Bhārata Strata · Maharashtra · Sangli · morphological twins
Places like cell 4930003187
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 6 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.335
lower = more alike (weighted)
The twins, closest first
#1 · Sanglicell 4930006105
distance 0.335
#2 · Sataracell 4940004404
distance 0.339 · cross-district
#3 · Kolhapurcell 4800005389
distance 0.344 · cross-district
#4 · Sanglicell 4930005889
distance 0.373
#5 · Sanglicell 4930002498
distance 0.378
#6 · Sanglicell 4930005443
distance 0.379
#7 · Punecell 4900001038
distance 0.38 · cross-district
#8 · Akolacell 4670004102
distance 0.38 · cross-district
#9 · Kolhapurcell 4800005956
distance 0.381 · cross-district
#10 · Kolhapurcell 4800004352
distance 0.388 · cross-district
#11 · Sataracell 4940001073
distance 0.392 · cross-district
#12 · Sanglicell 4930001124
distance 0.4
#13 · Sataracell 4940004757
distance 0.401 · cross-district
#14 · Sanglicell 4930004215
distance 0.407
#15 · Kolhapurcell 4800005851
distance 0.409 · cross-district
#16 · Buldhanacell 4720005770
distance 0.409 · cross-district
#17 · Sanglicell 4930003191
distance 0.413
#18 · Kolhapurcell 4800004190
distance 0.414 · 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":4930003187}}}'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.