Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004507

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 11 distinct districts

Index confidence

0.9

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.26

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004420

distance 0.26

#2 · Kolhapurcell 4800004506

distance 0.4

#3 · Kolhapurcell 4800004508

distance 0.454

#4 · Nagpurcell 4840003868

distance 0.519 · cross-district

#5 · Jalgaoncell 4780005608

distance 0.555 · cross-district

#6 · Sanglicell 4930000219

distance 0.559 · cross-district

#7 · Ahmednagarcell 4660012785

distance 0.572 · cross-district

#8 · Laturcell 4810003269

distance 0.575 · cross-district

#9 · Punecell 4900010018

distance 0.579 · cross-district

#10 · Yavatmalcell 5000009769

distance 0.598 · cross-district

#11 · Jalgaoncell 4780006212

distance 0.602 · cross-district

#12 · Sanglicell 4930000341

distance 0.607 · cross-district

#13 · Punecell 4900001443

distance 0.608 · cross-district

#14 · Kolhapurcell 4800004358

distance 0.609

#15 · Jalnacell 4790003961

distance 0.616 · cross-district

#16 · Chhatrapati Sambhajinagarcell 4690003104

distance 0.624 · cross-district

#17 · Kolhapurcell 4800004419

distance 0.626

#18 · Dhulecell 4740001288

distance 0.628 · 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":4800004507}}}'

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.