Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710003436
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 3 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.196
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710002326
distance 0.196
#2 · Gondiacell 4760001964
distance 0.215 · cross-district
#3 · Nagpurcell 4840005894
distance 0.245 · cross-district
#4 · Bhandaracell 4710002120
distance 0.247
#5 · Gondiacell 4760003042
distance 0.251 · cross-district
#6 · Nagpurcell 4840005769
distance 0.252 · cross-district
#7 · Gondiacell 4760001784
distance 0.254 · cross-district
#8 · Gondiacell 4760000903
distance 0.254 · cross-district
#9 · Bhandaracell 4710001885
distance 0.255
#10 · Nagpurcell 4840000184
distance 0.257 · cross-district
#11 · Bhandaracell 4710000911
distance 0.263
#12 · Bhandaracell 4710003055
distance 0.264
#13 · Nagpurcell 4840001833
distance 0.264 · cross-district
#14 · Bhandaracell 4710003434
distance 0.265
#15 · Gondiacell 4760002118
distance 0.265 · cross-district
#16 · Gondiacell 4760002561
distance 0.266 · cross-district
#17 · Gondiacell 4760001841
distance 0.266 · cross-district
#18 · Nagpurcell 4840002291
distance 0.266 · 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":4710003436}}}'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.