Bhārata Strata · Maharashtra · Chandrapur · morphological twins
Places like cell 4730003532
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 8 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.217
lower = more alike (weighted)
The twins, closest first
#1 · Chandrapurcell 4730002385
distance 0.217
#2 · Nagpurcell 4840002606
distance 0.267 · cross-district
#3 · Chandrapurcell 4730003693
distance 0.277
#4 · Chandrapurcell 4730003861
distance 0.28
#5 · Nandedcell 4850002469
distance 0.286 · cross-district
#6 · Nagpurcell 4840001219
distance 0.291 · cross-district
#7 · Nagpurcell 4840006225
distance 0.292 · cross-district
#8 · Jalgaoncell 4780003492
distance 0.295 · cross-district
#9 · Amravaticell 4680001372
distance 0.302 · cross-district
#10 · Punecell 4900006161
distance 0.316 · cross-district
#11 · Chandrapurcell 4730003319
distance 0.319
#12 · Kolhapurcell 4800004184
distance 0.322 · cross-district
#13 · Kolhapurcell 4800004161
distance 0.325 · cross-district
#14 · Nagpurcell 4840006344
distance 0.327 · cross-district
#15 · Nandedcell 4850002276
distance 0.332 · cross-district
#16 · Akolacell 4670001218
distance 0.337 · cross-district
#17 · Chandrapurcell 4730003027
distance 0.339
#18 · Nandedcell 4850004133
distance 0.339 · 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":4730003532}}}'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.