Community suitability of Punjab, India
Marginally suitable confidence B · live score 56
74
best land · p90
43%
good land
—
one block
How each domain holds up
Legal & sovereignty 53
Governance, safety & tenure 54
Society, freedom & health 75
Land & water 85
Climate, growing & hazards 44
Autonomy & access 61
Where it pushes back
Food & forage diversityGrowing conditionsGovernance & corruption
Within Punjab — 17 sub-regions
Estimated finer-grained reads from the same open data. Phase-1, not yet verified.
Hoshiarpur
strongest Land & water (92) ·
weakest Legal & sovereignty (53)
pushes back: Food & forage diversity
Moderately suitable 62
Gurdaspur
strongest Land & water (89) ·
weakest Legal & sovereignty (53)
pushes back: Food & forage diversity
Moderately suitable 61
Nawan Shehar
strongest Land & water (91) ·
weakest Legal & sovereignty (53)
pushes back: Food & forage diversity
Marginally suitable 60
Rupnagar
strongest Land & water (92) ·
weakest Legal & sovereignty (53)
pushes back: Food & forage diversity
Marginally suitable 59
Ludhiana
strongest Land & water (87) ·
weakest Climate, growing & hazards (46)
pushes back: Food & forage diversity
Marginally suitable 58
Patiala
pushes back: Food & forage diversity
Marginally suitable 57
Fatehgarh Sahib
pushes back: Food & forage diversity
Marginally suitable 56
Jalandhar
pushes back: Food & forage diversity
Marginally suitable 56
Kapurthala
pushes back: Food & forage diversity
Marginally suitable 56
Amritsar
pushes back: Food & forage diversity
Marginally suitable 55
Sangrur
pushes back: Food & forage diversity
Marginally suitable 55
Mansa
pushes back: Food & forage diversity
Marginally suitable 53
excluded excl
excluded excl
excluded excl
excluded excl
excluded excl
Reading the land, criterion by criterion
Each signal names the open dataset behind it and how measured it is.
Legal entity & land frameworkcountry B OECD FDI RRI + manual
Seed & agricultural autonomycountry C UPOV membership proxy
Governance & corruptioncountry A World Bank WGI + Transparency CPI
Land tenure securitycountry A IPRI (de jure) + Prindex (de facto)
Business & economic viabilitycountry A World Bank B-READY, Heritage, Fraser
Cost of living, labour & landcountry A World Bank PPP, ILOSTAT
Personal freedomcountry A Cato/Fraser Human Freedom Index
Healthcare qualitycountry B WHO GHO
Disease / vector burden A Malaria Atlas + dengue Index P
Soil quality A SoilGrids (ISRIC)
Water availability & quality A WRI Aqueduct + AQUASTAT
Terrain & buildability A SRTM / NASADEM
Land cover & degradation A ESA WorldCover + Global Forest Watch
Biodiversity & alignment B Biodiversity Intactness Index
Climate & natural hazards A ThinkHazard + NASA FIRMS + USGS
Growing conditions A CHELSA / FAO GAEZ
Food & forage diversity B FAO GAEZ crop suitability + GLW
Coastal risk B Climate Central CoastalDEM
Energy potential A Global Solar Atlas + Global Wind Atlas
Natural building materials B SoilGrids clay + forest + geology
Environmental quality A SEDAC PM2.5 + VIIRS night-lights
Accessibility A Malaria Atlas friction surface
Remoteness / surroundings A GPWv4 population density
Contamination legacy C Maus mining polygons + WRI power plants
Phase-1 desk screening
These are desk numbers from open data. Soil tests, water rights and the welcome of actual neighbours all wait for a visit — we'd rather say so than pretend.
Other regions in India
Compare nearby options, ranked by overall suitability.