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Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800002355

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 2 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.107
lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800002168
distance 0.107
#2 · Kolhapurcell 4800002261
distance 0.135
#3 · Kolhapurcell 4800002216
distance 0.138
#4 · Kolhapurcell 4800001782
distance 0.14
#5 · Kolhapurcell 4800001893
distance 0.145
#6 · Kolhapurcell 4800002307
distance 0.163
#7 · Kolhapurcell 4800002305
distance 0.166
#8 · Kolhapurcell 4800002353
distance 0.173
#9 · Kolhapurcell 4800001954
distance 0.174
#10 · Kolhapurcell 4800002207
distance 0.178
#11 · Kolhapurcell 4800001668
distance 0.182
#12 · Kolhapurcell 4800001896
distance 0.184
#13 · Kolhapurcell 4800001688
distance 0.184
#14 · Kolhapurcell 4800001786
distance 0.184
#15 · Kolhapurcell 4800001781
distance 0.185
#16 · Kolhapurcell 4800001837
distance 0.185
#17 · Kolhapurcell 4800002536
distance 0.185
#18 · Beedcell 4700005932
distance 0.185 · 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":4800002355}}}'
Machine-readable JSON twin →Full dossier →

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.