Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800006157
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 3 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
42
morphology-v2 feature dimensions
Closest twin distance
0.137
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800006134
distance 0.137
#2 · Kolhapurcell 4800006204
distance 0.15
#3 · Sanglicell 4930002813
distance 0.174 · cross-district
#4 · Kolhapurcell 4800006226
distance 0.179
#5 · Sanglicell 4930001498
distance 0.195 · cross-district
#6 · Kolhapurcell 4800006354
distance 0.204
#7 · Kolhapurcell 4800006227
distance 0.206
#8 · Sataracell 4940000011
distance 0.216 · cross-district
#9 · Kolhapurcell 4800006388
distance 0.22
#10 · Sanglicell 4930002649
distance 0.222 · cross-district
#11 · Kolhapurcell 4800006209
distance 0.222
#12 · Kolhapurcell 4800006249
distance 0.223
#13 · Sataracell 4940000001
distance 0.224 · cross-district
#14 · Sanglicell 4930001499
distance 0.224 · cross-district
#15 · Kolhapurcell 4800005870
distance 0.23
#16 · Sanglicell 4930002985
distance 0.232 · cross-district
#17 · Kolhapurcell 4800006178
distance 0.236
#18 · Sanglicell 4930003161
distance 0.237 · 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":4800006157}}}'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.