Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800001159
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 5 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.125
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800001223
distance 0.125
#2 · Kolhapurcell 4800001221
distance 0.203
#3 · Kolhapurcell 4800001097
distance 0.239
#4 · Chhatrapati Sambhajinagarcell 4690004198
distance 0.254 · cross-district
#5 · Chhatrapati Sambhajinagarcell 4690007199
distance 0.257 · cross-district
#6 · Jalnacell 4790003419
distance 0.263 · cross-district
#7 · Chhatrapati Sambhajinagarcell 4690008432
distance 0.267 · cross-district
#8 · Parbhanicell 4890005437
distance 0.267 · cross-district
#9 · Parbhanicell 4890005384
distance 0.269 · cross-district
#10 · Jalnacell 4790006420
distance 0.269 · cross-district
#11 · Chhatrapati Sambhajinagarcell 4690007963
distance 0.269 · cross-district
#12 · Chhatrapati Sambhajinagarcell 4690006158
distance 0.269 · cross-district
#13 · Jalnacell 4790002909
distance 0.272 · cross-district
#14 · Jalnacell 4790003331
distance 0.272 · cross-district
#15 · Parbhanicell 4890004860
distance 0.273 · cross-district
#16 · Chhatrapati Sambhajinagarcell 4690008031
distance 0.274 · cross-district
#17 · Buldhanacell 4720002629
distance 0.274 · cross-district
#18 · Jalnacell 4790003323
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":4800001159}}}'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.