Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005361
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 6 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.314
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005190
distance 0.314
#2 · Kolhapurcell 4800005360
distance 0.316
#3 · Kolhapurcell 4800005373
distance 0.316
#4 · Laturcell 4810003238
distance 0.322 · cross-district
#5 · Laturcell 4810003688
distance 0.33 · cross-district
#6 · Ahmednagarcell 4660004844
distance 0.334 · cross-district
#7 · Kolhapurcell 4800004182
distance 0.336
#8 · Chhatrapati Sambhajinagarcell 4690002603
distance 0.337 · cross-district
#9 · Kolhapurcell 4800004864
distance 0.34
#10 · Kolhapurcell 4800004933
distance 0.341
#11 · Nagpurcell 4840004594
distance 0.341 · cross-district
#12 · Kolhapurcell 4800003932
distance 0.344
#13 · Kolhapurcell 4800005015
distance 0.344
#14 · Kolhapurcell 4800001732
distance 0.345
#15 · Laturcell 4810003482
distance 0.358 · cross-district
#16 · Sanglicell 4930000350
distance 0.362 · cross-district
#17 · Kolhapurcell 4800004408
distance 0.37
#18 · Laturcell 4810003576
distance 0.372 · 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":4800005361}}}'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.