Bhārata Strata · Maharashtra · Parbhani · morphological twins

Places like cell 4890003233

The MH-36 locality cells most similar to this Parbhani 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

across 8 distinct districts

Index confidence

0.91

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.197

lower = more alike (weighted)

The twins, closest first

#1 · Parbhanicell 4890004132

distance 0.197

#2 · Solapurcell 4960009239

distance 0.222 · cross-district

#3 · Jalnacell 4790000976

distance 0.225 · cross-district

#4 · Parbhanicell 4890003436

distance 0.227

#5 · Beedcell 4700004491

distance 0.229 · cross-district

#6 · Parbhanicell 4890003447

distance 0.236

#7 · Parbhanicell 4890003569

distance 0.239

#8 · Chhatrapati Sambhajinagarcell 4690004245

distance 0.242 · cross-district

#9 · Beedcell 4700004665

distance 0.243 · cross-district

#10 · Parbhanicell 4890004051

distance 0.255

#11 · Nandedcell 4850002585

distance 0.257 · cross-district

#12 · Beedcell 4700000478

distance 0.257 · cross-district

#13 · Jalnacell 4790001548

distance 0.26 · cross-district

#14 · Beedcell 4700004482

distance 0.261 · cross-district

#15 · Hingolicell 4770001664

distance 0.262 · cross-district

#16 · Jalnacell 4790002375

distance 0.262 · cross-district

#17 · Buldhanacell 4720004732

distance 0.264 · cross-district

#18 · Hingolicell 4770001018

distance 0.265 · 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":489,"cluster_id":4890003233}}}'

Machine-readable JSON twin →Full dossier →

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.