Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800001288
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 11 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.319
lower = more alike (weighted)
The twins, closest first
#1 · Ahmednagarcell 4660002785
distance 0.319 · cross-district
#2 · Sanglicell 4930006153
distance 0.331 · cross-district
#3 · Washimcell 4990000440
distance 0.347 · cross-district
#4 · Sataracell 4940005206
distance 0.351 · cross-district
#5 · Beedcell 4700005515
distance 0.356 · cross-district
#6 · Punecell 4900002801
distance 0.365 · cross-district
#7 · Jalgaoncell 4780005500
distance 0.366 · cross-district
#8 · Beedcell 4700004066
distance 0.369 · cross-district
#9 · Chhatrapati Sambhajinagarcell 4690003094
distance 0.376 · cross-district
#10 · Sanglicell 4930003763
distance 0.383 · cross-district
#11 · Jalnacell 4790003524
distance 0.383 · cross-district
#12 · Sanglicell 4930005819
distance 0.384 · cross-district
#13 · Dharashivcell 4880000262
distance 0.384 · cross-district
#14 · Beedcell 4700009029
distance 0.388 · cross-district
#15 · Sanglicell 4930004582
distance 0.39 · cross-district
#16 · Punecell 4900005384
distance 0.392 · cross-district
#17 · Amravaticell 4680003885
distance 0.392 · cross-district
#18 · Jalgaoncell 4780006530
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":4800001288}}}'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.