Skip to content
GridRock
Connect over MCP
Cube coverageMH-362,64,583 clusters × 492Pan-India653 districts × 39reference →
Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004899

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
18
across 2 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
42
morphology-v2 feature dimensions
Closest twin distance
0.222
lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004813
distance 0.222
#2 · Kolhapurcell 4800005800
distance 0.247
#3 · Kolhapurcell 4800004898
distance 0.248
#4 · Kolhapurcell 4800004640
distance 0.248
#5 · Kolhapurcell 4800003977
distance 0.249
#6 · Kolhapurcell 4800004298
distance 0.256
#7 · Kolhapurcell 4800004641
distance 0.258
#8 · Kolhapurcell 4800004984
distance 0.26
#9 · Kolhapurcell 4800004985
distance 0.262
#10 · Kolhapurcell 4800005799
distance 0.266
#11 · Kolhapurcell 4800005412
distance 0.268
#12 · Kolhapurcell 4800005579
distance 0.271
#13 · Kolhapurcell 4800004555
distance 0.273
#14 · Kolhapurcell 4800004554
distance 0.275
#15 · Kolhapurcell 4800004728
distance 0.276
#16 · Kolhapurcell 4800004056
distance 0.276
#17 · Ratnagiricell 4920000963
distance 0.277 · cross-district
#18 · Kolhapurcell 4800004897
distance 0.277
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":4800004899}}}'
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.