risk of cholera, typhoid, and hepatitis A
Vector-borne diseases — Stagnant water from poor drainage breeds mosquitoes (dengue, malaria)
Child mortality — WHO reports that improved sanitation reduces diarrheal deaths by 36%
Groundwater contamination — Open drains and septic tank leakage pollute drinking water sources

Data Sources

AMRUT SLIP — Service Level Improvement Plan for sanitation benchmarks
SBM Urban Portal — Swachh Bharat Mission ODF certification data
NGT Reports — National Green Tribunal compliance monitoring

The Flood Safety Score shows how safe an area is from river flooding and urban waterlogging. Higher score = safer area (same direction as the composite score). It is calculated as 100 minus the flood risk score below.

Parameters & Weights

Parameter	Weight	Description	Risk → Score
River Flood Risk	50%	Proximity to rivers (Kharun, Pairy, Seonath) and flood history	Low = 10, Low-Medium = 25, Medium = 40, High = 70, Very High = 85
Urban Waterlogging	50%	Storm-water drainage adequacy and monsoon waterlogging history	Low = 10, Low-Medium = 25, Medium = 40, High = 70, Very High = 85

Formula

Flood Risk Score = (River Flood × 50%) + (Waterlogging × 50%)
Flood Safety Score = 100 − Flood Risk Score (this is the value shown)

Risk Level ? Score

Risk Level	Risk Score	Safety Score (shown)
?? Low	10	90
?? Low-Medium	25	75
?? Medium	40	60
?? High	70	30
?? Very High	85	15

Worked Example

Example: Zone 9 (Mowa/Kachna) — Directly on Kharun River bank

River Flood: High = 70 → × 0.50 = 35.0
Waterlogging: High = 70 → × 0.50 = 35.0

Total risk = 35.0 + 35.0 = 70.0/100 → Flood Safety = 30.0/100 (High Risk — directly on river bank, highest flood vulnerability)

What This Means for Home Buyers

Score ≤ 20 — Safe zone. Minimal flood risk, standard construction sufficient.
Score 21-40 — Moderate risk. Check monsoon waterlogging history before buying.
Score 41-60 — At risk. Consider elevated construction, flood insurance, basement waterproofing.
Score >60 — High risk. River flooding possible. Verify RERA flood disclosure and avoid ground floor investment.

Data Sources

NDMA — National Disaster Management Authority, District Disaster Management Plan
ThinkHazard — World Bank global hazard assessment
CGWB — Central Ground Water Board, hydrogeological report

The Livability Report is a single number (0–100) that represents the overall quality of life in a neighbourhood. It is the simple average of all available sub-scores.

Formula

Livability Report = Average of all available sub-scores

Each sub-score is converted to a 0–100 scale where higher = better for livability:
• Standard parameters (Water, Sanitation, Amenities, Green Cover, Quiet Score) → used directly
• Air Quality → 100 − AQI (lower AQI = better air = higher score)
• Flood Risk → 100 − flood_risk_score (lower risk = safer = higher score)
• Earthquake Risk → 100 − earthquake_score (lower risk = safer = higher score)

Sub-Scores Used

#	Parameter	Source	Conversion for Composite
1	Air Quality	Google AQI / AQICN	`100 − AQI` (AQI 41 → 59)
2	Water Quality	BIS IS-10500 parameters	Direct (0–100)
3	Sanitation	RMC/NRANVP sanitation data	Direct (0–100)
4	Amenities	Google Places API	Direct (0–100)
5	Quiet Score	Noise level analysis	Direct (0–100)
6	Green Cover	NDVI satellite analysis	Direct (0–100)
7	Flood Risk	NDMA/ThinkHazard	`100 − score` (risk 10 → 90)
8	Earthquake Risk	BIS IS-1893/NDMA	`100 − score` (risk 10 → 90)

Infrastructure score is planned but not yet included. Only parameters with available data are averaged — NULL values are skipped, not treated as zero.

Worked Example

Example: An area with AQI 41, Water 75, Sanitation 62, Amenity 38, Quiet 37, Green 20, Flood Risk 55, Earthquake 10

Air: 100 − 41 = 59
Water: 75
Sanitation: 62
Amenity: 38
Quiet: 37
Green: 20
Flood: 100 − 55 = 45
Earthquake: 100 − 10 = 90

Composite = (59 + 75 + 62 + 38 + 37 + 20 + 45 + 90) ÷ 8 = 53.25/100 → Grade C

Grade System

Grade	Score Range	Meaning	Recommendation
A	80–100	Excellent livability	Top-tier neighbourhood. Premium pricing justified. Ideal for families.
B	60–79	Good livability	Well-served area. Good balance of infrastructure and environment. Recommended for most buyers.
C	40–59	Average livability	Some gaps in amenities or environment. Check specific weak parameters before deciding.
D	20–39	Below average	Significant gaps. Suitable only if specific advantages (price, location) outweigh livability concerns.
F	0–19	Poor livability	Major livability issues. Not recommended for residential investment without significant improvement plans.

What Does the Score Mean for You?

Home Buyers — Use the score to compare neighbourhoods objectively. A higher score means better air, water, safety, amenities, and environment.
Renters — Check if the area's livability matches the rent being asked. A Grade C area should not command Grade A pricing.
Investors — Areas with improving scores (check the trend chart) may see property appreciation. Grade B areas with rising scores are sweet spots.
Families with Children — Pay special attention to Air Quality, Green Cover, and Amenities (schools, hospitals) sub-scores.
Senior Citizens — Quiet Score, Air Quality, and nearby hospital access (Amenities) are most relevant.

Important Notes

The composite score uses an equal-weight average — all parameters contribute equally.
Risk parameters (Flood, Earthquake) are inverted before averaging so that lower risk = higher livability contribution.
If a sub-score is unavailable (e.g., Infrastructure), it is excluded from the average, not treated as zero.
Scores are recalculated whenever new data becomes available. Check the trend chart for historical movement.
The score reflects current conditions — an area under rapid development may see score changes over time.

The Earthquake Safety Score shows how safe an area is from seismic shaking, based on soil type and amplification potential. Higher score = safer area (same direction as the composite score).

BIS Seismic Zone

Bilaspur = BIS Seismic Zone II (Lowest hazard zone in India, Zone Factor = 0.10g)
India has 4 seismic zones (II–V). Zone II covers the Deccan Plateau and central India — historically the least seismically active region. This region has no recorded destructive earthquake in modern history.

Why Soil Type is the Differentiator

Since the whole city is uniformly Zone II, the only meaningful differentiator is soil type. Soft, saturated, or filled soils amplify distant earthquake shaking more than hard alluvial or laterite soils. This is called site amplification effect per IS 1893.

Score Formula

Risk Score = Soil-based raw risk (1–5) mapped to 0–100 scale
Earthquake Safety Score = 100 − Risk Score

Raw Score	Risk Score	Safety Score (shown)	Soil Type	Risk Level
1/5	10	90	Hard alluvial / laterite / rock	🟢 Low
2/5	25	75	Soft alluvial / fill / saturated riverine	🟡 Low-Medium
3/5	45	55	Mixed weak soil	🟠 Medium
4/5	65	35	Very soft / liquefiable	🔴 High
5/5	85	15	Extreme soft / reclaimed	🔴 Very High

What This Means for Home Buyers

Score 10 (Low) — Safest. Hard soil, standard IS 1893 Zone II construction norms sufficient. No special foundation needed.
Score 25 (Low-Medium) — Minor amplification possible due to soft/fill/riverine soil. Soil investigation recommended for buildings >3 storeys.

Data Sources

BIS IS-1893 — Bureau of Indian Standards, Indian Standard for Earthquake Resistant Design
NDMA DDMP — National Disaster Management Authority, District Disaster Management Plan
ThinkHazard — World Bank global seismic hazard assessment
asc-india.org — PGA hazard contour data for Indian cities
CGWB — Central Ground Water Board soil/geology data
nano-ntp.com — Soil classification study

The Risk Factor Score evaluates ground-level risks that affect livability — environmental hazards, drainage issues, pollution sources, infrastructure gaps, zoning problems, safety concerns, and more. Lower score = fewer risks = safer area.

Data Source

Field Survey 2024 — On-ground verification by GreaterRaipur team
Municipal Records — RMC/NRANVP official risk data, ward-level reports
Google Maps + OSM — Location verification and distance measurement
Each risk factor is geolocated and linked to the nearest area with distance from centroid.

9 Risk Categories Assessed

Category	What's Checked
Environmental Hazards	Landfills, open drains, garbage dumps, sewage overflow, industrial waste
Water & Drainage	Waterlogging zones, flood-prone areas, contaminated wells, blocked drainage
Air Pollution Sources	Industrial zones, brick kilns, heavy traffic corridors, crematoriums, quarries
Infrastructure Stress	Power outage zones, poor roads, unlit areas, no sewerage, water supply gaps
Land & Zoning Risks	HT power lines, pipelines, unauthorised colonies, disputed land, zoning changes
Safety & Social	Crime clusters, abandoned areas, encroachment zones
Future Threats	Land acquisition notices, planned industrial corridors, highway widening
Health & Nuisance	Slaughterhouses, tanneries, poultry farms, stagnant water, noise sources
Accessibility Risks	Far from emergency services, monsoon cutoff zones, no public transit

Score Formula

Each risk factor has a severity weight:

Severity	Weight	Example
Low	5	Minor nuisance, far away
Medium	12	Moderate impact within area
High	20	Significant hazard nearby
Critical	25	Severe, immediate proximity

Category Score = Sum of severity weights for all identified risks (capped at 100)
Overall Score = Average of all 9 category scores
0 = No risks found (safest). Higher = more risk factors identified.

Why Risk Factors Matter

Property Value — Proximity to hazards (landfills, HT lines, flood zones) directly affects property resale and rental value.
Health Impact — Environmental and pollution risks affect long-term health of residents.
Infrastructure Reliability — Power outages, water supply gaps, and poor roads affect daily quality of life.
Legal Risks — Unauthorised colonies, disputed land, and zoning changes can cause legal complications.
Future Planning — Upcoming highway widening, industrial corridors, or land acquisition may impact your area.

Risk Scale

🟢 0–10 — Very Safe 🟢 10–25 — Low Risk 🟡 25–45 — Moderate 🟠 45–65 — High Risk 🔴 65–100 — Critical

Data Sources

GreaterRaipur Field Survey — On-ground risk identification and verification (2024)
RMC / NRANVP — Municipal hazard records, ward-level drainage and infrastructure reports
Google Maps + OpenStreetMap — Location verification and proximity calculation

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