Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004036

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

0.212

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004709

distance 0.212

#2 · Kolhapurcell 4800004610

distance 0.213

#3 · Kolhapurcell 4800003954

distance 0.234

#4 · Sataracell 4940008212

distance 0.242 · cross-district

#5 · Kolhapurcell 4800005039

distance 0.255

#6 · Sanglicell 4930000142

distance 0.258 · cross-district

#7 · Punecell 4900002641

distance 0.262 · cross-district

#8 · Sanglicell 4930003537

distance 0.265 · cross-district

#9 · Kolhapurcell 4800004796

distance 0.267

#10 · Kolhapurcell 4800004963

distance 0.269

#11 · Sanglicell 4930004690

distance 0.271 · cross-district

#12 · Kolhapurcell 4800002886

distance 0.273

#13 · Kolhapurcell 4800005314

distance 0.273

#14 · Ahmednagarcell 4660001430

distance 0.274 · cross-district

#15 · Sataracell 4940005210

distance 0.279 · cross-district

#16 · Sataracell 4940006481

distance 0.281 · cross-district

#17 · Sataracell 4940000320

distance 0.282 · cross-district

#18 · Sataracell 4940008834

distance 0.283 · 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":4800004036}}}'

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.