Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710003469
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 6 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.263
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840008264
distance 0.263 · cross-district
#2 · Bhandaracell 4710003427
distance 0.264
#3 · Nagpurcell 4840008080
distance 0.348 · cross-district
#4 · Nagpurcell 4840001403
distance 0.363 · cross-district
#5 · Bhandaracell 4710003497
distance 0.379
#6 · Nagpurcell 4840007611
distance 0.384 · cross-district
#7 · Bhandaracell 4710001288
distance 0.389
#8 · Nagpurcell 4840001487
distance 0.4 · cross-district
#9 · Chandrapurcell 4730006583
distance 0.401 · cross-district
#10 · Nagpurcell 4840001837
distance 0.401 · cross-district
#11 · Wardhacell 4980003439
distance 0.402 · cross-district
#12 · Nagpurcell 4840002117
distance 0.411 · cross-district
#13 · Nashikcell 4870009678
distance 0.414 · cross-district
#14 · Bhandaracell 4710003470
distance 0.417
#15 · Nagpurcell 4840008078
distance 0.418 · cross-district
#16 · Gondiacell 4760000654
distance 0.423 · cross-district
#17 · Gondiacell 4760000771
distance 0.428 · cross-district
#18 · Bhandaracell 4710001208
distance 0.428
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":4710003469}}}'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.