Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800002319
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
0.89
GUM mean confidence of the anchor (R24)
Dimensions compared
42
morphology-v2 feature dimensions
Closest twin distance
0.318
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800002231
distance 0.318
#2 · Kolhapurcell 4800002225
distance 0.348
#3 · Kolhapurcell 4800002182
distance 0.404
#4 · Kolhapurcell 4800002325
distance 0.513
#5 · Kolhapurcell 4800002280
distance 0.545
#6 · Gadchirolicell 4750004144
distance 0.565 · cross-district
#7 · Gadchirolicell 4750004143
distance 0.604 · cross-district
#8 · Buldhanacell 4720001247
distance 0.61 · cross-district
#9 · Dharashivcell 4880005338
distance 0.613 · cross-district
#10 · Gadchirolicell 4750000180
distance 0.62 · cross-district
#11 · Dharashivcell 4880003994
distance 0.626 · cross-district
#12 · Punecell 4900002363
distance 0.631 · cross-district
#13 · Chandrapurcell 4730004919
distance 0.64 · cross-district
#14 · Laturcell 4810006084
distance 0.644 · cross-district
#15 · Akolacell 4670000055
distance 0.652 · cross-district
#16 · Dhulecell 4740004656
distance 0.653 · cross-district
#17 · Chandrapurcell 4730005013
distance 0.659 · cross-district
#18 · Dharashivcell 4880005337
distance 0.664 · 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":4800002319}}}'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.