Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003719
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
18
across 9 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.275
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800002683
distance 0.275
#2 · Kolhapurcell 4800006283
distance 0.295
#3 · Kolhapurcell 4800003136
distance 0.3
#4 · Sataracell 4940002836
distance 0.303 · cross-district
#5 · Solapurcell 4960011983
distance 0.306 · cross-district
#6 · Washimcell 4990002204
distance 0.307 · cross-district
#7 · Punecell 4900001330
distance 0.308 · cross-district
#8 · Nandedcell 4850004222
distance 0.308 · cross-district
#9 · Ahmednagarcell 4660001330
distance 0.314 · cross-district
#10 · Solapurcell 4960012134
distance 0.317 · cross-district
#11 · Chhatrapati Sambhajinagarcell 4690001214
distance 0.32 · cross-district
#12 · Sanglicell 4930001548
distance 0.323 · cross-district
#13 · Punecell 4900001876
distance 0.323 · cross-district
#14 · Sataracell 4940002495
distance 0.329 · cross-district
#15 · Ahmednagarcell 4660001392
distance 0.33 · cross-district
#16 · Nandedcell 4850004075
distance 0.332 · cross-district
#17 · Kolhapurcell 4800005871
distance 0.336
#18 · Solapurcell 4960005695
distance 0.338 · 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":4800003719}}}'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.