Bhārata Strata · Maharashtra · Sangli · morphological twins
Places like cell 4930000021
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 7 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.185
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004718
distance 0.185 · cross-district
#2 · Kolhapurcell 4800004808
distance 0.213 · cross-district
#3 · Sanglicell 4930000112
distance 0.214
#4 · Sanglicell 4930000022
distance 0.272
#5 · Kolhapurcell 4800004212
distance 0.293 · cross-district
#6 · Kolhapurcell 4800004894
distance 0.303 · cross-district
#7 · Ahmednagarcell 4660003747
distance 0.326 · cross-district
#8 · Punecell 4900002660
distance 0.329 · cross-district
#9 · Kolhapurcell 4800004722
distance 0.332 · cross-district
#10 · Chhatrapati Sambhajinagarcell 4690003169
distance 0.334 · cross-district
#11 · Kolhapurcell 4800004632
distance 0.338 · cross-district
#12 · Kolhapurcell 4800003824
distance 0.342 · cross-district
#13 · Laturcell 4810004911
distance 0.349 · cross-district
#14 · Ahmednagarcell 4660003746
distance 0.35 · cross-district
#15 · Kolhapurcell 4800004809
distance 0.365 · cross-district
#16 · Kolhapurcell 4800003821
distance 0.367 · cross-district
#17 · Kolhapurcell 4800003680
distance 0.368 · cross-district
#18 · Jalgaoncell 4780007253
distance 0.369 · 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":4930000021}}}'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.