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 4890004398

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
0.072
lower = more alike (weighted)

The twins, closest first

#1 · Parbhanicell 4890004306
distance 0.072
#2 · Parbhanicell 4890004140
distance 0.084
#3 · Parbhanicell 4890004559
distance 0.089
#4 · Parbhanicell 4890004409
distance 0.094
#5 · Parbhanicell 4890003824
distance 0.097
#6 · Jalnacell 4790002652
distance 0.111 · cross-district
#7 · Parbhanicell 4890004542
distance 0.114
#8 · Parbhanicell 4890004452
distance 0.115
#9 · Parbhanicell 4890004141
distance 0.115
#10 · Parbhanicell 4890004629
distance 0.116
#11 · Parbhanicell 4890004309
distance 0.116
#12 · Parbhanicell 4890004498
distance 0.118
#13 · Parbhanicell 4890004508
distance 0.118
#14 · Parbhanicell 4890004544
distance 0.119
#15 · Parbhanicell 4890004020
distance 0.12
#16 · Parbhanicell 4890004355
distance 0.12
#17 · Parbhanicell 4890004033
distance 0.122
#18 · Parbhanicell 4890004851
distance 0.122
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":4890004398}}}'
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.