Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004430
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
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
42
morphology-v2 feature dimensions
Closest twin distance
0.195
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004516
distance 0.195
#2 · Kolhapurcell 4800004348
distance 0.207
#3 · Kolhapurcell 4800004374
distance 0.212
#4 · Kolhapurcell 4800004377
distance 0.247
#5 · Beedcell 4700007344
distance 0.252 · cross-district
#6 · Jalgaoncell 4780003497
distance 0.262 · cross-district
#7 · Kolhapurcell 4800004294
distance 0.271
#8 · Jalgaoncell 4780003901
distance 0.273 · cross-district
#9 · Chandrapurcell 4730004146
distance 0.273 · cross-district
#10 · Kolhapurcell 4800003871
distance 0.274
#11 · Laturcell 4810002383
distance 0.276 · cross-district
#12 · Amravaticell 4680003593
distance 0.276 · cross-district
#13 · Sanglicell 4930001037
distance 0.277 · cross-district
#14 · Chhatrapati Sambhajinagarcell 4690000220
distance 0.278 · cross-district
#15 · Laturcell 4810000464
distance 0.28 · cross-district
#16 · Kolhapurcell 4800004686
distance 0.281
#17 · Buldhanacell 4720002526
distance 0.281 · cross-district
#18 · Buldhanacell 4720001141
distance 0.282 · 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":4800004430}}}'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.