Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001581
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 9 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.408
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710001678
distance 0.408
#2 · Bhandaracell 4710001577
distance 0.447
#3 · Bhandaracell 4710000988
distance 0.493
#4 · Bhandaracell 4710001330
distance 0.495
#5 · Gondiacell 4760000922
distance 0.509 · cross-district
#6 · Nagpurcell 4840003848
distance 0.517 · cross-district
#7 · Nandurbarcell 4860001549
distance 0.531 · cross-district
#8 · Ahmednagarcell 4660014378
distance 0.531 · cross-district
#9 · Chandrapurcell 4730005899
distance 0.532 · cross-district
#10 · Chandrapurcell 4730006201
distance 0.546 · cross-district
#11 · Bhandaracell 4710001578
distance 0.547
#12 · Nagpurcell 4840003946
distance 0.55 · cross-district
#13 · Gadchirolicell 4750011877
distance 0.551 · cross-district
#14 · Gondiacell 4760000632
distance 0.559 · cross-district
#15 · Bhandaracell 4710001716
distance 0.562
#16 · Wardhacell 4980003440
distance 0.567 · cross-district
#17 · Nagpurcell 4840003421
distance 0.571 · cross-district
#18 · Chhatrapati Sambhajinagarcell 4690007720
distance 0.572 · 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":4710001581}}}'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.