Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710002881
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 2 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.199
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710002689
distance 0.199
#2 · Bhandaracell 4710002911
distance 0.211
#3 · Nagpurcell 4840004103
distance 0.223 · cross-district
#4 · Nagpurcell 4840005768
distance 0.229 · cross-district
#5 · Nagpurcell 4840006012
distance 0.233 · cross-district
#6 · Nagpurcell 4840004212
distance 0.234 · cross-district
#7 · Bhandaracell 4710003004
distance 0.236
#8 · Nagpurcell 4840006025
distance 0.236 · cross-district
#9 · Nagpurcell 4840004213
distance 0.241 · cross-district
#10 · Bhandaracell 4710002716
distance 0.242
#11 · Nagpurcell 4840004211
distance 0.242 · cross-district
#12 · Nagpurcell 4840003615
distance 0.243 · cross-district
#13 · Nagpurcell 4840004108
distance 0.243 · cross-district
#14 · Nagpurcell 4840004214
distance 0.247 · cross-district
#15 · Nagpurcell 4840003425
distance 0.248 · cross-district
#16 · Bhandaracell 4710002962
distance 0.249
#17 · Bhandaracell 4710003043
distance 0.25
#18 · Nagpurcell 4840003133
distance 0.251 · 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":4710002881}}}'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.