Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001715
The MH-36 locality cells most similar to this Bhandara 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 5 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.2
lower = more alike (weighted)
The twins, closest first
#1 · Gondiacell 4760002202
distance 0.2 · cross-district
#2 · Nagpurcell 4840005097
distance 0.256 · cross-district
#3 · Nagpurcell 4840006116
distance 0.26 · cross-district
#4 · Wardhacell 4980001474
distance 0.264 · cross-district
#5 · Gondiacell 4760003133
distance 0.275 · cross-district
#6 · Bhandaracell 4710001695
distance 0.285
#7 · Wardhacell 4980000516
distance 0.293 · cross-district
#8 · Bhandaracell 4710002327
distance 0.297
#9 · Wardhacell 4980001569
distance 0.303 · cross-district
#10 · Gondiacell 4760003101
distance 0.305 · cross-district
#11 · Bhandaracell 4710001788
distance 0.309
#12 · Bhandaracell 4710001385
distance 0.309
#13 · Wardhacell 4980000238
distance 0.316 · cross-district
#14 · Chandrapurcell 4730006497
distance 0.316 · cross-district
#15 · Nagpurcell 4840008002
distance 0.32 · cross-district
#16 · Bhandaracell 4710001696
distance 0.321
#17 · Bhandaracell 4710001485
distance 0.321
#18 · Nagpurcell 4840004847
distance 0.322 · 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":471,"cluster_id":4710001715}}}'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.