Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004517

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 6 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.168

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004689

distance 0.168

#2 · Kolhapurcell 4800004429

distance 0.171

#3 · Kolhapurcell 4800004518

distance 0.184

#4 · Sanglicell 4930000613

distance 0.188 · cross-district

#5 · Kolhapurcell 4800005032

distance 0.198

#6 · Kolhapurcell 4800004007

distance 0.213

#7 · Jalnacell 4790004135

distance 0.215 · cross-district

#8 · Kolhapurcell 4800004602

distance 0.216

#9 · Laturcell 4810003534

distance 0.226 · cross-district

#10 · Beedcell 4700007523

distance 0.23 · cross-district

#11 · Buldhanacell 4720007508

distance 0.233 · cross-district

#12 · Laturcell 4810003019

distance 0.235 · cross-district

#13 · Sanglicell 4930000529

distance 0.236 · cross-district

#14 · Kolhapurcell 4800004265

distance 0.236

#15 · Laturcell 4810000501

distance 0.237 · cross-district

#16 · Laturcell 4810002808

distance 0.241 · cross-district

#17 · Jalnacell 4790003704

distance 0.242 · cross-district

#18 · Kolhapurcell 4800004378

distance 0.243

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":4800004517}}}'

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.