Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710002684
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
0.459
lower = more alike (weighted)
The twins, closest first
#1 · Nagpurcell 4840002548
distance 0.459 · cross-district
#2 · Nagpurcell 4840006134
distance 0.465 · cross-district
#3 · Chandrapurcell 4730009186
distance 0.502 · cross-district
#4 · Nagpurcell 4840003957
distance 0.506 · cross-district
#5 · Nagpurcell 4840003484
distance 0.511 · cross-district
#6 · Nagpurcell 4840003582
distance 0.516 · cross-district
#7 · Nagpurcell 4840003390
distance 0.52 · cross-district
#8 · Bhandaracell 4710002801
distance 0.529
#9 · Nagpurcell 4840004618
distance 0.553 · cross-district
#10 · Nagpurcell 4840003759
distance 0.556 · cross-district
#11 · Nagpurcell 4840003960
distance 0.559 · cross-district
#12 · Nagpurcell 4840003654
distance 0.562 · cross-district
#13 · Nagpurcell 4840003297
distance 0.565 · cross-district
#14 · Bhandaracell 4710002011
distance 0.574
#15 · Chandrapurcell 4730008105
distance 0.586 · cross-district
#16 · Nagpurcell 4840003958
distance 0.588 · cross-district
#17 · Nagpurcell 4840004733
distance 0.591 · cross-district
#18 · Jalgaoncell 4780005100
distance 0.597 · 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":4710002684}}}'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.