Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001969
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
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.259
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840003803
distance 0.259 · cross-district
#2 · Nagpurcell 4840002423
distance 0.306 · cross-district
#3 · Nagpurcell 4840005099
distance 0.309 · cross-district
#4 · Bhandaracell 4710002234
distance 0.312
#5 · Nagpurcell 4840004373
distance 0.314 · cross-district
#6 · Bhandaracell 4710002067
distance 0.323
#7 · Amravaticell 4680002232
distance 0.33 · cross-district
#8 · Nagpurcell 4840008354
distance 0.336 · cross-district
#9 · Nagpurcell 4840006613
distance 0.339 · cross-district
#10 · Nagpurcell 4840005096
distance 0.34 · cross-district
#11 · Nagpurcell 4840001010
distance 0.342 · cross-district
#12 · Akolacell 4670001217
distance 0.344 · cross-district
#13 · Nagpurcell 4840003004
distance 0.346 · cross-district
#14 · Bhandaracell 4710002235
distance 0.348
#15 · Bhandaracell 4710002336
distance 0.349
#16 · Bhandaracell 4710002857
distance 0.351
#17 · Bhandaracell 4710002130
distance 0.352
#18 · Amravaticell 4680002889
distance 0.353 · 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":4710001969}}}'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.