Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710002237
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 8 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.262
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710002024
distance 0.262
#2 · Nagpurcell 4840004388
distance 0.31 · cross-district
#3 · Bhandaracell 4710002075
distance 0.322
#4 · Jalgaoncell 4780006217
distance 0.356 · cross-district
#5 · Chandrapurcell 4730002386
distance 0.372 · cross-district
#6 · Jalgaoncell 4780006367
distance 0.379 · cross-district
#7 · Nagpurcell 4840003658
distance 0.384 · cross-district
#8 · Jalgaoncell 4780006368
distance 0.387 · cross-district
#9 · Bhandaracell 4710002913
distance 0.388
#10 · Nagpurcell 4840006134
distance 0.39 · cross-district
#11 · Jalgaoncell 4780006369
distance 0.392 · cross-district
#12 · Nagpurcell 4840003582
distance 0.394 · cross-district
#13 · Nagpurcell 4840003654
distance 0.407 · cross-district
#14 · Nagpurcell 4840003281
distance 0.408 · cross-district
#15 · Yavatmalcell 5000010095
distance 0.41 · cross-district
#16 · Gadchirolicell 4750007601
distance 0.413 · cross-district
#17 · Chhatrapati Sambhajinagarcell 4690003297
distance 0.415 · cross-district
#18 · Wardhacell 4980001720
distance 0.416 · 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":4710002237}}}'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.