Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004454
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 4 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.174
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800005314
distance 0.174
#2 · Kolhapurcell 4800004543
distance 0.206
#3 · Kolhapurcell 4800004360
distance 0.215
#4 · Kolhapurcell 4800005316
distance 0.228
#5 · Kolhapurcell 4800004623
distance 0.23
#6 · Amravaticell 4680004272
distance 0.243 · cross-district
#7 · Sataracell 4940008210
distance 0.258 · cross-district
#8 · Amravaticell 4680001508
distance 0.27 · cross-district
#9 · Kolhapurcell 4800003965
distance 0.274
#10 · Sataracell 4940008214
distance 0.28 · cross-district
#11 · Amravaticell 4680002165
distance 0.289 · cross-district
#12 · Sataracell 4940006160
distance 0.293 · cross-district
#13 · Kolhapurcell 4800005398
distance 0.293
#14 · Kolhapurcell 4800004963
distance 0.297
#15 · Punecell 4900003087
distance 0.301 · cross-district
#16 · Kolhapurcell 4800001857
distance 0.304
#17 · Kolhapurcell 4800003954
distance 0.304
#18 · Sataracell 4940004961
distance 0.311 · 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":4800004454}}}'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.