Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003731
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 10 distinct districts
Index confidence
0.9
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.352
lower = more alike (weighted)
The twins, closest first
#1 · Ahmednagarcell 4660003981
distance 0.352 · cross-district
#2 · Punecell 4900004990
distance 0.427 · cross-district
#3 · Nashikcell 4870013144
distance 0.43 · cross-district
#4 · Beedcell 4700001022
distance 0.437 · cross-district
#5 · Punecell 4900001716
distance 0.453 · cross-district
#6 · Sataracell 4940007909
distance 0.457 · cross-district
#7 · Beedcell 4700006402
distance 0.458 · cross-district
#8 · Punecell 4900003900
distance 0.463 · cross-district
#9 · Akolacell 4670000505
distance 0.467 · cross-district
#10 · Punecell 4900004987
distance 0.47 · cross-district
#11 · Nashikcell 4870002721
distance 0.476 · cross-district
#12 · Ahmednagarcell 4660012173
distance 0.484 · cross-district
#13 · Sanglicell 4930000124
distance 0.487 · cross-district
#14 · Solapurcell 4960004849
distance 0.488 · cross-district
#15 · Sanglicell 4930002370
distance 0.496 · cross-district
#16 · Nashikcell 4870006281
distance 0.498 · cross-district
#17 · Amravaticell 4680003089
distance 0.499 · cross-district
#18 · Chhatrapati Sambhajinagarcell 4690003317
distance 0.499 · 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":4800003731}}}'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.