Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710001865
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 7 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.202
lower = more alike (weighted)
The twins, closest first
#1 · Bhandaracell 4710002348
distance 0.202
#2 · Gondiacell 4760001814
distance 0.285 · cross-district
#3 · Gondiacell 4760004491
distance 0.302 · cross-district
#4 · Bhandaracell 4710002582
distance 0.308
#5 · Yavatmalcell 5000006788
distance 0.31 · cross-district
#6 · Gondiacell 4760003110
distance 0.316 · cross-district
#7 · Nagpurcell 4840004331
distance 0.318 · cross-district
#8 · Chandrapurcell 4730004023
distance 0.322 · cross-district
#9 · Wardhacell 4980002733
distance 0.325 · cross-district
#10 · Bhandaracell 4710001764
distance 0.326
#11 · Amravaticell 4680009293
distance 0.328 · cross-district
#12 · Chandrapurcell 4730001890
distance 0.331 · cross-district
#13 · Gondiacell 4760004472
distance 0.332 · cross-district
#14 · Bhandaracell 4710001546
distance 0.334
#15 · Gondiacell 4760002128
distance 0.335 · cross-district
#16 · Bhandaracell 4710001049
distance 0.335
#17 · Bhandaracell 4710003458
distance 0.336
#18 · Chandrapurcell 4730007802
distance 0.337 · 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":4710001865}}}'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.