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Cube coverageMH-362,64,583 clusters × 492Pan-India653 districts × 39reference →
Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800002005

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 1 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.153
lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800001951
distance 0.153
#2 · Kolhapurcell 4800002391
distance 0.153
#3 · Kolhapurcell 4800002108
distance 0.186
#4 · Kolhapurcell 4800002162
distance 0.188
#5 · Kolhapurcell 4800002117
distance 0.189
#6 · Kolhapurcell 4800002067
distance 0.191
#7 · Kolhapurcell 4800002009
distance 0.197
#8 · Kolhapurcell 4800001831
distance 0.197
#9 · Kolhapurcell 4800002488
distance 0.197
#10 · Kolhapurcell 4800001514
distance 0.199
#11 · Kolhapurcell 4800001713
distance 0.201
#12 · Kolhapurcell 4800001662
distance 0.212
#13 · Kolhapurcell 4800002207
distance 0.214
#14 · Kolhapurcell 4800001836
distance 0.214
#15 · Kolhapurcell 4800001733
distance 0.216
#16 · Kolhapurcell 4800002114
distance 0.222
#17 · Kolhapurcell 4800002254
distance 0.222
#18 · Kolhapurcell 4800002250
distance 0.224
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":4800002005}}}'
Machine-readable JSON twin →Full dossier →

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.