Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001632
The MH-36 locality cells most similar to this Bhandara 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 4 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.205
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840002858
distance 0.205 · cross-district
#2 · Nagpurcell 4840002022
distance 0.244 · cross-district
#3 · Bhandaracell 4710001741
distance 0.259
#4 · Gondiacell 4760003364
distance 0.264 · cross-district
#5 · Bhandaracell 4710001796
distance 0.279
#6 · Bhandaracell 4710001964
distance 0.296
#7 · Bhandaracell 4710001851
distance 0.299
#8 · Nagpurcell 4840003147
distance 0.315 · cross-district
#9 · Gondiacell 4760003286
distance 0.321 · cross-district
#10 · Bhandaracell 4710001491
distance 0.327
#11 · Bhandaracell 4710001797
distance 0.341
#12 · Bhandaracell 4710003496
distance 0.341
#13 · Nagpurcell 4840003241
distance 0.345 · cross-district
#14 · Gondiacell 4760003287
distance 0.346 · cross-district
#15 · Bhandaracell 4710001002
distance 0.347
#16 · Nagpurcell 4840001483
distance 0.347 · cross-district
#17 · Chhatrapati Sambhajinagarcell 4690005163
distance 0.356 · cross-district
#18 · Nagpurcell 4840002856
distance 0.367 · 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":471,"cluster_id":4710001632}}}'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.