Submitted:
11 September 2025
Posted:
12 September 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Crane Locational Data
2.2. Geospatial Data
- The first grouped CDL crop codes into ecologically meaningful landcover categories (e.g., “Alfalfa,” “Rice,” “Orchard and Vineyard”) based on similarities in crop taxonomy, structure, and phenology (Table A1).
- The second assigned each CDL code as either compatible or incompatible with winter habitat use by cranes, informed by expert knowledge of crane behavior, foraging ecology, and prior regional studies (Table A2).
2.3. Data Analysis
3. Results
3.1. Cranescape Suitability
3.2. Key Landcover Trends
4. Discussion
5. Conclusions
Institutional Review Board Statement
Acknowledgments
Appendix A
| class_name | attribute | reclassified_name |
|---|---|---|
| Alfalfa | 36 | Alfalfa |
| Corn | 1 | Corn_rotations |
| Sweet Corn | 12 | Corn_rotations |
| Pop or Orn Corn | 13 | Corn_rotations |
| Dbl Crop WinWht/Corn | 225 | Corn_rotations |
| Dbl Crop Oats/Corn | 226 | Corn_rotations |
| Dbl Crop Triticale/Corn | 228 | Corn_rotations |
| Dbl Crop Corn/Soybeans | 241 | Corn_rotations |
| Developed | 82 | Developed |
| Developed/Open Space | 121 | Developed |
| Developed/Low Intensity | 122 | Developed |
| Developed/Med Intensity | 123 | Developed |
| Developed/High Intensity | 124 | Developed |
| Sod/Grass Seed | 59 | Grass_hay |
| Switchgrass | 60 | Grass_hay |
| Pasture/Grass | 62 | Grass_hay |
| Grassland/Pasture | 176 | Grass_hay |
| Cotton | 2 | Other |
| Sunflower | 6 | Other |
| Peanuts | 10 | Other |
| Tobacco | 11 | Other |
| Mint | 14 | Other |
| Canola | 31 | Other |
| Flaxseed | 32 | Other |
| Safflower | 33 | Other |
| Brassica napus | 34 | Other |
| Mustard | 35 | Other |
| Other Hay/Non Alfalfa | 37 | Other |
| Camelina | 38 | Other |
| Sugarbeets | 41 | Other |
| Dry Beans | 42 | Other |
| Potatoes | 43 | Other |
| Other Crops | 44 | Other |
| Sugarcane | 45 | Other |
| Sweet Potatoes | 46 | Other |
| Misc Vegs & Fruits | 47 | Other |
| Watermelons | 48 | Other |
| Onions | 49 | Other |
| Cucumbers | 50 | Other |
| Chick Peas | 51 | Other |
| Lentils | 52 | Other |
| Peas | 53 | Other |
| Tomatoes | 54 | Other |
| Caneberries | 55 | Other |
| Hops | 56 | Other |
| Herbs | 57 | Other |
| Clover/Wildflowers | 58 | Other |
| Fallow/Idle Cropland | 61 | Other |
| Barren | 65 | Other |
| Clouds/No Data | 81 | Other |
| Nonag/Undefined | 88 | Other |
| Perennial Ice/Snow | 112 | Other |
| Barren | 131 | Other |
| Carrots | 206 | Other |
| Asparagus | 207 | Other |
| Garlic | 208 | Other |
| Cantaloupes | 209 | Other |
| Honeydew Melons | 213 | Other |
| Broccoli | 214 | Other |
| Greens | 219 | Other |
| Strawberries | 221 | Other |
| Squash | 222 | Other |
| Vetch | 224 | Other |
| Lettuce | 227 | Other |
| Pumpkins | 229 | Other |
| Dbl Crop Lettuce/Cantaloupe | 231 | Other |
| Dbl Crop Lettuce/Cotton | 232 | Other |
| Cabbage | 243 | Other |
| Cauliflower | 244 | Other |
| Celery | 245 | Other |
| Radishes | 246 | Other |
| Turnips | 247 | Other |
| Eggplants | 248 | Other |
| Gourds | 249 | Other |
| Cranberries | 250 | Other |
| Rice | 3 | Rice |
| Other Small Grains | 25 | Soy_Sorghum_SmallGrains |
| Oats | 28 | Soy_Sorghum_SmallGrains |
| Buckwheat | 39 | Soy_Sorghum_SmallGrains |
| Sorghum | 4 | Soy_Sorghum_SmallGrains |
| Millet | 29 | Soy_Sorghum_SmallGrains |
| Soybeans | 5 | Soy_Sorghum_SmallGrains |
| Dbl Crop WinWht/Soybeans | 26 | Soy_Sorghum_SmallGrains |
| Dbl Crop Soybeans/Cotton | 239 | Soy_Sorghum_SmallGrains |
| Dbl Crop Soybeans/Oats | 240 | Soy_Sorghum_SmallGrains |
| Water | 83 | Wetlands_water |
| Wetlands | 87 | Wetlands_water |
| Aquaculture | 92 | Wetlands_water |
| Open Water | 111 | Wetlands_water |
| Herbaceous Wetlands | 195 | Wetlands_water |
| Barley | 21 | Wheat_barley_relatives |
| Durum Wheat | 22 | Wheat_barley_relatives |
| Spring Wheat | 23 | Wheat_barley_relatives |
| Winter Wheat | 24 | Wheat_barley_relatives |
| Rye | 27 | Wheat_barley_relatives |
| Speltz | 30 | Wheat_barley_relatives |
| Triticale | 205 | Wheat_barley_relatives |
| Dbl Crop Lettuce/Durum Wht | 230 | Wheat_barley_relatives |
| Dbl Crop Lettuce/Barley | 233 | Wheat_barley_relatives |
| Dbl Crop Durum Wht/Sorghum | 234 | Wheat_barley_relatives |
| Dbl Crop Barley/Sorghum | 235 | Wheat_barley_relatives |
| Dbl Crop WinWht/Sorghum | 236 | Wheat_barley_relatives |
| Dbl Crop Barley/Corn | 237 | Wheat_barley_relatives |
| Dbl Crop WinWht/Cotton | 238 | Wheat_barley_relatives |
| Dbl Crop Barley/Soybeans | 254 | Wheat_barley_relatives |
| Forest | 63 | Woody |
| Shrubland | 64 | Woody |
| Cherries | 66 | Woody |
| Peaches | 67 | Woody |
| Apples | 68 | Woody |
| Grapes | 69 | Woody |
| Christmas Trees | 70 | Woody |
| Other Tree Crops | 71 | Woody |
| Citrus | 72 | Woody |
| Pecans | 74 | Woody |
| Almonds | 75 | Woody |
| Walnuts | 76 | Woody |
| Pears | 77 | Woody |
| Deciduous Forest | 141 | Woody |
| Evergreen Forest | 142 | Woody |
| Mixed Forest | 143 | Woody |
| Shrubland | 152 | Woody |
| Woody Wetlands | 190 | Woody |
| Pistachios | 204 | Woody |
| Prunes | 210 | Woody |
| Olives | 211 | Woody |
| Oranges | 212 | Woody |
| Avocados | 215 | Woody |
| Peppers | 216 | Woody |
| Pomegranates | 217 | Woody |
| Nectarines | 218 | Woody |
| Plums | 220 | Woody |
| Apricots | 223 | Woody |
| Blueberries | 242 | Woody |
| class_name | attribute | reclassified_nam |
| Corn | 1 | compatible |
| Cotton | 2 | compatible |
| Rice | 3 | compatible |
| Sorghum | 4 | compatible |
| Soybeans | 5 | compatible |
| Sunflower | 6 | compatible |
| Peanuts | 10 | compatible |
| Tobacco | 11 | compatible |
| Sweet Corn | 12 | compatible |
| Pop or Orn Corn | 13 | compatible |
| Mint | 14 | compatible |
| Barley | 21 | compatible |
| Durum Wheat | 22 | compatible |
| Spring Wheat | 23 | compatible |
| Winter Wheat | 24 | compatible |
| Other Small Grains | 25 | compatible |
| Dbl Crop WinWht/Soybeans | 26 | compatible |
| Rye | 27 | compatible |
| Oats | 28 | compatible |
| Millet | 29 | compatible |
| Speltz | 30 | compatible |
| Canola | 31 | compatible |
| Flaxseed | 32 | compatible |
| Safflower | 33 | compatible |
| Brassica napus | 34 | compatible |
| Mustard | 35 | compatible |
| Alfalfa | 36 | compatible |
| Other Hay/Non Alfalfa | 37 | compatible |
| Camelina | 38 | compatible |
| Buckwheat | 39 | compatible |
| Sugarbeets | 41 | compatible |
| Dry Beans | 42 | compatible |
| Potatoes | 43 | compatible |
| Other Crops | 44 | compatible |
| Sugarcane | 45 | incompatible |
| Sweet Potatoes | 46 | compatible |
| Misc Vegs & Fruits | 47 | compatible |
| Watermelons | 48 | compatible |
| Onions | 49 | compatible |
| Cucumbers | 50 | compatible |
| Chick Peas | 51 | compatible |
| Lentils | 52 | compatible |
| Peas | 53 | compatible |
| Tomatoes | 54 | compatible |
| Caneberries | 55 | incompatible |
| Hops | 56 | incompatible |
| Herbs | 57 | compatible |
| Clover/Wildflowers | 58 | compatible |
| Sod/Grass Seed | 59 | compatible |
| Switchgrass | 60 | compatible |
| Fallow/Idle Cropland | 61 | compatible |
| Pasture/Grass | 62 | compatible |
| Forest | 63 | incompatible |
| Shrubland | 64 | incompatible |
| Barren | 65 | compatible |
| Cherries | 66 | incompatible |
| Peaches | 67 | incompatible |
| Apples | 68 | incompatible |
| Grapes | 69 | incompatible |
| Christmas Trees | 70 | incompatible |
| Other Tree Crops | 71 | incompatible |
| Citrus | 72 | incompatible |
| Pecans | 74 | incompatible |
| Almonds | 75 | incompatible |
| Walnuts | 76 | incompatible |
| Pears | 77 | incompatible |
| Clouds/No Data | 81 | incompatible |
| Developed | 82 | incompatible |
| Water | 83 | compatible |
| Wetlands | 87 | compatible |
| Nonag/Undefined | 88 | incompatible |
| Aquaculture | 92 | incompatible |
| Open Water | 111 | incompatible |
| Perennial Ice/Snow | 112 | incompatible |
| Developed/Open Space | 121 | incompatible |
| Developed/Low Intensity | 122 | incompatible |
| Developed/Med Intensity | 123 | incompatible |
| Developed/High Intensity | 124 | incompatible |
| Barren | 131 | incompatible |
| Deciduous Forest | 141 | incompatible |
| Evergreen Forest | 142 | incompatible |
| Mixed Forest | 143 | incompatible |
| Shrubland | 152 | incompatible |
| Grassland/Pasture | 176 | compatible |
| Woody Wetlands | 190 | incompatible |
| Herbaceous Wetlands | 195 | compatible |
| Pistachios | 204 | incompatible |
| Triticale | 205 | compatible |
| Carrots | 206 | compatible |
| Asparagus | 207 | compatible |
| Garlic | 208 | compatible |
| Cantaloupes | 209 | compatible |
| Prunes | 210 | incompatible |
| Olives | 211 | incompatible |
| Oranges | 212 | incompatible |
| Honeydew Melons | 213 | compatible |
| Broccoli | 214 | compatible |
| Avocados | 215 | incompatible |
| Peppers | 216 | compatible |
| Pomegranates | 217 | incompatible |
| Nectarines | 218 | incompatible |
| Greens | 219 | compatible |
| Plums | 220 | incompatible |
| Strawberries | 221 | compatible |
| Squash | 222 | compatible |
| Apricots | 223 | incompatible |
| Vetch | 224 | compatible |
| Dbl Crop WinWht/Corn | 225 | compatible |
| Dbl Crop Oats/Corn | 226 | compatible |
| Lettuce | 227 | compatible |
| Dbl Crop Triticale/Corn | 228 | compatible |
| Pumpkins | 229 | compatible |
| Dbl Crop Lettuce/Durum Wht | 230 | compatible |
| Dbl Crop Lettuce/Cantaloupe | 231 | compatible |
| Dbl Crop Lettuce/Cotton | 232 | compatible |
| Dbl Crop Lettuce/Barley | 233 | compatible |
| Dbl Crop Durum Wht/Sorghum | 234 | compatible |
| Dbl Crop Barley/Sorghum | 235 | compatible |
| Dbl Crop WinWht/Sorghum | 236 | compatible |
| Dbl Crop Barley/Corn | 237 | compatible |
| Dbl Crop WinWht/Cotton | 238 | compatible |
| Dbl Crop Soybeans/Cotton | 239 | compatible |
| Dbl Crop Soybeans/Oats | 240 | compatible |
| Dbl Crop Corn/Soybeans | 241 | compatible |
| Blueberries | 242 | incompatible |
| Cabbage | 243 | compatible |
| Cauliflower | 244 | compatible |
| Celery | 245 | compatible |
| Radishes | 246 | compatible |
| Turnips | 247 | compatible |
| Eggplants | 248 | compatible |
| Gourds | 249 | compatible |
| Cranberries | 250 | compatible |
| Dbl Crop Barley/Soybeans | 254 | compatible |
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