Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005696
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 8 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.247
lower = more alike (weighted)
The twins, closest first
#1 · Sanglicell 4930000637
distance 0.247 · cross-district
#2 · Kolhapurcell 4800004929
distance 0.252
#3 · Beedcell 4700002425
distance 0.263 · cross-district
#4 · Chhatrapati Sambhajinagarcell 4690000849
distance 0.268 · cross-district
#5 · Beedcell 4700002930
distance 0.268 · cross-district
#6 · Chhatrapati Sambhajinagarcell 4690001047
distance 0.27 · cross-district
#7 · Parbhanicell 4890000220
distance 0.273 · cross-district
#8 · Beedcell 4700004555
distance 0.278 · cross-district
#9 · Chhatrapati Sambhajinagarcell 4690000791
distance 0.281 · cross-district
#10 · Dharashivcell 4880006026
distance 0.288 · cross-district
#11 · Buldhanacell 4720000633
distance 0.288 · cross-district
#12 · Dharashivcell 4880001129
distance 0.289 · cross-district
#13 · Beedcell 4700002917
distance 0.289 · cross-district
#14 · Chhatrapati Sambhajinagarcell 4690000840
distance 0.292 · cross-district
#15 · Chhatrapati Sambhajinagarcell 4690002247
distance 0.293 · cross-district
#16 · Beedcell 4700004209
distance 0.293 · cross-district
#17 · Jalgaoncell 4780001868
distance 0.294 · cross-district
#18 · Dharashivcell 4880000994
distance 0.294 · 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":4800005696}}}'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.