Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800003864
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 9 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.215
lower = more alike (weighted)
The twins, closest first
#1 · Beedcell 4700001603
distance 0.215 · cross-district
#2 · Chhatrapati Sambhajinagarcell 4690002292
distance 0.224 · cross-district
#3 · Chhatrapati Sambhajinagarcell 4690000845
distance 0.227 · cross-district
#4 · Ahmednagarcell 4660013176
distance 0.233 · cross-district
#5 · Punecell 4900006540
distance 0.238 · cross-district
#6 · Jalgaoncell 4780007253
distance 0.239 · cross-district
#7 · Beedcell 4700007348
distance 0.247 · cross-district
#8 · Beedcell 4700007347
distance 0.253 · cross-district
#9 · Ahmednagarcell 4660001653
distance 0.26 · cross-district
#10 · Laturcell 4810002969
distance 0.261 · cross-district
#11 · Sanglicell 4930001294
distance 0.263 · cross-district
#12 · Ahmednagarcell 4660011897
distance 0.267 · cross-district
#13 · Chhatrapati Sambhajinagarcell 4690000070
distance 0.267 · cross-district
#14 · Chhatrapati Sambhajinagarcell 4690001071
distance 0.267 · cross-district
#15 · Amravaticell 4680007358
distance 0.268 · cross-district
#16 · Ahmednagarcell 4660003171
distance 0.269 · cross-district
#17 · Parbhanicell 4890002607
distance 0.269 · cross-district
#18 · Ahmednagarcell 4660004918
distance 0.273 · 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":4800003864}}}'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.