Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005481
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 3 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.12
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004794
distance 0.12
#2 · Kolhapurcell 4800005399
distance 0.167
#3 · Kolhapurcell 4800004799
distance 0.17
#4 · Kolhapurcell 4800005482
distance 0.172
#5 · Sanglicell 4930001837
distance 0.173 · cross-district
#6 · Sanglicell 4930006248
distance 0.175 · cross-district
#7 · Sanglicell 4930006115
distance 0.187 · cross-district
#8 · Kolhapurcell 4800004367
distance 0.196
#9 · Sanglicell 4930002002
distance 0.203 · cross-district
#10 · Sanglicell 4930000177
distance 0.204 · cross-district
#11 · Kolhapurcell 4800005564
distance 0.205
#12 · Punecell 4900000174
distance 0.207 · cross-district
#13 · Kolhapurcell 4800005400
distance 0.208
#14 · Punecell 4900000907
distance 0.209 · cross-district
#15 · Sanglicell 4930006532
distance 0.21 · cross-district
#16 · Kolhapurcell 4800005060
distance 0.216
#17 · Sanglicell 4930005182
distance 0.217 · cross-district
#18 · Kolhapurcell 4800004045
distance 0.218
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":4800005481}}}'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.