Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003483
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 6 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.184
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800002887
distance 0.184
#2 · Kolhapurcell 4800003476
distance 0.192
#3 · Kolhapurcell 4800002929
distance 0.208
#4 · Kolhapurcell 4800003477
distance 0.211
#5 · Kolhapurcell 4800003587
distance 0.218
#6 · Punecell 4900000508
distance 0.219 · cross-district
#7 · Ahmednagarcell 4660000009
distance 0.221 · cross-district
#8 · Solapurcell 4960007932
distance 0.223 · cross-district
#9 · Sataracell 4940002380
distance 0.223 · cross-district
#10 · Kolhapurcell 4800003016
distance 0.223
#11 · Kolhapurcell 4800003473
distance 0.223
#12 · Beedcell 4700006543
distance 0.226 · cross-district
#13 · Kolhapurcell 4800003583
distance 0.227
#14 · Sataracell 4940006046
distance 0.23 · cross-district
#15 · Kolhapurcell 4800002877
distance 0.231
#16 · Sataracell 4940002386
distance 0.232 · cross-district
#17 · Solapurcell 4960008384
distance 0.235 · cross-district
#18 · Punecell 4900000729
distance 0.239 · 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":4800003483}}}'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.