Bhārata Strata · Maharashtra · Sangli · morphological twins
Places like cell 4930002536
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 3 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.223
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005028
distance 0.223 · cross-district
#2 · Sanglicell 4930001140
distance 0.226
#3 · Kolhapurcell 4800004180
distance 0.228 · cross-district
#4 · Sanglicell 4930000469
distance 0.233
#5 · Kolhapurcell 4800003944
distance 0.242 · cross-district
#6 · Sanglicell 4930000916
distance 0.245
#7 · Kolhapurcell 4800005292
distance 0.251 · cross-district
#8 · Sanglicell 4930000406
distance 0.261
#9 · Kolhapurcell 4800004184
distance 0.262 · cross-district
#10 · Kolhapurcell 4800004242
distance 0.263 · cross-district
#11 · Laturcell 4810003362
distance 0.264 · cross-district
#12 · Kolhapurcell 4800004424
distance 0.27 · cross-district
#13 · Kolhapurcell 4800003975
distance 0.27 · cross-district
#14 · Kolhapurcell 4800004409
distance 0.272 · cross-district
#15 · Sanglicell 4930000636
distance 0.273
#16 · Kolhapurcell 4800004004
distance 0.273 · cross-district
#17 · Sanglicell 4930000624
distance 0.274
#18 · Sanglicell 4930000860
distance 0.276
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":4930002536}}}'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.