USDA, National Agricultural Statistics Service, 2019 Pennsylvania Cropland Data Layer CLASSIFICATION INPUTS: DEIMOS-1 DATE 20190507 SCENE IDENTIFIER E61 DEIMOS-1 DATE 20190524 SCENE IDENTIFIER EF6 DEIMOS-1 DATE 20190603 SCENE IDENTIFIER F4A DEIMOS-1 DATE 20190623 SCENE IDENTIFIER 016 DEIMOS-1 DATE 20190627 SCENE IDENTIFIER 045 DEIMOS-1 DATE 20190630 SCENE IDENTIFIER 064 DEIMOS-1 DATE 20190724 SCENE IDENTIFIER 131 RESOURCESAT-2 LISS-3 20181030 PATH 288 RESOURCESAT-2 LISS-3 20190524 PATH 285 RESOURCESAT-2 LISS-3 20190603 PATH 287 RESOURCESAT-2 LISS-3 20190627 PATH 287 RESOURCESAT-2 LISS-3 20190725 PATH 283 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20181019 PATH 016 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190515 PATH 016 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190524 PATH 015 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190609 PATH 015 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190623 PATH 017 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190709 PATH 017 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190727 PATH 015 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190812 PATH 015 LANDSAT 8 OLI/TIRS REAL-TIME DATE 20190911 PATH 017 USGS, NATIONAL ELEVATION DATASET USGS, NATIONAL LAND COVER DATABASE 2016 IMPERVIOUSNESS USGS, NATIONAL LAND COVER DATABASE 2011 TREE CANOPY USDA, NASS CROPLAND DATA LAYERS 2008-2018 SENTINEL-2A DATE 20181107 RELATIVE ORBIT NUMBER 054 SENTINEL-2A DATE 20190416 RELATIVE ORBIT NUMBER 054 SENTINEL-2A DATE 20190526 RELATIVE ORBIT NUMBER 054 SENTINEL-2A DATE 20190601 RELATIVE ORBIT NUMBER 140 SENTINEL-2A DATE 20190608 RELATIVE ORBIT NUMBER 097 SENTINEL-2A DATE 20190611 RELATIVE ORBIT NUMBER 140 SENTINEL-2A DATE 20190701 RELATIVE ORBIT NUMBER 140 SENTINEL-2A DATE 20190715 RELATIVE ORBIT NUMBER 054 SENTINEL-2A DATE 20190725 RELATIVE ORBIT NUMBER 054 SENTINEL-2A DATE 20190919 RELATIVE ORBIT NUMBER 140 SENTINEL-2B DATE 20181009 RELATIVE ORBIT NUMBER 140 SENTINEL-2B DATE 20181023 RELATIVE ORBIT NUMBER 054 SENTINEL-2B DATE 20181122 RELATIVE ORBIT NUMBER 054 SENTINEL-2B DATE 20190424 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190427 RELATIVE ORBIT NUMBER 140 SENTINEL-2B DATE 20190511 RELATIVE ORBIT NUMBER 054 SENTINEL-2B DATE 20190524 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190603 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190623 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190713 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190720 RELATIVE ORBIT NUMBER 054 SENTINEL-2B DATE 20190730 RELATIVE ORBIT NUMBER 054 SENTINEL-2B DATE 20190812 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190829 RELATIVE ORBIT NUMBER 054 SENTINEL-2B DATE 20190911 RELATIVE ORBIT NUMBER 097 SENTINEL-2B DATE 20190918 RELATIVE ORBIT NUMBER 054 UK-DMC-2 DATE 20190515 SCENE IDENTIFIER D18 UK-DMC-2 DATE 20190521 SCENE IDENTIFIER D4E UK-DMC-2 DATE 20190527 SCENE IDENTIFIER D86 UK-DMC-2 DATE 20190604 SCENE IDENTIFIER DD4 UK-DMC-2 DATE 20190611 SCENE IDENTIFIER E15 UK-DMC-2 DATE 20190623 SCENE IDENTIFIER E8C UK-DMC-2 DATE 20190627 SCENE IDENTIFIER EB4 UK-DMC-2 DATE 20190701 SCENE IDENTIFIER ED5 UK-DMC-2 DATE 20190710 SCENE IDENTIFIER F26 UK-DMC-2 DATE 20190713 SCENE IDENTIFIER F43 UK-DMC-2 DATE 20190724 SCENE IDENTIFIER FA2 UK-DMC-2 DATE 20190727 SCENE IDENTIFIER FBC UK-DMC-2 DATE 20190730 SCENE IDENTIFIER FDC TRAINING AND VALIDATION: USDA, FARM SERVICE AGENCY 2019 COMMON LAND UNIT DATA USGS, NATIONAL LAND COVER DATABASE 2016NOTE: The final extent of the CDL is clipped to the state boundary even though the raw input data may encompass a larger area.
USDA, National Agricultural Statistics Service, 2019 Pennsylvania Cropland Data Layer STATEWIDE AGRICULTURAL ACCURACY REPORT Crop-specific covers only *Correct Accuracy Error Kappa ------------------------- ------- -------- ------ ----- OVERALL ACCURACY** 337,222 68.1% 31.9% 0.587 Cover Attribute *Correct Producer's Omission User's Commission Cond'l Type Code Pixels Accuracy Error Kappa Accuracy Error Kappa ---- ---- ------ -------- ----- ----- -------- ----- ----- Corn 1 160,467 83.0% 17.0% 0.787 84.1% 15.9% 0.801 Sorghum 4 452 17.6% 82.4% 0.175 66.5% 33.5% 0.664 Soybeans 5 76,608 74.9% 25.1% 0.722 81.5% 18.5% 0.793 Sunflower 6 0 0.0% 100.0% 0.000 n/a n/a n/a Sweet Corn 12 64 17.3% 82.7% 0.173 67.4% 32.6% 0.674 Pop or Orn Corn 13 29 38.7% 61.3% 0.387 90.6% 9.4% 0.906 Mint 14 0 0.0% 100.0% 0.000 n/a n/a n/a Barley 21 121 18.6% 81.4% 0.186 45.5% 54.5% 0.455 Spring Wheat 23 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Winter Wheat 24 6,433 58.7% 41.3% 0.583 74.6% 25.4% 0.743 Dbl Crop WinWht/Soybeans 26 4,789 67.8% 32.2% 0.676 75.4% 24.6% 0.753 Rye 27 71 9.2% 90.8% 0.091 40.1% 59.9% 0.401 Oats 28 1,530 33.0% 67.0% 0.329 62.1% 37.9% 0.619 Speltz 30 2 3.1% 96.9% 0.031 16.7% 83.3% 0.167 Canola 31 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Rape Seed 34 9 17.6% 82.4% 0.176 81.8% 18.2% 0.818 Alfalfa 36 12,982 50.1% 49.9% 0.491 65.5% 34.5% 0.646 Other Hay/Non Alfalfa 37 62,504 65.7% 34.3% 0.622 70.7% 29.3% 0.675 Buckwheat 39 4 4.9% 95.1% 0.049 22.2% 77.8% 0.222 Dry Beans 42 799 53.6% 46.4% 0.536 88.3% 11.7% 0.883 Potatoes 43 270 40.9% 59.1% 0.409 86.8% 13.2% 0.868 Other Crops 44 309 40.4% 59.6% 0.404 81.1% 18.9% 0.811 Misc Vegs & Fruits 47 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Tomatoes 54 4 9.3% 90.7% 0.093 44.4% 55.6% 0.444 Clover/Wildflowers 58 22 4.7% 95.3% 0.047 13.8% 86.3% 0.137 Sod/Grass Seed 59 440 55.7% 44.3% 0.557 61.8% 38.2% 0.618 Switchgrass 60 282 61.7% 38.3% 0.617 74.2% 25.8% 0.742 Fallow/Idle Cropland 61 5,266 31.8% 68.2% 0.311 51.8% 48.2% 0.509 Cherries 66 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Peaches 67 1 14.3% 85.7% 0.143 12.5% 87.5% 0.125 Apples 68 69 26.2% 73.8% 0.262 61.1% 38.9% 0.611 Grapes 69 2,012 92.9% 7.1% 0.929 97.9% 2.1% 0.979 Christmas Trees 70 351 43.7% 56.3% 0.436 65.5% 34.5% 0.655 Other Tree Crops 71 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Aquaculture 92 0 0.0% 100.0% 0.000 n/a n/a n/a Triticale 205 61 10.8% 89.2% 0.108 34.5% 65.5% 0.344 Broccoli 214 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Plums 220 0 0.0% 100.0% 0.000 n/a n/a n/a Squash 222 0 n/a n/a n/a 0.0% 100.0% 0.000 Dbl Crop WinWht/Corn 225 353 27.4% 72.6% 0.273 56.3% 43.7% 0.562 Dbl Crop Oats/Corn 226 1 0.6% 99.4% 0.006 9.1% 90.9% 0.091 Dbl Crop Triticale/Corn 228 329 19.4% 80.6% 0.194 67.7% 32.3% 0.676 Pumpkins 229 9 3.1% 96.9% 0.031 42.9% 57.1% 0.428 Dbl Crop WinWht/Sorghum 236 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Dbl Crop Barley/Corn 237 93 21.1% 78.9% 0.211 50.5% 49.5% 0.505 Dbl Crop Soybeans/Oats 240 19 18.6% 81.4% 0.186 100.0% 0.0% 1.000 Dbl Crop Corn/Soybeans 241 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Blueberries 242 0 0.0% 100.0% 0.000 n/a n/a n/a Cabbage 243 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Turnips 247 0 n/a n/a n/a 0.0% 100.0% 0.000 Dbl Crop Barley/Soybeans 254 467 38.4% 61.6% 0.383 75.2% 24.8% 0.752 *Correct Pixels represents the total number of independent validation pixels correctly identified in the error matrix. **The Overall Accuracy represents only the FSA row crops and annual fruit and vegetables (codes 1-61, 66-80, 92 and 200-255). FSA-sampled grass and pasture. Non-agricultural and NLCD-sampled categories (codes 62-65, 81-91 and 93-199) are not included in the Overall Accuracy.The accuracy of the non-agricultural land cover classes within the Cropland Data Layer is entirely dependent upon the USGS, National Land Cover Database (NLCD 2016). Thus, the USDA, NASS recommends that users consider the NLCD for studies involving non-agricultural land cover. For more information on the accuracy of the NLCD please reference <https://www.mrlc.gov/>.
Data Dictionary: USDA, National Agricultural Statistics Service, 2019 Cropland Data Layer Source: USDA, National Agricultural Statistics Service The following is a cross reference list of the categorization codes and land covers. Note that not all land cover categories listed below will appear in an individual state. Raster Attribute Domain Values and Definitions: NO DATA, BACKGROUND 0 Categorization Code Land Cover "0" Background Raster Attribute Domain Values and Definitions: CROPS 1-60 Categorization Code Land Cover "1" Corn "2" Cotton "3" Rice "4" Sorghum "5" Soybeans "6" Sunflower "10" Peanuts "11" Tobacco "12" Sweet Corn "13" Pop or Orn Corn "14" Mint "21" Barley "22" Durum Wheat "23" Spring Wheat "24" Winter Wheat "25" Other Small Grains "26" Dbl Crop WinWht/Soybeans "27" Rye "28" Oats "29" Millet "30" Speltz "31" Canola "32" Flaxseed "33" Safflower "34" Rape Seed "35" Mustard "36" Alfalfa "37" Other Hay/Non Alfalfa "38" Camelina "39" Buckwheat "41" Sugarbeets "42" Dry Beans "43" Potatoes "44" Other Crops "45" Sugarcane "46" Sweet Potatoes "47" Misc Vegs & Fruits "48" Watermelons "49" Onions "50" Cucumbers "51" Chick Peas "52" Lentils "53" Peas "54" Tomatoes "55" Caneberries "56" Hops "57" Herbs "58" Clover/Wildflowers "59" Sod/Grass Seed "60" Switchgrass Raster Attribute Domain Values and Definitions: NON-CROP 61-65 Categorization Code Land Cover "61" Fallow/Idle Cropland "63" Forest "64" Shrubland "65" Barren Raster Attribute Domain Values and Definitions: CROPS 66-80 Categorization Code Land Cover "66" Cherries "67" Peaches "68" Apples "69" Grapes "70" Christmas Trees "71" Other Tree Crops "72" Citrus "74" Pecans "75" Almonds "76" Walnuts "77" Pears Raster Attribute Domain Values and Definitions: OTHER 81-109 Categorization Code Land Cover "81" Clouds/No Data "82" Developed "83" Water "87" Wetlands "88" Nonag/Undefined "92" Aquaculture Raster Attribute Domain Values and Definitions: NLCD-DERIVED CLASSES 110-195 Categorization Code Land Cover "111" Open Water "112" Perennial Ice/Snow "121" Developed/Open Space "122" Developed/Low Intensity "123" Developed/Med Intensity "124" Developed/High Intensity "131" Barren "141" Deciduous Forest "142" Evergreen Forest "143" Mixed Forest "152" Shrubland "176" Grassland/Pasture "190" Woody Wetlands "195" Herbaceous Wetlands Raster Attribute Domain Values and Definitions: CROPS 195-255 Categorization Code Land Cover "204" Pistachios "205" Triticale "206" Carrots "207" Asparagus "208" Garlic "209" Cantaloupes "210" Prunes "211" Olives "212" Oranges "213" Honeydew Melons "214" Broccoli "215" Avocados "216" Peppers "217" Pomegranates "218" Nectarines "219" Greens "220" Plums "221" Strawberries "222" Squash "223" Apricots "224" Vetch "225" Dbl Crop WinWht/Corn "226" Dbl Crop Oats/Corn "227" Lettuce "228" Dbl Crop Triticale/Corn "229" Pumpkins "230" Dbl Crop Lettuce/Durum Wht "231" Dbl Crop Lettuce/Cantaloupe "232" Dbl Crop Lettuce/Cotton "233" Dbl Crop Lettuce/Barley "234" Dbl Crop Durum Wht/Sorghum "235" Dbl Crop Barley/Sorghum "236" Dbl Crop WinWht/Sorghum "237" Dbl Crop Barley/Corn "238" Dbl Crop WinWht/Cotton "239" Dbl Crop Soybeans/Cotton "240" Dbl Crop Soybeans/Oats "241" Dbl Crop Corn/Soybeans "242" Blueberries "243" Cabbage "244" Cauliflower "245" Celery "246" Radishes "247" Turnips "248" Eggplants "249" Gourds "250" Cranberries "254" Dbl Crop Barley/Soybeans