If you want to hide the Column, you need to specify the Property Visibility like this,
YourDataGrid.Columns[IndexOftheColumn].Visibility = Visibility.Collapsed;
If you want to Hide the first column say "Network ID"
dg.Columns[0].Visibility = Visibility.Collapsed;