Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005191
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 6 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.204
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005364
distance 0.204
#2 · Kolhapurcell 4800005277
distance 0.235
#3 · Beedcell 4700003086
distance 0.259 · cross-district
#4 · Kolhapurcell 4800005103
distance 0.259
#5 · Beedcell 4700002897
distance 0.273 · cross-district
#6 · Kolhapurcell 4800005187
distance 0.277
#7 · Kolhapurcell 4800005366
distance 0.278
#8 · Beedcell 4700003069
distance 0.295 · cross-district
#9 · Beedcell 4700002726
distance 0.295 · cross-district
#10 · Sanglicell 4930000650
distance 0.297 · cross-district
#11 · Sanglicell 4930000653
distance 0.3 · cross-district
#12 · Dharashivcell 4880004184
distance 0.301 · cross-district
#13 · Beedcell 4700003384
distance 0.304 · cross-district
#14 · Ahmednagarcell 4660004735
distance 0.306 · cross-district
#15 · Beedcell 4700003227
distance 0.311 · cross-district
#16 · Beedcell 4700003775
distance 0.316 · cross-district
#17 · Chhatrapati Sambhajinagarcell 4690002595
distance 0.319 · cross-district
#18 · Beedcell 4700002755
distance 0.321 · 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":4800005191}}}'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.