Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004116
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 7 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.157
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005137
distance 0.157
#2 · Kolhapurcell 4800005134
distance 0.187
#3 · Kolhapurcell 4800004366
distance 0.203
#4 · Sataracell 4940005341
distance 0.273 · cross-district
#5 · Kolhapurcell 4800005315
distance 0.274
#6 · Kolhapurcell 4800004879
distance 0.275
#7 · Sanglicell 4930001240
distance 0.28 · cross-district
#8 · Kolhapurcell 4800005401
distance 0.289
#9 · Sataracell 4940005216
distance 0.296 · cross-district
#10 · Jalgaoncell 4780007609
distance 0.303 · cross-district
#11 · Sanglicell 4930002000
distance 0.307 · cross-district
#12 · Buldhanacell 4720005753
distance 0.312 · cross-district
#13 · Sanglicell 4930000543
distance 0.314 · cross-district
#14 · Kolhapurcell 4800004887
distance 0.322
#15 · Punecell 4900001195
distance 0.325 · cross-district
#16 · Punecell 4900000272
distance 0.326 · cross-district
#17 · Kolhapurcell 4800003819
distance 0.326
#18 · Chhatrapati Sambhajinagarcell 4690004076
distance 0.327 · 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":4800004116}}}'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.