Bhārata Strata · Maharashtra · Chandrapur · morphological twins
Places like cell 4730004421
The MH-36 locality cells most similar to this Chandrapur 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 12 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.272
lower = more alike (weighted)
The twins, closest first
#1 · Chandrapurcell 4730004420
distance 0.272
#2 · Beedcell 4700005287
distance 0.279 · cross-district
#3 · Hingolicell 4770001381
distance 0.291 · cross-district
#4 · Jalgaoncell 4780005937
distance 0.329 · cross-district
#5 · Jalgaoncell 4780006038
distance 0.336 · cross-district
#6 · Dharashivcell 4880002209
distance 0.34 · cross-district
#7 · Chhatrapati Sambhajinagarcell 4690003311
distance 0.341 · cross-district
#8 · Beedcell 4700007438
distance 0.344 · cross-district
#9 · Parbhanicell 4890002593
distance 0.347 · cross-district
#10 · Buldhanacell 4720004593
distance 0.348 · cross-district
#11 · Gadchirolicell 4750003589
distance 0.348 · cross-district
#12 · Nandedcell 4850001790
distance 0.351 · cross-district
#13 · Sanglicell 4930000202
distance 0.352 · cross-district
#14 · Nandedcell 4850004269
distance 0.353 · cross-district
#15 · Jalnacell 4790002133
distance 0.357 · cross-district
#16 · Beedcell 4700008863
distance 0.365 · cross-district
#17 · Beedcell 4700006017
distance 0.368 · cross-district
#18 · Chhatrapati Sambhajinagarcell 4690000057
distance 0.37 · 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":473,"cluster_id":4730004421}}}'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.