Bhārata Strata · Maharashtra · Sangli · morphological twins
Places like cell 4930006182
The MH-36 locality cells most similar to this Sangli 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
0.119
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004285
distance 0.119 · cross-district
#2 · Kolhapurcell 4800003970
distance 0.123 · cross-district
#3 · Kolhapurcell 4800005913
distance 0.126 · cross-district
#4 · Kolhapurcell 4800004368
distance 0.127 · cross-district
#5 · Kolhapurcell 4800004050
distance 0.136 · cross-district
#6 · Kolhapurcell 4800003888
distance 0.141 · cross-district
#7 · Sanglicell 4930006250
distance 0.143
#8 · Kolhapurcell 4800004630
distance 0.147 · cross-district
#9 · Sanglicell 4930000178
distance 0.154
#10 · Kolhapurcell 4800004711
distance 0.154 · cross-district
#11 · Kolhapurcell 4800004450
distance 0.155 · cross-district
#12 · Sanglicell 4930000392
distance 0.16
#13 · Kolhapurcell 4800004538
distance 0.16 · cross-district
#14 · Sanglicell 4930006243
distance 0.161
#15 · Kolhapurcell 4800005722
distance 0.163 · cross-district
#16 · Kolhapurcell 4800004452
distance 0.166 · cross-district
#17 · Kolhapurcell 4800004541
distance 0.168 · cross-district
#18 · Kolhapurcell 4800004628
distance 0.178 · 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":493,"cluster_id":4930006182}}}'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.