Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800001723
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 6 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.169
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800001663
distance 0.169
#2 · Kolhapurcell 4800002486
distance 0.172
#3 · Kolhapurcell 4800001835
distance 0.184
#4 · Beedcell 4700005933
distance 0.187 · cross-district
#5 · Kolhapurcell 4800002177
distance 0.201
#6 · Ahmednagarcell 4660003045
distance 0.213 · cross-district
#7 · Kolhapurcell 4800002008
distance 0.217
#8 · Kolhapurcell 4800001950
distance 0.22
#9 · Kolhapurcell 4800001610
distance 0.221
#10 · Kolhapurcell 4800002059
distance 0.23
#11 · Buldhanacell 4720002860
distance 0.231 · cross-district
#12 · Kolhapurcell 4800002111
distance 0.232
#13 · Beedcell 4700005792
distance 0.235 · cross-district
#14 · Beedcell 4700003512
distance 0.235 · cross-district
#15 · Yavatmalcell 5000004301
distance 0.236 · cross-district
#16 · Sanglicell 4930005768
distance 0.236 · cross-district
#17 · Kolhapurcell 4800001331
distance 0.239
#18 · Ahmednagarcell 4660002899
distance 0.24 · 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":4800001723}}}'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.