Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800005459
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 13 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.306
lower = more alike (weighted)
The twins, closest first
#1 · Chhatrapati Sambhajinagarcell 4690006731
distance 0.306 · cross-district
#2 · Jalgaoncell 4780009515
distance 0.324 · cross-district
#3 · Yavatmalcell 5000001939
distance 0.331 · cross-district
#4 · Dhulecell 4740002431
distance 0.336 · cross-district
#5 · Ahmednagarcell 4660013990
distance 0.336 · cross-district
#6 · Ahmednagarcell 4660013954
distance 0.341 · cross-district
#7 · Dhulecell 4740001698
distance 0.342 · cross-district
#8 · Ahmednagarcell 4660014033
distance 0.348 · cross-district
#9 · Parbhanicell 4890000811
distance 0.35 · cross-district
#10 · Beedcell 4700003295
distance 0.354 · cross-district
#11 · Ahmednagarcell 4660014279
distance 0.355 · cross-district
#12 · Gadchirolicell 4750004195
distance 0.356 · cross-district
#13 · Nashikcell 4870010469
distance 0.359 · cross-district
#14 · Chhatrapati Sambhajinagarcell 4690007720
distance 0.361 · cross-district
#15 · Nagpurcell 4840003749
distance 0.362 · cross-district
#16 · Dharashivcell 4880000705
distance 0.362 · cross-district
#17 · Laturcell 4810004395
distance 0.362 · cross-district
#18 · Bhandaracell 4710001381
distance 0.363 · 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":4800005459}}}'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.