Bhārata Strata · Maharashtra · Sangli · morphological twins
Places like cell 4930005169
The MH-36 locality cells most similar to this Sangli 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 3 distinct districts
Index confidence
0.91
GUM mean confidence of the anchor (R24)
Dimensions compared
44
morphology-v2 feature dimensions
Closest twin distance
0.078
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800006457
distance 0.078 · cross-district
#2 · Sataracell 4940000384
distance 0.118 · cross-district
#3 · Sataracell 4940000333
distance 0.122 · cross-district
#4 · Kolhapurcell 4800006484
distance 0.133 · cross-district
#5 · Sataracell 4940001082
distance 0.133 · cross-district
#6 · Kolhapurcell 4800006486
distance 0.137 · cross-district
#7 · Kolhapurcell 4800006466
distance 0.138 · cross-district
#8 · Sataracell 4940000497
distance 0.143 · cross-district
#9 · Ratnagiricell 4920003130
distance 0.143 · cross-district
#10 · Sataracell 4940000613
distance 0.143 · cross-district
#11 · Sataracell 4940000438
distance 0.145 · cross-district
#12 · Kolhapurcell 4800006479
distance 0.148 · cross-district
#13 · Kolhapurcell 4800006467
distance 0.153 · cross-district
#14 · Kolhapurcell 4800006487
distance 0.154 · cross-district
#15 · Sataracell 4940000498
distance 0.156 · cross-district
#16 · Ratnagiricell 4920003079
distance 0.157 · cross-district
#17 · Sataracell 4940000451
distance 0.159 · cross-district
#18 · Sataracell 4940000670
distance 0.169 · 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":493,"cluster_id":4930005169}}}'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.