Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800002054
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 7 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.336
lower = more alike (weighted)
The twins, closest first
#1 · Beedcell 4700006073
distance 0.336 · cross-district
#2 · Solapurcell 4960011819
distance 0.347 · cross-district
#3 · Ahmednagarcell 4660004372
distance 0.353 · cross-district
#4 · Sanglicell 4930003049
distance 0.353 · cross-district
#5 · Kolhapurcell 4800001834
distance 0.355
#6 · Ahmednagarcell 4660005285
distance 0.357 · cross-district
#7 · Beedcell 4700009046
distance 0.364 · cross-district
#8 · Jalgaoncell 4780006685
distance 0.371 · cross-district
#9 · Chhatrapati Sambhajinagarcell 4690000863
distance 0.374 · cross-district
#10 · Ahmednagarcell 4660005284
distance 0.375 · cross-district
#11 · Beedcell 4700003500
distance 0.375 · cross-district
#12 · Beedcell 4700003501
distance 0.379 · cross-district
#13 · Kolhapurcell 4800003615
distance 0.384
#14 · Solapurcell 4960009936
distance 0.385 · cross-district
#15 · Ahmednagarcell 4660009646
distance 0.387 · cross-district
#16 · Kolhapurcell 4800000593
distance 0.388
#17 · Kolhapurcell 4800002000
distance 0.389
#18 · Sanglicell 4930006544
distance 0.393 · 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":4800002054}}}'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.