Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003479

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

0.262

lower = more alike (weighted)

The twins, closest first

#1 · Punecell 4900001488

distance 0.262 · cross-district

#2 · Ahmednagarcell 4660002491

distance 0.282 · cross-district

#3 · Chhatrapati Sambhajinagarcell 4690002851

distance 0.286 · cross-district

#4 · Kolhapurcell 4800004293

distance 0.296

#5 · Sanglicell 4930000210

distance 0.321 · cross-district

#6 · Chhatrapati Sambhajinagarcell 4690002645

distance 0.328 · cross-district

#7 · Punecell 4900001731

distance 0.333 · cross-district

#8 · Sanglicell 4930006579

distance 0.338 · cross-district

#9 · Punecell 4900000846

distance 0.341 · cross-district

#10 · Dharashivcell 4880000701

distance 0.354 · cross-district

#11 · Punecell 4900003750

distance 0.355 · cross-district

#12 · Laturcell 4810002589

distance 0.358 · cross-district

#13 · Sanglicell 4930006029

distance 0.358 · cross-district

#14 · Dhulecell 4740004738

distance 0.361 · cross-district

#15 · Punecell 4900001304

distance 0.364 · cross-district

#16 · Punecell 4900000106

distance 0.365 · cross-district

#17 · Chhatrapati Sambhajinagarcell 4690003349

distance 0.373 · cross-district

#18 · Sanglicell 4930006319

distance 0.373 · 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":4800003479}}}'

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.