Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710000481
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
0.106
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710001372
distance 0.106
#2 · Nagpurcell 4840000963
distance 0.146 · cross-district
#3 · Bhandaracell 4710000127
distance 0.172
#4 · Bhandaracell 4710000208
distance 0.18
#5 · Chandrapurcell 4730007915
distance 0.182 · cross-district
#6 · Bhandaracell 4710000210
distance 0.188
#7 · Chandrapurcell 4730008004
distance 0.189 · cross-district
#8 · Nagpurcell 4840000950
distance 0.192 · cross-district
#9 · Bhandaracell 4710001553
distance 0.195
#10 · Nagpurcell 4840000964
distance 0.195 · cross-district
#11 · Chandrapurcell 4730008374
distance 0.195 · cross-district
#12 · Bhandaracell 4710000167
distance 0.198
#13 · Gondiacell 4760000208
distance 0.201 · cross-district
#14 · Chandrapurcell 4730008354
distance 0.201 · cross-district
#15 · Nagpurcell 4840000900
distance 0.202 · cross-district
#16 · Gondiacell 4760002016
distance 0.203 · cross-district
#17 · Bhandaracell 4710000207
distance 0.203
#18 · Nagpurcell 4840000774
distance 0.204 · 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":4710000481}}}'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.