Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003453

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 1 distinct districts

Index confidence

0.91

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.124

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003454

distance 0.124

#2 · Kolhapurcell 4800003399

distance 0.155

#3 · Kolhapurcell 4800003397

distance 0.178

#4 · Kolhapurcell 4800002619

distance 0.178

#5 · Kolhapurcell 4800003398

distance 0.18

#6 · Kolhapurcell 4800003401

distance 0.192

#7 · Kolhapurcell 4800003157

distance 0.199

#8 · Kolhapurcell 4800003457

distance 0.2

#9 · Kolhapurcell 4800003455

distance 0.202

#10 · Kolhapurcell 4800003508

distance 0.203

#11 · Kolhapurcell 4800003343

distance 0.204

#12 · Kolhapurcell 4800002999

distance 0.206

#13 · Kolhapurcell 4800003024

distance 0.207

#14 · Kolhapurcell 4800002605

distance 0.219

#15 · Kolhapurcell 4800002808

distance 0.221

#16 · Kolhapurcell 4800002602

distance 0.233

#17 · Kolhapurcell 4800003115

distance 0.234

#18 · Kolhapurcell 4800003346

distance 0.235

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":4800003453}}}'

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.