Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004460

The MH-36 locality cells most similar to this Kolhapur 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 5 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.245

lower = more alike (weighted)

The twins, closest first

#1 · Sanglicell 4930000543

distance 0.245 · cross-district

#2 · Kolhapurcell 4800005012

distance 0.281

#3 · Sanglicell 4930000407

distance 0.295 · cross-district

#4 · Kolhapurcell 4800004551

distance 0.297

#5 · Kolhapurcell 4800003819

distance 0.304

#6 · Kolhapurcell 4800005837

distance 0.312

#7 · Sanglicell 4930000536

distance 0.312 · cross-district

#8 · Kolhapurcell 4800005015

distance 0.319

#9 · Dharashivcell 4880005694

distance 0.329 · cross-district

#10 · Kolhapurcell 4800005843

distance 0.335

#11 · Kolhapurcell 4800004601

distance 0.337

#12 · Kolhapurcell 4800005690

distance 0.341

#13 · Laturcell 4810002652

distance 0.344 · cross-district

#14 · Laturcell 4810002578

distance 0.346 · cross-district

#15 · Sanglicell 4930000130

distance 0.347 · cross-district

#16 · Nandedcell 4850005473

distance 0.347 · cross-district

#17 · Nandedcell 4850005265

distance 0.348 · cross-district

#18 · Nandedcell 4850006179

distance 0.35 · 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":480,"cluster_id":4800004460}}}'

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.