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

Places like cell 4730008530

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 2 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.133
lower = more alike (weighted)

The twins, closest first

#1 · Chandrapurcell 4730008446
distance 0.133
#2 · Gadchirolicell 4750009738
distance 0.137 · cross-district
#3 · Chandrapurcell 4730007459
distance 0.138
#4 · Chandrapurcell 4730008524
distance 0.145
#5 · Chandrapurcell 4730009057
distance 0.146
#6 · Chandrapurcell 4730008362
distance 0.148
#7 · Chandrapurcell 4730007794
distance 0.149
#8 · Chandrapurcell 4730008282
distance 0.149
#9 · Chandrapurcell 4730008809
distance 0.153
#10 · Chandrapurcell 4730008208
distance 0.153
#11 · Chandrapurcell 4730007580
distance 0.154
#12 · Chandrapurcell 4730008836
distance 0.154
#13 · Chandrapurcell 4730008759
distance 0.155
#14 · Chandrapurcell 4730007797
distance 0.155
#15 · Chandrapurcell 4730008608
distance 0.159
#16 · Chandrapurcell 4730004883
distance 0.16
#17 · Chandrapurcell 4730008553
distance 0.162
#18 · Gadchirolicell 4750009619
distance 0.165 · 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":4730008530}}}'
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.