Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005275
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
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.331
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005276
distance 0.331
#2 · Sanglicell 4930000160
distance 0.334 · cross-district
#3 · Beedcell 4700001796
distance 0.368 · cross-district
#4 · Kolhapurcell 4800005359
distance 0.371
#5 · Sanglicell 4930000470
distance 0.374 · cross-district
#6 · Yavatmalcell 5000003086
distance 0.378 · cross-district
#7 · Kolhapurcell 4800004846
distance 0.388
#8 · Solapurcell 4960004389
distance 0.39 · cross-district
#9 · Laturcell 4810002860
distance 0.397 · cross-district
#10 · Beedcell 4700004423
distance 0.403 · cross-district
#11 · Sanglicell 4930004833
distance 0.406 · cross-district
#12 · Buldhanacell 4720002512
distance 0.407 · cross-district
#13 · Yavatmalcell 5000009652
distance 0.409 · cross-district
#14 · Solapurcell 4960005745
distance 0.411 · cross-district
#15 · Jalnacell 4790004963
distance 0.411 · cross-district
#16 · Laturcell 4810003121
distance 0.413 · cross-district
#17 · Beedcell 4700003590
distance 0.417 · cross-district
#18 · Chandrapurcell 4730004418
distance 0.418 · 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":4800005275}}}'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.