Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004531
The MH-36 locality cells most similar to this Kolhapur 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 10 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.256
lower = more alike (weighted)
The twins, closest first
#1 · Jalgaoncell 4780008974
distance 0.256 · cross-district
#2 · Sataracell 4940005937
distance 0.324 · cross-district
#3 · Laturcell 4810002958
distance 0.331 · cross-district
#4 · Kolhapurcell 4800004272
distance 0.341
#5 · Jalgaoncell 4780008207
distance 0.354 · cross-district
#6 · Punecell 4900002009
distance 0.358 · cross-district
#7 · Punecell 4900005665
distance 0.369 · cross-district
#8 · Nashikcell 4870004386
distance 0.375 · cross-district
#9 · Jalgaoncell 4780007482
distance 0.376 · cross-district
#10 · Nashikcell 4870003117
distance 0.377 · cross-district
#11 · Kolhapurcell 4800003804
distance 0.378
#12 · Chhatrapati Sambhajinagarcell 4690003402
distance 0.38 · cross-district
#13 · Sataracell 4940006165
distance 0.383 · cross-district
#14 · Sanglicell 4930002504
distance 0.385 · cross-district
#15 · Kolhapurcell 4800005050
distance 0.386
#16 · Amravaticell 4680001722
distance 0.389 · cross-district
#17 · Solapurcell 4960008483
distance 0.389 · cross-district
#18 · Amravaticell 4680002683
distance 0.391 · 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":480,"cluster_id":4800004531}}}'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.