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

Places like cell 4730008531

The MH-36 locality cells most similar to this Chandrapur 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
45
morphology-v2 feature dimensions
Closest twin distance
0.138
lower = more alike (weighted)

The twins, closest first

#1 · Chandrapurcell 4730008373
distance 0.138
#2 · Chandrapurcell 4730005676
distance 0.144
#3 · Chandrapurcell 4730005071
distance 0.144
#4 · Chandrapurcell 4730007915
distance 0.154
#5 · Chandrapurcell 4730009053
distance 0.155
#6 · Chandrapurcell 4730007453
distance 0.155
#7 · Chandrapurcell 4730007353
distance 0.156
#8 · Chandrapurcell 4730006006
distance 0.18
#9 · Chandrapurcell 4730005677
distance 0.18
#10 · Chandrapurcell 4730009373
distance 0.183
#11 · Chandrapurcell 4730008193
distance 0.184
#12 · Chandrapurcell 4730008374
distance 0.184
#13 · Chandrapurcell 4730007339
distance 0.187
#14 · Chandrapurcell 4730009253
distance 0.188
#15 · Chandrapurcell 4730008523
distance 0.188
#16 · Chandrapurcell 4730009225
distance 0.189
#17 · Gondiacell 4760000208
distance 0.194 · cross-district
#18 · Gadchirolicell 4750010251
distance 0.195 · 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":473,"cluster_id":4730008531}}}'
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.