Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004894
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
0.225
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800004545
distance 0.225
#2 · Ahmednagarcell 4660003746
distance 0.233 · cross-district
#3 · Punecell 4900002660
distance 0.237 · cross-district
#4 · Kolhapurcell 4800004632
distance 0.282
#5 · Laturcell 4810004821
distance 0.284 · cross-district
#6 · Kolhapurcell 4800004055
distance 0.285
#7 · Laturcell 4810004416
distance 0.295 · cross-district
#8 · Ahmednagarcell 4660001340
distance 0.299 · cross-district
#9 · Kolhapurcell 4800003824
distance 0.301
#10 · Sanglicell 4930000021
distance 0.303 · cross-district
#11 · Ahmednagarcell 4660004240
distance 0.307 · cross-district
#12 · Kolhapurcell 4800003821
distance 0.307
#13 · Dharashivcell 4880003824
distance 0.313 · cross-district
#14 · Nandedcell 4850004592
distance 0.315 · cross-district
#15 · Laturcell 4810005174
distance 0.318 · cross-district
#16 · Punecell 4900005670
distance 0.318 · cross-district
#17 · Kolhapurcell 4800004725
distance 0.326
#18 · Nandedcell 4850004659
distance 0.331 · 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":4800004894}}}'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.