Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800002177
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
0.201
lower = more alike (weighted)
The twins, closest first
#1 · Kolhapurcell 4800001723
distance 0.201
#2 · Kolhapurcell 4800002068
distance 0.206
#3 · Kolhapurcell 4800002486
distance 0.221
#4 · Sanglicell 4930006253
distance 0.222 · cross-district
#5 · Beedcell 4700003512
distance 0.23 · cross-district
#6 · Sanglicell 4930005335
distance 0.237 · cross-district
#7 · Ahmednagarcell 4660003470
distance 0.24 · cross-district
#8 · Ahmednagarcell 4660004451
distance 0.241 · cross-district
#9 · Kolhapurcell 4800001950
distance 0.243
#10 · Washimcell 4990000183
distance 0.244 · cross-district
#11 · Solapurcell 4960009978
distance 0.246 · cross-district
#12 · Sanglicell 4930004657
distance 0.247 · cross-district
#13 · Kolhapurcell 4800002220
distance 0.247
#14 · Kolhapurcell 4800001835
distance 0.249
#15 · Ahmednagarcell 4660003166
distance 0.25 · cross-district
#16 · Kolhapurcell 4800002122
distance 0.25
#17 · Ahmednagarcell 4660003451
distance 0.253 · cross-district
#18 · Ahmednagarcell 4660002748
distance 0.254 · 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":4800002177}}}'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.