Bhārata Strata · Maharashtra · Sangli · morphological twins
Places like cell 4930003320
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 7 distinct districts
Index confidence
0.93
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.189
lower = more alike (weighted)
The twins, closest first
#1 · Chhatrapati Sambhajinagarcell 4690000497
distance 0.189 · cross-district
#2 · Sanglicell 4930005018
distance 0.191
#3 · Laturcell 4810006167
distance 0.192 · cross-district
#4 · Parbhanicell 4890001126
distance 0.222 · cross-district
#5 · Laturcell 4810005430
distance 0.222 · cross-district
#6 · Sanglicell 4930004013
distance 0.223
#7 · Beedcell 4700007877
distance 0.225 · cross-district
#8 · Dharashivcell 4880002242
distance 0.226 · cross-district
#9 · Solapurcell 4960002599
distance 0.234 · cross-district
#10 · Parbhanicell 4890000016
distance 0.235 · cross-district
#11 · Parbhanicell 4890000175
distance 0.239 · cross-district
#12 · Beedcell 4700007069
distance 0.241 · cross-district
#13 · Dharashivcell 4880006160
distance 0.241 · cross-district
#14 · Laturcell 4810005895
distance 0.242 · cross-district
#15 · Chhatrapati Sambhajinagarcell 4690000408
distance 0.244 · cross-district
#16 · Laturcell 4810001769
distance 0.245 · cross-district
#17 · Dharashivcell 4880002533
distance 0.245 · cross-district
#18 · Laturcell 4810006146
distance 0.247 · 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":4930003320}}}'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.