Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710003456
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 10 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.354
lower = more alike (weighted)
The twins, closest first
#1 · Ratnagiricell 4920005435
distance 0.354 · cross-district
#2 · Sataracell 4940006235
distance 0.408 · cross-district
#3 · Sataracell 4940006671
distance 0.412 · cross-district
#4 · Bhandaracell 4710003538
distance 0.435
#5 · Sataracell 4940001271
distance 0.445 · cross-district
#6 · Punecell 4900002841
distance 0.459 · cross-district
#7 · Nagpurcell 4840001216
distance 0.461 · cross-district
#8 · Nashikcell 4870006380
distance 0.478 · cross-district
#9 · Buldhanacell 4720004597
distance 0.491 · cross-district
#10 · Nashikcell 4870008141
distance 0.496 · cross-district
#11 · Sataracell 4940005564
distance 0.498 · cross-district
#12 · Bhandaracell 4710002348
distance 0.5
#13 · Nagpurcell 4840008494
distance 0.502 · cross-district
#14 · Akolacell 4670004653
distance 0.503 · cross-district
#15 · Thanecell 4970002978
distance 0.503 · cross-district
#16 · Chandrapurcell 4730000938
distance 0.504 · cross-district
#17 · Sataracell 4940004942
distance 0.504 · cross-district
#18 · Sataracell 4940006458
distance 0.507 · 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":4710003456}}}'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.