Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005440
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 5 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.448
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005439
distance 0.448
#2 · Ratnagiricell 4920000467
distance 0.477 · cross-district
#3 · Kolhapurcell 4800006077
distance 0.505
#4 · Kolhapurcell 4800005358
distance 0.521
#5 · Ratnagiricell 4920000466
distance 0.534 · cross-district
#6 · Raigadcell 4910002667
distance 0.536 · cross-district
#7 · Ratnagiricell 4920002986
distance 0.541 · cross-district
#8 · Ratnagiricell 4920004590
distance 0.545 · cross-district
#9 · Kolhapurcell 4800004226
distance 0.552
#10 · Ratnagiricell 4920004428
distance 0.552 · cross-district
#11 · Raigadcell 4910003491
distance 0.552 · cross-district
#12 · Nashikcell 4870000433
distance 0.553 · cross-district
#13 · Ratnagiricell 4920006061
distance 0.556 · cross-district
#14 · Raigadcell 4910004045
distance 0.561 · cross-district
#15 · Raigadcell 4910002164
distance 0.562 · cross-district
#16 · Sindhudurgcell 4950002941
distance 0.566 · cross-district
#17 · Ratnagiricell 4920006060
distance 0.57 · cross-district
#18 · Ratnagiricell 4920004531
distance 0.574 · 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":4800005440}}}'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.