Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004756
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 7 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.213
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005443
distance 0.213
#2 · Gadchirolicell 4750003866
distance 0.222 · cross-district
#3 · Yavatmalcell 5000001386
distance 0.228 · cross-district
#4 · Kolhapurcell 4800005367
distance 0.24
#5 · Beedcell 4700003889
distance 0.247 · cross-district
#6 · Chandrapurcell 4730000923
distance 0.252 · cross-district
#7 · Kolhapurcell 4800005369
distance 0.256
#8 · Chandrapurcell 4730001012
distance 0.257 · cross-district
#9 · Nandedcell 4850008273
distance 0.257 · cross-district
#10 · Beedcell 4700005126
distance 0.258 · cross-district
#11 · Kolhapurcell 4800005446
distance 0.259
#12 · Kolhapurcell 4800005011
distance 0.26
#13 · Kolhapurcell 4800002002
distance 0.269
#14 · Amravaticell 4680001962
distance 0.271 · cross-district
#15 · Yavatmalcell 5000010205
distance 0.272 · cross-district
#16 · Kolhapurcell 4800001300
distance 0.273
#17 · Kolhapurcell 4800005528
distance 0.273
#18 · Beedcell 4700004786
distance 0.276 · 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":4800004756}}}'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.