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

Places like cell 4890004649

The MH-36 locality cells most similar to this Parbhani 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
0.014
lower = more alike (weighted)

The twins, closest first

#1 · Parbhanicell 4890004693
distance 0.014
#2 · Parbhanicell 4890004738
distance 0.056
#3 · Parbhanicell 4890003911
distance 0.073
#4 · Parbhanicell 4890004097
distance 0.078
#5 · Parbhanicell 4890004830
distance 0.087
#6 · Hingolicell 4770001397
distance 0.097 · cross-district
#7 · Hingolicell 4770000634
distance 0.098 · cross-district
#8 · Hingolicell 4770000419
distance 0.099 · cross-district
#9 · Hingolicell 4770000683
distance 0.1 · cross-district
#10 · Parbhanicell 4890004513
distance 0.104
#11 · Parbhanicell 4890004415
distance 0.104
#12 · Parbhanicell 4890004492
distance 0.104
#13 · Parbhanicell 4890004365
distance 0.105
#14 · Parbhanicell 4890004137
distance 0.106
#15 · Parbhanicell 4890004508
distance 0.108
#16 · Parbhanicell 4890004464
distance 0.108
#17 · Hingolicell 4770000853
distance 0.108 · cross-district
#18 · Hingolicell 4770000584
distance 0.108 · 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":489,"cluster_id":4890004649}}}'
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.