Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005332
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 2 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
42
morphology-v2 feature dimensions
Closest twin distance
0.173
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005330
distance 0.173
#2 · Kolhapurcell 4800005414
distance 0.182
#3 · Kolhapurcell 4800005331
distance 0.185
#4 · Kolhapurcell 4800005656
distance 0.189
#5 · Ratnagiricell 4920000490
distance 0.191 · cross-district
#6 · Kolhapurcell 4800004982
distance 0.193
#7 · Kolhapurcell 4800005411
distance 0.198
#8 · Kolhapurcell 4800004553
distance 0.205
#9 · Ratnagiricell 4920000700
distance 0.214 · cross-district
#10 · Kolhapurcell 4800005152
distance 0.221
#11 · Kolhapurcell 4800003978
distance 0.221
#12 · Ratnagiricell 4920000536
distance 0.223 · cross-district
#13 · Ratnagiricell 4920000547
distance 0.223 · cross-district
#14 · Ratnagiricell 4920000693
distance 0.23 · cross-district
#15 · Ratnagiricell 4920000590
distance 0.231 · cross-district
#16 · Ratnagiricell 4920000493
distance 0.231 · cross-district
#17 · Kolhapurcell 4800004981
distance 0.231
#18 · Ratnagiricell 4920001014
distance 0.234 · 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":4800005332}}}'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.