Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004772

The MH-36 locality cells most similar to this Kolhapur cell across terrain, built form, land cover, climate dynamics and connectivity — ranked by a GUM-confidence-weighted (R24) distance, with the temporal block down-weighted. Each twin is a real cell with its own witnessed dossier.

Twins found

across 8 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.153

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004778

distance 0.153

#2 · Kolhapurcell 4800004329

distance 0.193

#3 · Punecell 4900002353

distance 0.257 · cross-district

#4 · Kolhapurcell 4800004096

distance 0.263

#5 · Laturcell 4810002411

distance 0.265 · cross-district

#6 · Kolhapurcell 4800005690

distance 0.266

#7 · Sanglicell 4930000427

distance 0.275 · cross-district

#8 · Sanglicell 4930000351

distance 0.277 · cross-district

#9 · Jalnacell 4790004046

distance 0.28 · cross-district

#10 · Kolhapurcell 4800005015

distance 0.304

#11 · Nandedcell 4850004803

distance 0.307 · cross-district

#12 · Sanglicell 4930002200

distance 0.31 · cross-district

#13 · Kolhapurcell 4800003603

distance 0.311

#14 · Jalgaoncell 4780001081

distance 0.312 · cross-district

#15 · Kolhapurcell 4800004408

distance 0.315

#16 · Beedcell 4700002862

distance 0.315 · cross-district

#17 · Laturcell 4810004550

distance 0.315 · cross-district

#18 · Sanglicell 4930000116

distance 0.318 · cross-district

witness: find_twins — morphology-twin-index-v2 (R24, GUM-confidence-weighted, magnitude-aware, temporal block down-weighted). Distance is the weighted feature distance; lower is more alike. Cross-district twins are the discriminative signal.

Re-witness these twins

curl -s https://api.gridrock.ai/mcp -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"find_twins",
       "arguments":{"admin_code":480,"cluster_id":4800004772}}}'

Machine-readable JSON twin →Full dossier →

Scope: the live MH-36 cube. Twins are computed from the sha-verified morphology-v2 vector; the engine supplies no goodness/suitability ranking — only morphological similarity.