Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005448

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 7 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.227

lower = more alike (weighted)

The twins, closest first

#1 · Ahmednagarcell 4660010769

distance 0.227 · cross-district

#2 · Dharashivcell 4880004211

distance 0.227 · cross-district

#3 · Beedcell 4700005577

distance 0.23 · cross-district

#4 · Buldhanacell 4720000575

distance 0.245 · cross-district

#5 · Jalnacell 4790002604

distance 0.246 · cross-district

#6 · Jalnacell 4790003640

distance 0.248 · cross-district

#7 · Beedcell 4700002403

distance 0.252 · cross-district

#8 · Beedcell 4700005687

distance 0.253 · cross-district

#9 · Ahmednagarcell 4660012684

distance 0.255 · cross-district

#10 · Beedcell 4700007641

distance 0.256 · cross-district

#11 · Beedcell 4700008147

distance 0.259 · cross-district

#12 · Buldhanacell 4720001196

distance 0.26 · cross-district

#13 · Solapurcell 4960003216

distance 0.263 · cross-district

#14 · Dharashivcell 4880005398

distance 0.265 · cross-district

#15 · Beedcell 4700001294

distance 0.265 · cross-district

#16 · Laturcell 4810001389

distance 0.267 · cross-district

#17 · Dharashivcell 4880000896

distance 0.27 · cross-district

#18 · Beedcell 4700004998

distance 0.27 · 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":4800005448}}}'

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.