Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004595
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 9 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.298
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004170
distance 0.298
#2 · Kolhapurcell 4800004509
distance 0.305
#3 · Kolhapurcell 4800004168
distance 0.359
#4 · Dhulecell 4740001289
distance 0.374 · cross-district
#5 · Dhulecell 4740001286
distance 0.388 · cross-district
#6 · Nagpurcell 4840003776
distance 0.391 · cross-district
#7 · Beedcell 4700003116
distance 0.397 · cross-district
#8 · Dhulecell 4740001287
distance 0.404 · cross-district
#9 · Jalgaoncell 4780001795
distance 0.405 · cross-district
#10 · Kolhapurcell 4800004336
distance 0.405
#11 · Laturcell 4810003061
distance 0.405 · cross-district
#12 · Chandrapurcell 4730004416
distance 0.409 · cross-district
#13 · Wardhacell 4980000896
distance 0.41 · cross-district
#14 · Beedcell 4700001023
distance 0.414 · cross-district
#15 · Kolhapurcell 4800004335
distance 0.415
#16 · Chhatrapati Sambhajinagarcell 4690006586
distance 0.419 · cross-district
#17 · Beedcell 4700007547
distance 0.419 · cross-district
#18 · Laturcell 4810003235
distance 0.422 · 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":4800004595}}}'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.