Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800006479

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 4 distinct districts

Index confidence

0.91

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.022

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800006466

distance 0.022

#2 · Kolhapurcell 4800006474

distance 0.083

#3 · Ratnagiricell 4920003079

distance 0.087 · cross-district

#4 · Kolhapurcell 4800006439

distance 0.09

#5 · Sanglicell 4930005044

distance 0.094 · cross-district

#6 · Ratnagiricell 4920002851

distance 0.098 · cross-district

#7 · Kolhapurcell 4800006478

distance 0.099

#8 · Sataracell 4940000451

distance 0.106 · cross-district

#9 · Sataracell 4940000442

distance 0.12 · cross-district

#10 · Kolhapurcell 4800006486

distance 0.125

#11 · Ratnagiricell 4920003129

distance 0.126 · cross-district

#12 · Sanglicell 4930005043

distance 0.127 · cross-district

#13 · Sataracell 4940000731

distance 0.131 · cross-district

#14 · Sataracell 4940000728

distance 0.131 · cross-district

#15 · Kolhapurcell 4800006456

distance 0.134

#16 · Kolhapurcell 4800006440

distance 0.135

#17 · Sataracell 4940000438

distance 0.138 · cross-district

#18 · Sataracell 4940000787

distance 0.146 · 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":4800006479}}}'

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.