Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710002131
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
0.454
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840004501
distance 0.454 · cross-district
#2 · Gadchirolicell 4750009104
distance 0.454 · cross-district
#3 · Buldhanacell 4720006438
distance 0.475 · cross-district
#4 · Bhandaracell 4710002237
distance 0.477
#5 · Chhatrapati Sambhajinagarcell 4690003507
distance 0.503 · cross-district
#6 · Bhandaracell 4710002185
distance 0.514
#7 · Nagpurcell 4840006719
distance 0.538 · cross-district
#8 · Chhatrapati Sambhajinagarcell 4690002690
distance 0.545 · cross-district
#9 · Nagpurcell 4840003781
distance 0.548 · cross-district
#10 · Bhandaracell 4710002024
distance 0.55
#11 · Chhatrapati Sambhajinagarcell 4690002489
distance 0.552 · cross-district
#12 · Kolhapurcell 4800004331
distance 0.553 · cross-district
#13 · Solapurcell 4960004759
distance 0.554 · cross-district
#14 · Nagpurcell 4840002900
distance 0.557 · cross-district
#15 · Chhatrapati Sambhajinagarcell 4690003018
distance 0.558 · cross-district
#16 · Ahmednagarcell 4660005034
distance 0.559 · cross-district
#17 · Bhandaracell 4710002068
distance 0.561
#18 · Nagpurcell 4840003957
distance 0.563 · 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":4710002131}}}'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.