USDA, National Agricultural Statistics Service, 2017 Pennsylvania Cropland Data Layer CLASSIFICATION INPUTS: DEIMOS-1 DATE 20170601 PATH/ROW(S) 88A DEIMOS-1 DATE 20170603 PATH/ROW(S) 89C DEIMOS-1 DATE 20170610 PATH/ROW(S) 8F0 DEIMOS-1 DATE 20170611 PATH/ROW(S) 8FB DEIMOS-1 DATE 20170614 PATH/ROW(S) 91E DEIMOS-1 DATE 20170620 PATH/ROW(S) 960 DEIMOS-1 DATE 20170627 PATH/ROW(S) 9AF DEIMOS-1 DATE 20170628 PATH/ROW(S) 9B7 DEIMOS-1 DATE 20170718 PATH/ROW(S) A97 DEIMOS-1 DATE 20170801 PATH/ROW(S) B34 DEIMOS-1 DATE 20170808 PATH/ROW(S) B7A DEIMOS-1 DATE 20170821 PATH/ROW(S) BFF DEIMOS-1 DATE 20170824 PATH/ROW(S) C1F DEIMOS-1 DATE 20170825 PATH/ROW(S) C2B DEIMOS-1 DATE 20170904 PATH/ROW(S) C87 DEIMOS-1 DATE 20170918 PATH/ROW(S) CFC RESOURCESAT-2 LISS-3 20170603 PATH/ROW(S) 286 RESOURCESAT-2 LISS-3 20170613 PATH/ROW(S) 288 RESOURCESAT-2 LISS-3 20170707 PATH/ROW(S) 288 RESOURCESAT-2 LISS-3 20170712 PATH/ROW(S) 289 RESOURCESAT-2 LISS-3 20170716 PATH/ROW(S) 285 RESOURCESAT-2 LISS-3 20170717 PATH/ROW(S) 290 RESOURCESAT-2 LISS-3 20170721 PATH/ROW(S) 286 RESOURCESAT-2 LISS-3 20170731 PATH/ROW(S) 288 RESOURCESAT-2 LISS-3 20170805 PATH/ROW(S) 289 RESOURCESAT-2 LISS-3 20170810 PATH/ROW(S) 290 RESOURCESAT-2 LISS-3 20170824 PATH/ROW(S) 288 RESOURCESAT-2 LISS-3 20170828 PATH/ROW(S) 284 RESOURCESAT-2 LISS-3 20170912 PATH/ROW(S) 287 RESOURCESAT-2 LISS-3 20170917 PATH/ROW(S) 288 LANDSAT 8 OLI/TIRS DATE 20170603 PATH 015 ROW(S) 29-37 LANDSAT 8 OLI/TIRS DATE 20170610 PATH 016 ROW(S) 28-40 LANDSAT 8 OLI/TIRS DATE 20170612 PATH 014 ROW(S) 27-36 LANDSAT 8 OLI/TIRS DATE 20170617 PATH 017 ROW(S) 30-41 LANDSAT 8 OLI/TIRS DATE 20170624 PATH 018 ROW(S) 28-34 37-40 LANDSAT 8 OLI/TIRS DATE 20170628 PATH 014 ROW(S) 27-36 LANDSAT 8 OLI/TIRS DATE 20170703 PATH 017 ROW(S) 28-41 LANDSAT 8 OLI/TIRS DATE 20170719 PATH 017 ROW(S) 29-41 LANDSAT 8 OLI/TIRS DATE 20170730 PATH 014 ROW(S) 27-37 42-43 LANDSAT 8 OLI/TIRS DATE 20170804 PATH 017 ROW(S) 29-41 LANDSAT 8 OLI/TIRS DATE 20170820 PATH 017 ROW(S) 29-41 LANDSAT 8 OLI/TIRS DATE 20170822 PATH 015 ROW(S) 29-37 41-42 LANDSAT 8 OLI/TIRS DATE 20170907 PATH 015 ROW(S) 28-37 41-43 LANDSAT 8 OLI/TIRS DATE 20170916 PATH 014 ROW(S) 27-37 42-43 USGS, NATIONAL ELEVATION DATASET USGS, NATIONAL LAND COVER DATASET 2011 IMPERVIOUSNESS USGS, NATIONAL LAND COVER DATASET 2011 TREE CANOPY USDA, NASS AG MASK BASED ON 2012-2016 CDLS (INTERNAL USE DATA LAYER) SENTINEL-2 DATE 20170602 PATH/ROW(S) 011 SENTINEL-2 DATE 20170611 PATH/ROW(S) 140 SENTINEL-2 DATE 20170612 PATH/ROW(S) 011 SENTINEL-2 DATE 20170618 PATH/ROW(S) 097 SENTINEL-2 DATE 20170621 PATH/ROW(S) 140 SENTINEL-2 DATE 20170705 PATH/ROW(S) 054 SENTINEL-2 DATE 20170817 PATH/ROW(S) 097 SENTINEL-2 DATE 20170824 PATH/ROW(S) 054 UK-DMC-2 DATE 20170603 PATH/ROW(S) 106 UK-DMC-2 DATE 20170613 PATH/ROW(S) 17F UK-DMC-2 DATE 20170617 PATH/ROW(S) 1AE UK-DMC-2 DATE 20170620 PATH/ROW(S) 1D5 UK-DMC-2 DATE 20170626 PATH/ROW(S) 200 UK-DMC-2 DATE 20170703 PATH/ROW(S) 23F UK-DMC-2 DATE 20170710 PATH/ROW(S) 282 UK-DMC-2 DATE 20170717 PATH/ROW(S) 2D2 UK-DMC-2 DATE 20170730 PATH/ROW(S) 37C UK-DMC-2 DATE 20170813 PATH/ROW(S) 43A UK-DMC-2 DATE 20170816 PATH/ROW(S) 451 UK-DMC-2 DATE 20170819 PATH/ROW(S) 467 UK-DMC-2 DATE 20170825 PATH/ROW(S) 4BE UK-DMC-2 DATE 20170911 PATH/ROW(S) 59F UK-DMC-2 DATE 20170918 PATH/ROW(S) 601 TRAINING AND VALIDATION: USDA, FARM SERVICE AGENCY 2017 COMMON LAND UNIT DATA USGS, NATIONAL LAND COVER DATASET 2011NOTE: 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, 2017 Pennsylvania Cropland Data Layer STATEWIDE AGRICULTURAL ACCURACY REPORT Crop-specific covers only *Correct Accuracy Error Kappa ------------------------- ------- -------- ------ ----- OVERALL ACCURACY** 317003 70.0% 30.0% 0.612 Cover Attribute *Correct Producer's Omission User's Commission Cond'l Type Code Pixels Accuracy Error Kappa Accuracy Error Kappa ---- ---- ------ -------- ----- ----- -------- ----- ----- Corn 1 140857 81.7% 18.3% 0.782 87.2% 12.8% 0.845 Sorghum 4 304 17.7% 82.3% 0.177 69.6% 30.4% 0.695 Soybeans 5 76529 74.9% 25.1% 0.725 87.5% 12.5% 0.861 Sunflower 6 0 0.0% 100.0% 0.000 n/a n/a n/a Pop or Orn Corn 13 70 26.1% 73.9% 0.261 73.7% 26.3% 0.737 Mint 14 0 0.0% 100.0% 0.000 n/a n/a n/a Barley 21 287 22.7% 77.3% 0.226 68.3% 31.7% 0.683 Spring Wheat 23 0 0.0% 100.0% 0.000 n/a n/a n/a Winter Wheat 24 7592 59.2% 40.8% 0.587 70.8% 29.2% 0.704 Dbl Crop WinWht/Soybeans 26 3922 55.6% 44.4% 0.554 70.5% 29.5% 0.703 Rye 27 213 14.1% 85.9% 0.141 50.0% 50.0% 0.499 Oats 28 862 29.3% 70.7% 0.292 63.7% 36.3% 0.636 Millet 29 0 0.0% 100.0% 0.000 n/a n/a n/a Speltz 30 6 4.1% 95.9% 0.041 33.3% 66.7% 0.333 Canola 31 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Rape Seed 34 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Alfalfa 36 12907 45.1% 54.9% 0.441 70.5% 29.5% 0.696 Other Hay/Non Alfalfa 37 68349 68.7% 31.3% 0.658 78.6% 21.4% 0.762 Buckwheat 39 0 0.0% 100.0% 0.000 n/a n/a n/a Dry Beans 42 321 31.3% 68.7% 0.313 81.1% 18.9% 0.810 Potatoes 43 163 58.2% 41.8% 0.582 88.1% 11.9% 0.881 Other Crops 44 1 1.4% 98.6% 0.014 16.7% 83.3% 0.167 Misc Vegs & Fruits 47 0 0.0% 100.0% 0.000 n/a n/a n/a Cucumbers 50 0 n/a n/a n/a 0.0% 100.0% 0.000 Peas 53 30 20.5% 79.5% 0.205 81.1% 18.9% 0.811 Tomatoes 54 0 n/a n/a n/a 0.0% 100.0% 0.000 Hops 56 0 0.0% 100.0% 0.000 n/a n/a n/a Clover/Wildflowers 58 57 8.0% 92.0% 0.080 50.9% 49.1% 0.509 Sod/Grass Seed 59 212 29.4% 70.6% 0.293 55.1% 44.9% 0.550 Switchgrass 60 311 43.3% 56.7% 0.433 79.1% 20.9% 0.791 Fallow/Idle Cropland 61 1172 13.6% 86.4% 0.134 47.2% 52.8% 0.467 Cherries 66 1 16.7% 83.3% 0.167 100.0% 0.0% 1.000 Peaches 67 0 0.0% 100.0% 0.000 n/a n/a n/a Apples 68 159 44.7% 55.3% 0.447 95.2% 4.8% 0.952 Grapes 69 952 88.1% 11.9% 0.881 92.2% 7.8% 0.922 Christmas Trees 70 321 28.9% 71.1% 0.289 62.2% 37.8% 0.622 Other Tree Crops 71 0 n/a n/a n/a 0.0% 100.0% 0.000 Pears 77 0 0.0% 100.0% 0.000 n/a n/a n/a Triticale 205 25 8.0% 92.0% 0.080 36.8% 63.2% 0.367 Peppers 216 8 16.3% 83.7% 0.163 88.9% 11.1% 0.889 Squash 222 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Dbl Crop WinWht/Corn 225 373 30.6% 69.4% 0.306 80.9% 19.1% 0.809 Dbl Crop Oats/Corn 226 13 5.4% 94.6% 0.054 35.1% 64.9% 0.351 Pumpkins 229 68 23.2% 76.8% 0.232 79.1% 20.9% 0.791 Dbl Crop WinWht/Sorghum 236 42 47.7% 52.3% 0.477 76.4% 23.6% 0.764 Dbl Crop Barley/Corn 237 294 21.6% 78.4% 0.216 60.1% 39.9% 0.601 Dbl Crop Soybeans/Oats 240 4 26.7% 73.3% 0.267 100.0% 0.0% 1.000 Blueberries 242 0 0.0% 100.0% 0.000 0.0% 100.0% 0.000 Cabbage 243 1 5.6% 94.4% 0.056 100.0% 0.0% 1.000 Dbl Crop Barley/Soybeans 254 577 30.5% 69.5% 0.304 70.5% 29.5% 0.704 *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 2011). 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, 2017 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 1-20 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 Raster Attribute Domain Values and Definitions: GRAINS,HAY,SEEDS 21-40 Categorization Code Land Cover "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 Raster Attribute Domain Values and Definitions: CROPS 41-60 Categorization Code Land Cover "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 "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