Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004096
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
0.263
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004772
distance 0.263
#2 · Sanglicell 4930000351
distance 0.294 · cross-district
#3 · Laturcell 4810003242
distance 0.303 · cross-district
#4 · Kolhapurcell 4800004329
distance 0.31
#5 · Kolhapurcell 4800004778
distance 0.311
#6 · Nagpurcell 4840003656
distance 0.312 · cross-district
#7 · Chhatrapati Sambhajinagarcell 4690002593
distance 0.313 · cross-district
#8 · Nagpurcell 4840004374
distance 0.323 · cross-district
#9 · Kolhapurcell 4800005776
distance 0.326
#10 · Chhatrapati Sambhajinagarcell 4690003012
distance 0.339 · cross-district
#11 · Punecell 4900002353
distance 0.346 · cross-district
#12 · Ahmednagarcell 4660011741
distance 0.347 · cross-district
#13 · Jalnacell 4790004046
distance 0.348 · cross-district
#14 · Kolhapurcell 4800005375
distance 0.352
#15 · Kolhapurcell 4800004255
distance 0.354
#16 · Chhatrapati Sambhajinagarcell 4690003017
distance 0.359 · cross-district
#17 · Laturcell 4810003169
distance 0.361 · cross-district
#18 · Laturcell 4810003374
distance 0.362 · 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":4800004096}}}'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.