Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001856
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 11 distinct districts
Index confidence
0.9
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.429
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840003143
distance 0.429 · cross-district
#2 · Bhandaracell 4710000988
distance 0.445
#3 · Parbhanicell 4890001707
distance 0.509 · cross-district
#4 · Nagpurcell 4840004961
distance 0.51 · cross-district
#5 · Gondiacell 4760004051
distance 0.514 · cross-district
#6 · Bhandaracell 4710002777
distance 0.533
#7 · Bhandaracell 4710001907
distance 0.542
#8 · Akolacell 4670001849
distance 0.545 · cross-district
#9 · Nagpurcell 4840003848
distance 0.55 · cross-district
#10 · Chhatrapati Sambhajinagarcell 4690000375
distance 0.557 · cross-district
#11 · Dharashivcell 4880001447
distance 0.557 · cross-district
#12 · Ahmednagarcell 4660009645
distance 0.564 · cross-district
#13 · Punecell 4900005927
distance 0.579 · cross-district
#14 · Dharashivcell 4880001066
distance 0.58 · cross-district
#15 · Sanglicell 4930006342
distance 0.582 · cross-district
#16 · Bhandaracell 4710002080
distance 0.585
#17 · Bhandaracell 4710001526
distance 0.586
#18 · Chandrapurcell 4730000242
distance 0.59 · 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":4710001856}}}'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.