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 4890001692

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 4 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
45
morphology-v2 feature dimensions
Closest twin distance
0.091
lower = more alike (weighted)

The twins, closest first

#1 · Parbhanicell 4890002202
distance 0.091
#2 · Parbhanicell 4890002120
distance 0.105
#3 · Parbhanicell 4890002278
distance 0.112
#4 · Parbhanicell 4890001786
distance 0.12
#5 · Parbhanicell 4890002610
distance 0.135
#6 · Hingolicell 4770000285
distance 0.137 · cross-district
#7 · Parbhanicell 4890002200
distance 0.145
#8 · Parbhanicell 4890002611
distance 0.145
#9 · Parbhanicell 4890002280
distance 0.153
#10 · Parbhanicell 4890001791
distance 0.153
#11 · Parbhanicell 4890001943
distance 0.154
#12 · Hingolicell 4770000196
distance 0.164 · cross-district
#13 · Solapurcell 4960005327
distance 0.165 · cross-district
#14 · Parbhanicell 4890002451
distance 0.165
#15 · Parbhanicell 4890002194
distance 0.167
#16 · Parbhanicell 4890002362
distance 0.169
#17 · Parbhanicell 4890001693
distance 0.171
#18 · Nashikcell 4870006677
distance 0.171 · 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":4890001692}}}'
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.