Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001132
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 4 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.215
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710002862
distance 0.215
#2 · Nagpurcell 4840007040
distance 0.26 · cross-district
#3 · Amravaticell 4680009107
distance 0.272 · cross-district
#4 · Gondiacell 4760003268
distance 0.282 · cross-district
#5 · Amravaticell 4680008923
distance 0.29 · cross-district
#6 · Bhandaracell 4710001838
distance 0.293
#7 · Amravaticell 4680010485
distance 0.295 · cross-district
#8 · Bhandaracell 4710001076
distance 0.301
#9 · Bhandaracell 4710001949
distance 0.304
#10 · Gondiacell 4760001038
distance 0.305 · cross-district
#11 · Bhandaracell 4710000404
distance 0.312
#12 · Gondiacell 4760000854
distance 0.312 · cross-district
#13 · Bhandaracell 4710001574
distance 0.313
#14 · Bhandaracell 4710002833
distance 0.313
#15 · Nagpurcell 4840000194
distance 0.313 · cross-district
#16 · Gondiacell 4760003207
distance 0.317 · cross-district
#17 · Gondiacell 4760003890
distance 0.317 · cross-district
#18 · Bhandaracell 4710001461
distance 0.32
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":4710001132}}}'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.