Bhārata Strata · Maharashtra · Bhandara · morphological twins
Places like cell 4710003335
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 4 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.206
lower = more alike (weighted)
The twins, closest first
#1 · Gondiacell 4760004309
distance 0.206 · cross-district
#2 · Gondiacell 4760001193
distance 0.22 · cross-district
#3 · Bhandaracell 4710002485
distance 0.225
#4 · Bhandaracell 4710002522
distance 0.247
#5 · Bhandaracell 4710002523
distance 0.259
#6 · Bhandaracell 4710001347
distance 0.261
#7 · Bhandaracell 4710001403
distance 0.262
#8 · Gondiacell 4760004424
distance 0.262 · cross-district
#9 · Gondiacell 4760004267
distance 0.267 · cross-district
#10 · Jalgaoncell 4780005213
distance 0.268 · cross-district
#11 · Chandrapurcell 4730001713
distance 0.273 · cross-district
#12 · Bhandaracell 4710001589
distance 0.274
#13 · Bhandaracell 4710001145
distance 0.275
#14 · Bhandaracell 4710001394
distance 0.278
#15 · Gondiacell 4760001948
distance 0.284 · cross-district
#16 · Gondiacell 4760004347
distance 0.285 · cross-district
#17 · Chandrapurcell 4730004598
distance 0.285 · cross-district
#18 · Chandrapurcell 4730004978
distance 0.287 · 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":4710003335}}}'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.