Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003548
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 6 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.249
lower = more alike (weighted)
The twins, closest first
#1 · Dharashivcell 4880003310
distance 0.249 · cross-district
#2 · Punecell 4900003762
distance 0.252 · cross-district
#3 · Sanglicell 4930000210
distance 0.26 · cross-district
#4 · Sanglicell 4930000834
distance 0.265 · cross-district
#5 · Sanglicell 4930000394
distance 0.266 · cross-district
#6 · Punecell 4900007383
distance 0.273 · cross-district
#7 · Punecell 4900006304
distance 0.273 · cross-district
#8 · Punecell 4900001731
distance 0.275 · cross-district
#9 · Punecell 4900002610
distance 0.278 · cross-district
#10 · Buldhanacell 4720003923
distance 0.281 · cross-district
#11 · Punecell 4900003750
distance 0.283 · cross-district
#12 · Punecell 4900004047
distance 0.283 · cross-district
#13 · Punecell 4900000118
distance 0.285 · cross-district
#14 · Punecell 4900000106
distance 0.288 · cross-district
#15 · Kolhapurcell 4800004539
distance 0.289
#16 · Sanglicell 4930000557
distance 0.291 · cross-district
#17 · Solapurcell 4960008428
distance 0.294 · cross-district
#18 · Punecell 4900000171
distance 0.298 · 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":4800003548}}}'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.