Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003880
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 10 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.343
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004439
distance 0.343
#2 · Kolhapurcell 4800004710
distance 0.346
#3 · Laturcell 4810003373
distance 0.356 · cross-district
#4 · Kolhapurcell 4800004276
distance 0.356
#5 · Amravaticell 4680002486
distance 0.37 · cross-district
#6 · Kolhapurcell 4800004501
distance 0.372
#7 · Kolhapurcell 4800005139
distance 0.377
#8 · Nashikcell 4870011803
distance 0.377 · cross-district
#9 · Kolhapurcell 4800004699
distance 0.381
#10 · Jalgaoncell 4780006368
distance 0.386 · cross-district
#11 · Solapurcell 4960009732
distance 0.393 · cross-district
#12 · Sataracell 4940000830
distance 0.394 · cross-district
#13 · Chandrapurcell 4730003694
distance 0.402 · cross-district
#14 · Beedcell 4700001343
distance 0.404 · cross-district
#15 · Amravaticell 4680005639
distance 0.405 · cross-district
#16 · Sataracell 4940008441
distance 0.405 · cross-district
#17 · Chhatrapati Sambhajinagarcell 4690003299
distance 0.409 · cross-district
#18 · Amravaticell 4680006882
distance 0.41 · 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":4800003880}}}'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.