Bhārata Strata · Maharashtra · Kolhapur · morphological twins
Places like cell 4800004956
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 8 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.261
lower = more alike (weighted)
The twins, closest first
#1 · Punecell 4900001307
distance 0.261 · cross-district
#2 · Kolhapurcell 4800004371
distance 0.271
#3 · Punecell 4900003360
distance 0.278 · cross-district
#4 · Kolhapurcell 4800004801
distance 0.294
#5 · Chhatrapati Sambhajinagarcell 4690002344
distance 0.295 · cross-district
#6 · Kolhapurcell 4800001905
distance 0.299
#7 · Punecell 4900002759
distance 0.301 · cross-district
#8 · Kolhapurcell 4800005043
distance 0.302
#9 · Sataracell 4940006584
distance 0.304 · cross-district
#10 · Amravaticell 4680003786
distance 0.304 · cross-district
#11 · Sataracell 4940008215
distance 0.306 · cross-district
#12 · Sataracell 4940005600
distance 0.319 · cross-district
#13 · Nashikcell 4870003827
distance 0.32 · cross-district
#14 · Ahmednagarcell 4660007353
distance 0.324 · cross-district
#15 · Kolhapurcell 4800003777
distance 0.331
#16 · Sanglicell 4930002200
distance 0.335 · cross-district
#17 · Ahmednagarcell 4660005229
distance 0.337 · cross-district
#18 · Ahmednagarcell 4660011342
distance 0.338 · 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":4800004956}}}'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.