Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001681
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 7 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.316
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840003048
distance 0.316 · cross-district
#2 · Chandrapurcell 4730008118
distance 0.34 · cross-district
#3 · Bhandaracell 4710003466
distance 0.35
#4 · Bhandaracell 4710003397
distance 0.354
#5 · Nagpurcell 4840002666
distance 0.358 · cross-district
#6 · Chhatrapati Sambhajinagarcell 4690006896
distance 0.359 · cross-district
#7 · Bhandaracell 4710002290
distance 0.36
#8 · Yavatmalcell 5000005441
distance 0.369 · cross-district
#9 · Nagpurcell 4840002952
distance 0.372 · cross-district
#10 · Chandrapurcell 4730007692
distance 0.376 · cross-district
#11 · Beedcell 4700009017
distance 0.377 · cross-district
#12 · Bhandaracell 4710002521
distance 0.388
#13 · Gondiacell 4760003629
distance 0.394 · cross-district
#14 · Gondiacell 4760002150
distance 0.394 · cross-district
#15 · Bhandaracell 4710001633
distance 0.4
#16 · Nagpurcell 4840002855
distance 0.403 · cross-district
#17 · Chhatrapati Sambhajinagarcell 4690005963
distance 0.405 · cross-district
#18 · Chandrapurcell 4730002510
distance 0.406 · 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":4710001681}}}'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.