Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800001108

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 8 distinct districts

Index confidence

0.88

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.526

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800001106

distance 0.526

#2 · Kolhapurcell 4800001168

distance 0.556

#3 · Punecell 4900007164

distance 0.565 · cross-district

#4 · Wardhacell 4980000754

distance 0.592 · cross-district

#5 · Punecell 4900007166

distance 0.607 · cross-district

#6 · Thanecell 4970000484

distance 0.607 · cross-district

#7 · Punecell 4900006673

distance 0.62 · cross-district

#8 · Sataracell 4940003374

distance 0.646 · cross-district

#9 · Kolhapurcell 4800002278

distance 0.655

#10 · Kolhapurcell 4800006481

distance 0.661

#11 · Sataracell 4940002472

distance 0.665 · cross-district

#12 · Chandrapurcell 4730007640

distance 0.665 · cross-district

#13 · Chandrapurcell 4730005610

distance 0.666 · cross-district

#14 · Buldhanacell 4720001309

distance 0.671 · cross-district

#15 · Thanecell 4970000427

distance 0.675 · cross-district

#16 · Sataracell 4940002699

distance 0.681 · cross-district

#17 · Buldhanacell 4720001534

distance 0.684 · cross-district

#18 · Dharashivcell 4880005861

distance 0.685 · 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":4800001108}}}'

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.