Skip to content
GridRock
Connect over MCP
Cube coverageMH-362,64,583 clusters × 492Pan-India653 districts × 39reference →
Bhārata Strata · Maharashtra · Satara · morphological twins

Places like cell 4940006421

The MH-36 locality cells most similar to this Satara 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 2 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.164
lower = more alike (weighted)

The twins, closest first

#1 · Sataracell 4940006422
distance 0.164
#2 · Sataracell 4940006529
distance 0.209
#3 · Sataracell 4940005974
distance 0.216
#4 · Sataracell 4940006093
distance 0.223
#5 · Sataracell 4940005386
distance 0.224
#6 · Sataracell 4940006099
distance 0.244
#7 · Sataracell 4940006098
distance 0.245
#8 · Sataracell 4940005977
distance 0.247
#9 · Sataracell 4940006307
distance 0.263
#10 · Sataracell 4940004251
distance 0.268
#11 · Sataracell 4940006526
distance 0.268
#12 · Sataracell 4940005839
distance 0.274
#13 · Sataracell 4940006308
distance 0.274
#14 · Sataracell 4940005975
distance 0.277
#15 · Sataracell 4940006643
distance 0.277
#16 · Sataracell 4940005525
distance 0.277
#17 · Sataracell 4940005628
distance 0.281
#18 · Solapurcell 4960006221
distance 0.282 · 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":494,"cluster_id":4940006421}}}'
Machine-readable JSON twin →Full dossier →

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.