Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800002326
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 11 distinct districts
Index confidence
0.89
GUM mean confidence of the anchor (R24)
Dimensions compared
42
morphology-v2 feature dimensions
Closest twin distance
0.494
lower = more alike (weighted)
The twins, closest first
#1 · Buldhanacell 4720001251
distance 0.494 · cross-district
#2 · Chandrapurcell 4730005014
distance 0.508 · cross-district
#3 · Nagpurcell 4840000390
distance 0.512 · cross-district
#4 · Sataracell 4940002922
distance 0.531 · cross-district
#5 · Kolhapurcell 4800002279
distance 0.538
#6 · Kolhapurcell 4800001232
distance 0.541
#7 · Sataracell 4940003489
distance 0.542 · cross-district
#8 · Sataracell 4940003033
distance 0.545 · cross-district
#9 · Washimcell 4990002521
distance 0.551 · cross-district
#10 · Laturcell 4810000664
distance 0.556 · cross-district
#11 · Gadchirolicell 4750004144
distance 0.566 · cross-district
#12 · Washimcell 4990000960
distance 0.572 · cross-district
#13 · Yavatmalcell 5000007188
distance 0.574 · cross-district
#14 · Parbhanicell 4890001399
distance 0.575 · cross-district
#15 · Yavatmalcell 5000008223
distance 0.576 · cross-district
#16 · Beedcell 4700000140
distance 0.579 · cross-district
#17 · Washimcell 4990002749
distance 0.58 · cross-district
#18 · Washimcell 4990002982
distance 0.582 · 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":4800002326}}}'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.