Variable GLMNET HDGB2 Variable GLMNET HDGB2 Variable GLMNET HDGB2
LogLiability 0.711 0.782 Allegan 0.073 0.074 Soybeans 0.036 0
Livingston 0.182 0.000 Van Buren -0.238 -0.011 Corn 0.040 0.020
Montcalm -0.636 -0.354 Saginaw -0.143 -0.062 Wheat -0.114 -0.310
Muskegon 0.063 0.091 Midland 0.000 -0.036 Milk -1.612 -1.288
Gratiot -0.094 0 Lapeer 0.418 0.084 Dry Beans 0 0
Cass -0.743 -0.419 Osceola 0 -0.231 Cherries 0.372 0.098
Calhoun -0.347 -0.177 Barry 0.155 0.151 Sugar Beets -1.078 -0.343
Huron -0.758 -0.600 Grand Traverse -0.031 -0.060 Apples 0 0.129
Shiawassee 0.107 0.084 Newaygo 0 0.028 Potatoes 0 0
Bay -0.426 -0.465 Berrien 0.053 0 Oats -0.514 -0.395
Eaton 0.166 0.191 Macomb 0.595 0.279 Blueberries -0.991 -0.392
Jackson -0.039 -0.253 Leelanau 0 0.000 Grapes 0 0
Hillsdale 0.199 0.265 Mecosta -0.072 0 Peaches 0.774 0.305
Ionia 0 0 Kent -0.061 0.013 Forage Production -0.258 -0.133
Sanilac 0 0 Benzie -0.104 -0.519 Processing Beans 0.621 0.785
Clinton 0.353 0.184 Menominee 0.221 0.167 All Other Commodities -0.064 0
St Joseph -0.590 -0.389 Ingham 0.127 0 Pasture, Rangeland, Forage -1.448 -1.240
Arenac -0.180 -0.015 Gladwin 0.391 0.050
Monroe 0.488 0.310 Ogemaw 0 0.000
Isabella 0.042 0 Alpena 0.041 0.003
Manistee 0.047 0 Washtenaw 0.614 0.319
St Clair 0.471 0.297 Wayne 0.732 0.176
Oceana -0.065 -0.037 Presque Isle -0.055 -0.048
Clare 0.219 0.170 Iosco 0.307 0.097
Lenawee 0.687 0.507 Missaukee -0.991 -0.652
Branch -0.260 -0.191 Antrim 0.545 0.256
Tuscola -0.172 -0.048 Mason -0.127 0.000
Genesee 0.380 0.202 Alcona 0.034 0.098
Kalamazoo 0 -0.300 Oakland 0.633 0.159
Ottawa -0.023 -0.013 All Other Counties -0.336 0
Delta 0.237 0.000