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

Places like cell 4890004851

The MH-36 locality cells most similar to this Parbhani 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
0.096
lower = more alike (weighted)

The twins, closest first

#1 · Parbhanicell 4890004554
distance 0.096
#2 · Parbhanicell 4890004309
distance 0.105
#3 · Parbhanicell 4890004027
distance 0.117
#4 · Parbhanicell 4890004197
distance 0.117
#5 · Parbhanicell 4890004559
distance 0.12
#6 · Parbhanicell 4890004853
distance 0.12
#7 · Parbhanicell 4890004514
distance 0.121
#8 · Parbhanicell 4890004674
distance 0.121
#9 · Parbhanicell 4890004148
distance 0.122
#10 · Parbhanicell 4890004398
distance 0.122
#11 · Jalnacell 4790000985
distance 0.124 · cross-district
#12 · Buldhanacell 4720005416
distance 0.124 · cross-district
#13 · Parbhanicell 4890004140
distance 0.125
#14 · Parbhanicell 4890004397
distance 0.125
#15 · Parbhanicell 4890004854
distance 0.126
#16 · Parbhanicell 4890004191
distance 0.126
#17 · Parbhanicell 4890004137
distance 0.127
#18 · Jalnacell 4790003675
distance 0.128 · 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":489,"cluster_id":4890004851}}}'
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.