Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003820
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 8 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.162
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800003896
distance 0.162
#2 · Solapurcell 4960010221
distance 0.17 · cross-district
#3 · Laturcell 4810004071
distance 0.179 · cross-district
#4 · Sanglicell 4930004080
distance 0.183 · cross-district
#5 · Punecell 4900005678
distance 0.194 · cross-district
#6 · Laturcell 4810002938
distance 0.194 · cross-district
#7 · Dharashivcell 4880001127
distance 0.199 · cross-district
#8 · Chhatrapati Sambhajinagarcell 4690000803
distance 0.202 · cross-district
#9 · Solapurcell 4960010307
distance 0.202 · cross-district
#10 · Solapurcell 4960010863
distance 0.204 · cross-district
#11 · Solapurcell 4960009157
distance 0.204 · cross-district
#12 · Kolhapurcell 4800003890
distance 0.206
#13 · Sanglicell 4930006316
distance 0.206 · cross-district
#14 · Sanglicell 4930004244
distance 0.206 · cross-district
#15 · Kolhapurcell 4800004204
distance 0.208
#16 · Solapurcell 4960010478
distance 0.208 · cross-district
#17 · Kolhapurcell 4800004629
distance 0.211
#18 · Beedcell 4700004783
distance 0.212 · 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":4800003820}}}'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.